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Last active August 16, 2019 07:55
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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. \n",
"The evolution of the heat is governed by the advection diffusion equation. \n",
"\n",
"In Underworld this equation can be numerically approximated with 2 methods (\"SUPG\" and \"SLADE\"). \n",
"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",
"$\n",
"T(x,y,0) = \n",
"\\begin{array}{cc}\n",
" \\biggl\\{ & \n",
" \\begin{array}{cc}\n",
" 0.25(1+\\cos(\\pi X))(1+\\cos(\\pi Y)) & X^2 + Y^2 < 1, \\\\\n",
" 0 & otherwise, \\\\\n",
" \\end{array}\n",
"\\end{array}\n",
"$\n",
"\n",
"where $(X, Y) = (\\space (x-x_0) / \\sigma ,\\space (y-y_0) / \\sigma)\\space)$ with $(x_0, y_0)$ as the center of the blob. The domain is a unit square $[-0.5,0.5]x[-0.5,0.5]$ and the rotating velocity is $V(x,y) = (-y,x)$. A static timestep $dt = 2 \\pi / 200 $.\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": null,
"metadata": {},
"outputs": [],
"source": [
"### run with uw2.8\n",
"# get the docker\n",
"#!docker pull underworldcode/underworld2:2.8.0b"
]
},
{
"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):\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",
" 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",
" # define a quick reporting function\n",
" def reportMetics(maxT, avgT):\n",
" if uw.mpi.rank == 0:\n",
" s = \"max temperature = {:.4f} / \".format(maxT)\n",
" s += \"avg. temperature = {:.4f}\".format(avgT)\n",
" print(s)\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()\n",
" fig.VectorArrows(mesh,vField)\n",
"# fig.Mesh(mesh)\n",
" fig.Surface(mesh,tField, valueRange=[0.,1.]);\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",
" if viz: 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",
" 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",
" reportMetics(maxT, avgT)\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<2.*np.pi:\n",
"\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",
" if uw.mpi.rank == 0:\n",
" print(\"{} method, wall time {:.4e}, number of interations {} dt {:.4e}\".format(\n",
" system.method, num_t, steps, dt))\n",
"\n",
" if viz: 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",
" reportMetics(maxT, avgT)\n",
" \n",
" return maxT, avgT, num_t, steps, nEls, dt\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"!mkdir SLCN SUPG"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
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'>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"max temperature = 1.0000 / avg. temperature = 0.0398\n",
"SLCN method, wall time 3.2944e+01, number of interations 201 dt 3.1416e-02\n"
]
},
{
"data": {
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'>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"max temperature = 0.8511 / avg. temperature = 0.0401\n"
]
},
{
"data": {
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Hc+HNLDnYyD1xyMgFcJc2OB9GwEawl0ep6x3HM+EkJxec39FRTzF1G1q13zC3Ve05WC2cKlwNbY/KbDj2n7WwaGpaDULGkWf0ahZvRI61HtwJLlyf6uZ7wHajv6tL0gonucs9qVzg0aBkEwDl5bMAJeJaB7Nn7WnxgPpmcjeuK+wpjkoRVTgq2hWXMcUTF/EfGz/somLY3V4qP+dCxia2hWKkpT4dCyf8XAsMrQr4WuVu0QxgJbe09oGAR9M5zVHn6wR09ZvLpzg55SY8bBawhGwKsNrEnVfKGj4rHyMTERjI/6Nbjp8sxfrPfVllu0OCyqTZGKgeE1AUwKm9f3lll38DDmTurRrcSSvAvHetIllwIXBOPgtQK31jvwRkR6NqK5UfbidKSZ4QENxDk3FrA1Ntfs6a6/4+i2e36JyR36WxIxMLwRgPneOgepamlXqsw1D4LedTElTPZ3aU5YA4Dajr6qXe2oVal5EIaVglnAa4P4WT9nta/Uexwf9StyEFW72rHkQ1sqB8vmZWBYc+CLr6g1Mq0MUuF0A8DkkS49Pb8VO5iz2OFtb9WzSwwlghHwagMbJGiItibGg9HjnsodbTV7u6eHvIY0KzSkYy4DA4NmoA6J/kFcBw9HBz3R4x6MSWmjYYWDX3zxRZ27xFAKGAG/6jh58iTo4F1EKhy6cKwHWzUYwpoYf2rwnGIczMCwhoiN+HirXX/DaVQgmTsXwJLCqSGvvamturVzpYHh2o6+TFJ4/PHAzTff/NBDD+nZJYZlwZoxvOp46KGHPvaxjy0rNI9YKpMCVd0VKXYNYu55SEwE1Y0W9IjXr2i72gZk22Xbfb1uV+n9sLg7gobtqhXLEer+DaUfb3o28pa3vOX06dMXX3zxsuszaAYj4NUAIaREaeXFoupKKwK1AKwGMXcFqOqeFyvSI9YfHfQkxoNbek8o97lm8Xqdq7Htsu2uznanhrwAgD2SV9StZPFqmaTw1Bffrf6t0uFYw/GixoCyPE8gr/TjfXPqjydPnmTs+2qDuaDLHdFBz3wkVH+HLvl1BQXZVzPULwdGubIT40H9+aUMDK8qHK2dE3fvw3mlA7S2e4q32it3tKnlV9OxSIXWm93W2KwQMGex67kxGfuuAhgBlzWig565c4Ham/oM4SRj2TcVDoWP9XBWu1GBZGyniEp7+kdjYMgDqmfwVjs2kaxwuTULY5kdToU107OR9GxETy6VvSlLwOZqpx7WVB4UtobmxETQkGxNhlcPrA64fBEb8cXP+quv0djDJw/Gsm9iPDjZ31Xh0tIBoiBmhgfO33vA1tjsOnhY/2gAkI5FFMkwhtcuDGk8hajZ2y0mhcREcPaMb+bRgfCDPdiaXhvURfN6pHUAoFJOzMSWl3M6rluzw2mudtbe1Fd/6Gj1NZ3xs3613g5DuYFZwGWK+Kh/+qS3ale7IR3rjGVfHE2zBnUe0rFIdNCTjkW09S5cjExSmB3xxUZ8dq055wzlg1Q4pDh7EXo6Hm7c3xt+sEcaZ1HS04pga2yucLrnIyHOYk/PRrQJ0iHQC42hnLmxQPS4BwA0j1Z/6CiGpTft7xWTwvRJL3aX0jYaw6sKRsDliFQ4NDXkxaIj/aMZy76Y5WGgH/sZ7wFbY7M6h0sPhLFAbMRncbm39p7QJlFScMx0LMJkwkoHtj2YD4fSschkfxdntddpdWzYm9qqr+mcPSOZcbYG7eyLo6FvFoxQLHe0dk4NeesPHZ0Ph6LHPXqEqBytnegYx9sKOVgb1Jd9bUef9DBxuQ1JImEwFoyAyw6pcGiyv8vscBoSChXGAvORkCF8mUkK6VgkFQ4ZYqpmkgKK3mnuCZOH+Kg/PurHZ70hlnQ6FknHIk9+4d1mh/MNxb5KF17N1wxntV841oOi5dh6RM/+bNrfmxgPors4HdNlawLAxv295+89sPGGXrPDic3ttTXABlmKGZsroCYzb7Vr07dRX7EKB1c4Deinif2DS8x/ZlhlsBhweUFNS/otwkxSMIp90ZRJz0bqDxnAvsJYYKJvn5gUDGnZmxgPTvTtmxkeMDuc9qY2nbuXSQrxUf8z3gPPeA9kkkL9oaNbe08YcgKFsQCaIzqHKrIJzVlFIBv6E337Ju7eh/3eNQ+FCoucJVt+Gh/16xmw7uBhHM3scM4MD0z07dMc4Le43K5bDjtaO+1NbWgU6hktm/TU2Fx/6Gh6NoJ1AdpGU1DV0l57U998JKTnpCGwdyEARAd1facMrwaYBVxewJCSuuRXM+Kj/tkzPkNyuBSjvMKp15GVSQrTQ15hLFCzt9vR2jnZ36VnNGy0no5FavZ2V7W06+zClBgPxkf9wljA1tiMHW8m+7v0HG8qHEqMB+fDIXTJYs1o3tehp4mNAtztuXMBPc4JW2MzZ7UreUmJ8SCmCmvbPeTg8/ceMFc7a/Z2o/KavamtqqVdwx6aHc7ajr65sYDZIY02PeSdHfHV7O3WMJr6na/+0NHYiC866Ik3Nut861U0mZ/xHtB/C1e1tKfCodkzPovLrfMWxu9isr9Lc6NuhlcJjIDLCGj7YptPnUNh3FctgqNnKHx01nb06efL6KCHs9r1B2jTscjUkDcxHnS0dmprja4eShgLzI74AKCqpb2UfSviZkyMB3FKhUNmhxMzhmr2duOYakbHZLGZRwfedPixpTakhBVT4RBK9qNjHGT3RoXTHVP1dY6P+hPjQYwmAubElnyesZBm4w290ye9AGBvakuMB2MjvnQsYmtsRtGJFbGdxeVG9sVsOPQe40Ve3dppb2pb0TVgb2pTOgBWtbRXNrXNjvguHOuxuNy1HX16Lie0hi8c6znvPVDboavkD4voooOe8/ce0O954q32CqdbZ04WwuJyb9rfGz3uiQ56WGFS+YARcLlgasgbP+u3NWgs51dDybrS7wqbGR6YeXRg4w29+oOgU0Pe2TO+EhXBiiAdi8wMD8TP+mv2dK/IZFnMmsJYABkLXy9KfPLGRnxzYwElooaMmAqHMNyOWULVrZ22xuYi+yaMBaaHvKhBiIZ7HrP+qWenWitU2TdFNNjscGJvSltjc3TQg0MhD6HNjeujiClnsSsvT8pQBXna0dppcbljIz5F0D+TFNCOnxkeSEwEbQ3NmaRgcblLCXaqLX40Xmv2dqOnYWZ4AMUrtMUgUPq4urVzdsQ3cfe+ql3tyluOBpgdzq29J2aGByaPdFVf01mzt1tni/sKlzt63IO+Gc3jAIC9qc3R2mkIB1e1tMdH/dr6sDG8SmAEXBZAd3HVrnb9lKnOedbpko0OeoSxgP4XeVTYAIAtnz2hx7hX1xc13HlqRU/bmeEBzmrH1wjkSyW7akUsrkj9xUZ8im8ZXbUoH1jKIMJYIDroUczWdCxidjjVzBod9JSeMmNrbG7wnJoZHoiN+JZ63E/2d9V2SC9kCtMjrSrrKFvMs3R5q11d0IVmMcbdsS2urbF5RZ5q/JONSWFuLDAzPIDXBp6EEkdQ75sSfZi4e1/Nnm497pCavd2VTW2YmVXb0afnWnW0dvJW+9SQNx2LbNzfq4fO1XnR+t/Oq3a1G+LWZjAETAt6NUAIKVI+kUkKs2d8nMXuaO0sMcNzqdVwKCV5Es2gUlhh8YBoz1XuaFM/hkrcPfV2laOramlf/BgqPqASH42P+iub2uKjfjElVO1qX+pJvdTx4j6Yq51VLe14XACQd2gFkbd7ifGgWuzeXO3EsK628xwf9aPZuviINJxnKMphOq+rpbaL+dJ4FJzFjp7qlQ6YCodQB2rZpN/i5zkdi2Av26qW9rmxgObjxSw8MSVUXyNxueb7CA9t8XFp+H7xulV2qZQDWWo1jFksNRRud1fd+tOnTy87IINOMAt4jbHULaoBxW9RDbtUs0eL9wzLcEF+IJqrndrGQbZDEy09G5kPh7S5wZXne3o2gt5me1NbfNSvwb5B8ULkb50FqWCENZMHo+qeV7TFxUex0rQyi8s9Hw7hOMqXpeH0mh3SlYbvBJqrlXjZU4JvSHpqqLBCSRgLzDw6UMoLXxFger/69VozHK2dwlhg9oxP5y4x6Acj4FUCZuLkLcwkhYm+fWrN9MR4sJSg0eLV4qP+xRVHJXZTwSAfroYOxsodbQUds8vuHpoO6ViEs9pTY4Glxll2wExSQAm99GzEXO1EgdziRwGFjjcVDqml+DAMWcqBFN+9PJOo9K41Orebh9fldjFXC6fq1k71W1fp253o2wcA8VH/xv29Reiq+O5Vt3ZiFAbL2zQfL46TGA8qAW/N59nickePezBFv/QDWbxadWvnRN++xHiw4O05MzwAqT8uOxqDfjACXjNgKyEA0CanrE521al1NTviS4VDqXAIBX30aExK+USzES5p16OwoQ6R6jTs6g4eRlUmAOAMatnE+jW9elDnamkWq0IdG53VSrzVXnfwMAbshbGA5ugyjjM15A0/2KMzo8KoeDBmaysCHUa1MmNYKRgBryrU3jmdfQaxPkQRj9VzY6PZev7eAwCgZ5zYiA/DgQCgR2EjPupXmsOgYK/m3DTl3DJR6Ncc9Gg+I/KqlbRJQdmb2uZbO2Mjvom+fXreKbG8UKdiJRjHwRaXu+7g4ckjXdFBj2ahUAadYAS8qlCqA/X3GUSKOu89kJ6N6GRfhTUxTUnbOJmkoE66TkwEZ4YHtNVgKAUwCnTWHzO8YaFUK83rU352tHZyVrtOvQ6UrkSRTm2Klco4YAQH2xqba2/qY8XBawgmRbl6wDff6HHPM94DRvUZxBBppQ7zDmtJldGwJkQDZoYHLC531a72mj3d+FNnBSQDg1HAcimdgzhaO7f2nkjHIue9BzQPgoqV5mqnTsVK1KqMHveo719t47CuhWsIZgGvHhTXE+pNGsVPKD+rLZCTjkWUuhrMrtT8nFKHjXXWHzMwlCdQr0OnDxk7N2SSgk7FSv19kxCsa+EaglnAqwf1fSumhMn+Lm3a6JmkoK5GBQCzw6nNwxYf9Vdf0+m65bCtoXlr7wltuSoMDG8oGHKPbO09YW9q0/wQQCh2sM6dqe3oq3C6p4a8+ls0MqwIjIBXD3msieUWJf4t9s1Fn9Wc3Lmlckdb7U192+75peYGfDV7uzcVrdNgYGB4lVDb0bdVdxts5ODERFB5mGhrPFV/6KjZ4Zzs72IcvJpgBLxKUJu/5mpn7U19DZ5TJSpLKD0KsYomkxTM1U7k3YLyUqUMuNI/YWBgMByGaKdUtbRzFvvUkBfva+z1OTM8sKLbnHUtXBMwAl4loPlbtau9/o6jDZ5TKyLO6SFvOhZRci8drZ1mh1Pzi3MqHJro26dfdJqBgcEoYFdNzX9ucbkbPKfwmWBxucWUMPPowEppGCu10rHI7BmWkLVKYAS8Sqjc0dZw5ykNzc6EsUD8rN+QHoUAkI5FJvu7VtoJrviAhozDwPBGRiYpTNy9b7K/S3NWs/JGrjxhNNAwdi3UtgMMGsAIeJWAqY8r/at0LBId9FTuaDMkOzGTFC4c68He5vpHA4D4qH/ibmZMM7xBMTM8oC3guhjImomJYPS4R4MDWY2KRW/qK3KYVbW0axNvZ9AA1g1pNUAIMVeX1Bo9T8g+MRFUN4VdarWlgNSobDcxEVxqN0ocUL0aNppFpari2y19wKX2Qdvxlrhd/au9EbdL1mi7tIzOs9KZA1HhdKdjEc3bVSdp4l2v+fvFexPn1Xdo6cf7zqu2sW5IqwBWB7xKqGppL6XwFyt6cX5qyJuYCBasFFSvVgRqMffooIcL210HDxe8A0scUFktPupPLK1/WbpovjIglkC4Dh4u+Kqu4XhL3K4hq70mtru5hAGf7e/a/IkHll3t+eEBANhYwnbP93dtObT8gCWu9vzwAAW4pITtPvudrs2HHgAgi3/13JAXadLW2Dw15NVznjNJ4akvvlv5iMNq/n6f8R5Q6Bzves3X1WR/V2IiWLWrPX7WX6HyKq/gumLNGFYFzAVdpkiMB2fP+DbeYEzoNz7qj5/11y3BvhpG06k+rfaJJFMAACAASURBVAY6xhPjQSWLRD8EuVKLQQ1CaPEJCCUA3HITwYmUMAFwZPkJVysyjpgUCAEAKGX3OACQ/rDAMW7Y3TF3LjDz6MDkka75SEiz9BsA8FZ75Q6phA97mun5drAa0FztBACdwpmVTW2uWw7XdvRtvKF39oxPp3IIw6sHZgGXI5CTbA3N2jrg5kGQuzUYIiBgLPtiUpjF5a7rPaF/NJALprF/nCEDvs5QwCTMW4GUsA4AAHBAl18VgCMlBblwtaVWfX7kf00P3w8AZkdtYjy4obXzoquKfb/I6AVHrHA4bY1XJ8Z/ix8vvfGzBGhJR1II9qa2uXMBzmIXU4JO1rQ1NlfF2ms7+vAW05MmqTw3HK2dc2OBC8d6DHy7ZTAQzAIuR4SP9QCAy4gWJalwKDroMUR3GmEg+2Lj9KqWdkOSwjJJIRUOYcdTA7u7vP5kNYsbrASAACWEcktPyvpcUQN3PhzCVtMv/sY//dPv0pRQ3ALmCPBLrFD7vm6razsApGPRdCxi3351kd1DLidAOaAFD3OTyqmbGA8SAmRJ6l8GlU1taPvqV6SyNTbjjYD6zBeO9RiiiYGPEXykMJQbGAGXHWaGBxITwboloqErxdy5gK2x2ZDSgvioPzERNIp9YyM+A638xHjwvPfAfDjkaO00xPbFF5fERNCoeq2ywpIuaOlXEhOnY5Gl+FJ2GlMOlmRBmnwpFX5y/Nu3Tfq+En8iYLZVLsmXBIoTKkdo3Qc+o+z/fDhU3KcNsk+bK3SYlduvXt94dV3HV9Y3Xh0e9Dw/PKCZg3mrvcFzyuJyL1ak0oNN+3ttjc1KU049wG7E2J1M/2gMxoK5oMsL6Vhk5tGBmj0GaDJnkoIwFqhwug2xL9EtxlmMkWuPDnpS4VD9oaPTQ16dQ2WSwvSQNzEerO3oMyTWlRiXHlVVLe3pWMQoT7swFtDpojQWS7lcZ3/jT114MhkOvTz+W0fL9Zs//NUlVqSKb5ksMeJF7mbeWplJzuHHl58K2rcXvqqRzrNDF1rnInfzhrddl0kKG9s6zj98l7XOvflvviK/pOZvm8i+dApAaIEBL+v86roNztnRH1/+iQcu+O56JRa5dH8vZ7Fr8EUrL8pVLe1TQ179XQIRtR19k/1dwlhAf9cWW2NzzZ7umUcHMMDMUD5gFnAZIZMU0rORCqfbkEZJ00Pe+UjI3tSm35JW4r76c7iwCUwmKejpA6MAVffMDmeD55T+V5b4qH+ib19sxFezt7v+0FGdz1B8AYoOeib69mGmT7URtn4RxEf9F471lN5XbrFvFgAuvqrt5fHgy+O/BYBXZiPxJ34hJl9a5IKWrWQi28FLmMK2OvemtpvWOWo3//Vnpk8PPnHndS/8X39Bj7H6I7+EEVxR47TVuau2X33V3T9eX7f993ddN/ubH3OFrGeQbV9OcqfnH2lFjROP11bnvvwTD9Ck8Gx/V3o2otkXjbC43IZ0CQQA3mq3N7XpTBNTULO3u8LpTs9GmMxkWYFZwGWE6KCHs9gNiV/ODA8IYwElRVMP1FlXOh8rqXBosr+rqqVdv0scJUpALtjQM1QmKcyO+OKjfqlXqz6fc2I8mBgPYhq2rbG5sqmtuAciHYtMDXk37e8tuN1MUkrtScciWBWaCofEpAAA6pzb+Kh/asiLpZ+81S6MBfCta9mXkjy+IQAmW2Xjp+4P//De2G8e2bj7prnx30ZP3W+y2e3brr74qt22y9ygJGERAKAgJ20tZQdv+eBnNr7juvWXuS92Xz3/QuTCT+6P/OT+S95xXe21HcqrYZ4FDEsYwQTk9GaAuutuq35L6+R/3PfCb3685cNfqdjgzFsTJyrZwbSgHUykQ7Zv7rov8iPv094DWw4drXC6NedkQW6XQP12cOWONmEsYB4e0P9SXnfw8DPeA9FBj4EZEgw6wQi4XBAb8c2dC9gamvUHHeOj/plHB2pv6tOvUWVgznN81D8zPLBpf6/+oWIjvtkRX3Vrp874cToWiY345sYCVS3tW1bSlwb93mpmTYwHLxzrmQ+HbI3NtsbmuoOHS/keYyO+meEBMSUoWkXIr6lw6MkvvBtfLMwOSTulwuXGxvKLaRVPKXKw0psyHYugLz0di2SSwrP9XeYNtescTgJgrdvOW+2EgH3b1UTNNQQIAbPNvvXDX7XVuR072xw72wjAK7HIS08Gp08PvvTkb2112zPJuYu2X00IVUiXAADQxRyMxnFl/XZkemtN7baP3pVJCpGfH3/iax2Ot7Q6r73JssEJsh2sRgG+JBRoNq268jL3lT3ffe4Xg6F/vq3m7dfXXXebemWOoPtZ9kLLHuncEXFMAgScN/ZaXO7z/V2b9vdevKu9TDjY4nLbm9owKVrnUGaH0+Jyz50LxEZ8hiReMOgHI+CyQCocmhkeqL6mU3+YMBUORY97Nt7QW9XSrjPtwkD2nRryxkf9+q1VzI0yO5waTFXMyMUULWwwhSnTNXu7V+SlzySFyf6u+UiosqltbiyAgecKl7tmb/eKjg7fSNBsFZOCrbFZ4dcSBRPUqGppr2xqmxkeqGppX3xmUIgjMXGWAIhJIRkOIa1Onfoub6tsuO0+ZU0MShECl76nA1mTEKjYULvxHddvfMf1AJC4ELrwyP0zv/7xzK9/XL1zd9W2qy9yv9VktStETgCJTx5QyknOgrNVbr7+Vte1H4o9PnLuvu6q7VdnEkLBaqW8RWgBK7Yy2rTOa29y7Nx9/gffPHdPR8NH7rLVueXtAgVKACiVLH0qMXjumGjHUwIEHG9rt7jcz/TfmhgPOm/qKxMOrmppzySFqSFvhcutP2pTfU3nzPCArbHZEEkABp1gBLz2QDIwO5w1e7t1VgtgWW3Vrnb9b7hGsS8eXToW0VaJmI5FlCaMsyO+2IivtqNPW55zdNAzHw7xVvvM8AASnob0tHQscuFYDyoWoRVe29GHLzorfaJVtbSjV18YC1S43PqTt3mrvbhvf31jMwZuq96yW05TopLAhUKfKr5UtC/U85WXuddf5l5/mfuy626dffx0/MnghZ98l7fZq7ZfvWFna+Vl20FmSsj1Leex2br19tp3Xlf7zuue+9UjLz3527Fvdm++/taL3Ver1ylAlioLGAmSAlhraq/423tfeOz0Hw7ffsnbr7/sutuySVgUCAGK7mhKZSbO7pH8T+JgW53b7fnJM/23Pnukq+6Ww5z1omVO+tIwkIMdrZ3z4dBkf9fW3hM6PWQ1e7sT48HooKf+0FFWGbzmYElYa4+8boOaYWCvBaPYF4O+vNWuufF4dNCDsd7z3gOZpNDgOaWNqGaGB+bOBdKzkakhb83ebs0OvcR40NbYbGto5ix2Q+Q+qlra6w4eLgeXIAGaL3Gl/ijXBysTR2DDzt0NBz7zF3cOuj96l7WmNvbYaalOCUuEIT+7anEyF0eo813vs2yovby9K/Lz46NfeP/0rx8pnI0FFF8XVOVG6t9Czc7dzff4OUKfuKcD5PXlYqSs2BZHFD0vSrDsCmTZLABCwGSzN37u++sczmfuPaDTI4W1SYbkZNV29JkdzgvHenRmUWHf33Qsor8AgUE/WDOG1UDxZgzqjgt6ROTTsQgmUStUp1nMXWcTiFQ4xFvtZoezSMOGEgdUFOoL7k8eihxv3jivn6YIK9ruIm8wUX0mAIkLIcWFm7em2qs8/0IUACwbagtuS/1Xc39+srJ++7K7NzcprZaaiaZeiFo21FpqCgyemslut8hja+7PT2aSc+vrtvE2+Z2PZndK/Yd4vFT1O/VvXx7/LWe1W5zamyIoC/PuAm3fL/Z+KPgkWel1VfzGZM0YVg3MBb1KKNiMIR2LPOM9ULmjTclLXJFYfyYpKFyLlbVbPntCfR+WLub+jPcAFubOh0NFbN9Sdi8xHpw80iWmhExSqDt4uHgibpEBM0nhvPeA8rEUD/ZSx6tkDiNKD7K+JpoxXLL39mXXfPZI15ZDD3CKtae2/ECpKaJ/PHz7jk8PYBA3m9ssm8IgO6LP//gBAnRr+625SVggEZ1KzDL4T3+76++PwBJlx4rf+zff+PjbPn+EyjS5kBCm/+eM813vg1y+nDh5lAJc/v4uAIUsCWCUV1mTAgXyP/d2X7z9rRd+/v3LP/jpTe+8Dqj0+iD9lNf/w323v6lngFJCAUQKFAilQAFwCaXw8lO/ffZYj9nhtO94j57vN8+lpPm6QpeSbZGXS8N1hQLsBX3arBnDqoER8GpDzZoXjvWgR0jbUPFR/3w4hOKx8bP++ju0pzhhUHOyv0tMCTo9z+rMr8WtSVc0TiYp2BqaOat9PhxKxyK81tFez/kmsn94ubXQYQvLcTDwHOVkWSg1m6rncRAzR7NBYpK1MVUBYEoIrOOpejcK7D8AR8DMZYOzZvv6zde8F0BUr0gBOI4CBTNHVVwrpTqDmoMBCIHL33/rJX/ROn7i8PSvH9n52QEKWQOXEnmeSLlaIhAOgALFXC1lpnL71ZcfeuDC4F2pyJ/Ud+5KYVQ82OJy1x08PHmky9bYrDM8VNvRd9574MKxnq0GybAzaAAj4NVGdNBT1dJub2qbGvLOR0JbPqsxOAoAifHg3LkAKiob0mtBTAmcxa6HNVPhkLqt6eyIT3P94qb9veo2aq9nEtUNouK/pSAHTUGJpBbkYIWnpZ5COH7uPA5i4qQIq2L4gopiMZmLU/E0QM4K6kXI04u9yjTnP+AJpQTMvEgpUXGwvEqWg6X3g4s3b7v6c/86+6ff8oRS2Q9NKSjvCwSAJ1SUR6BS2RJVzYDtMvdFV7XNnPZNHumqu6Wk6rKCUHOwHtgamzGubHY49dzyvNXuOnj4/L0HsAxd514xaAMj4NXG3LnA3LlA5Y62uXMBnd0GpXLP2YhO1lSndYgpYbK/S3PvlLmxQOWONjEpqLuQMqwCitvBOcyaa/KqbGIKgO0QKMfJyxfbwQA8oQBg5ikhwEGWX+UZ2X2NVcU8zTORYRENc0DX8aKS1SyB5v0PPAeUgpmnlAKlUISDCaEmjooURAobrnhrvvkLUuoLAeA5SighlIoqwzc7Q4ESSgBqdndmEi89c++Bhjt/wmtNjVY4mLPoSresamlPhUMXjvXorOuzuNwbb+idPum1N7UZ0iqNYaVgBLyqUKgOW5jpuegx5QrnkTWXDbguhTm5e27ljjZ7U1ulDvVKtHeZ7PuaoJgdnE0bVjg43/xFc5bnqLxalpshNwaM8pOyBZz1aQPkBo8BCKHreAqLYsOQy8GyBSxzKC1UFIwlxQTWcVQESimROZjmhHhlZjXxVBQBOVjqjgR5NAxAgMfDB0KAiln2zVrAFAiKdTg/0LuhtZO32SlWFmuCwsHxUb8eH/Km/b3pWCR8rGdFAjKLwfoVri1YGdKqQl3VgKypuT5B3XjAXO3E9inahkrHIhVO97Z7fll38HBVSzu7D1+7yK3Syev3R9UczHOUJ8BzlCeU5wALftAlyxP8SXlCTTw1cdTMURNHzfI8DmLiqElebsafvLiOo2aeruPxI+UAzLyIH5VfrVOtgPNoKKtWE9fxono1nLBZobIObtfEUZM8Y+aoiacmnmJQWflDEycdDsdRDHLz8mnhOZqd1O8okPsWApQDWlHj5AgluYb6SlHV0m5raI4e9+gUqqvt6OOs9sn+Lj2DAOtXuKZgBLyqyGvwaXG5lw0pYfeCxX1+cKjKHW31dxxt8JzS8zaNUlCMd18fKNjKFyDfAi7IwQQozyEnyT9JlmUVJsYx1UtMPDVzOURr5uk6XiQE1JSsIldpwo8coetUpCvzrphdmRPNnIi7mrcVM0dNnIgvCsr+EMi+H+CkUKx0yBzF4+WyLxzST/mkZWdItoBYTmTTx8EA0HDnKZ2SGrzVXn/oqCKKnofS3+xZv8I1BHNBryqUYpgKp7tEm3V2xJeORQqGePXfwwyvSyyOBxOgeexb0BcNBPgs/eSuJjuiCVCOA2S4nJQuQrnFilqEyjHgApnVqt1TkrColCQF+CFnNXRBYxKWSIFi4FYVD1bWV8eA1VM2/xkkvzNPQESlLEIJBZzEXEc0SmmhuLSkrQW4ae2+aEPuXOTg8LGegqVE8VE/yncsO47Sr7CyqY1lO64mmAW8qkiMB83Vztqb+rb2niiFfaX2wIXEipfqn1MEmaQw0bfPkKa5DGWOvBb0kG/YFbaDCQDHUY7LdcxywGcdvKKJlwSqTLLpmeP+lW1cM0fXoStYslPFXDs464vG1aR5Dpcstoapmac8B4pvWR5KVMZXzHS0gCXHuDSJOGMi0hGhFxrULmjVaeELWMCqk2acHZyHqSHvSoWuLC73lkJ1RGaHMzERnLh7H5bzLTsO9isM61baYlgRmAW8qkD539LXjw56Kpxuo3QKo4Mezqor80sNPWWRDKuAvAZ/KtItZgfzhX7LSb5ZubiIAEj1RbLWo0T5oE6xBtm0VedFg2xGq+1gQqiZFwEAtTjkjCqqVtsAuQxpHU9FSimgEQyUggg4Q5U8akLAxFGR5FrAqpwsqQyJoOOdKHlYSjYWZAuTqFL9DEBweKPs4DzMh0MTfftq9nav6JYveBty8sKZRwfio/6N+3uXlU2tO3j4wrEe/S3UGEoHs4BXFStiX2EskJgIGlXMI4wFEuNBo1qBpmORib597F4tc2RVl6Eo+2J2kuyClqbcYDDHSRlMmISF+VlmJcjKi+pcLSUBCpl1nZxvhWaxkj+l5GFlLWC17cspFrBo5kWzHMGVzV9RCRVnrWTZFidEif6K2UgwL028nJNFAHIPM8foV7vfyeJTJ9vBLzw6kNLdxAxhdjjFlDB90jvRt0+nfLTak5yejWAka9mtb+09wVzQqwlmAZcpsONs1a52QwxWbEmETQgMGe3CsZ6Cbe+0IR2LsGD2qwTFDl7KAia5drCaeIpbzMhzRK5KUjU8oIpNzBFYx2WNXVTCKNhkaR1PVYqSVC4Zkg1iChQoKmGt46moMnxF2faVosKyKIi5UAw4ZwIAQAsY5KmAKSw3MyQ5FrDKDp4Ph54f/q6toVmz5owC5S5Iz0awXNgQ79fGG3rLodsHw2IwAl4lJMZLSjJUmqinwqH0bISz2gv+lbLashsFgJnhAWEsAABiUljqr0ocEFdLoTDkEvum3m6JA8ZGfMXLn1Z6vCVu16jV1nK7BJ4fLqAomTc//0L02R8/sPhXkLMaJJ6P/v6HDyofVZ2Ccv4qfO4xAvB/j1O1TIciiZX1PxN48bmpkYcfBlX6FSKvIPjFqanA9x5WR1MLNUggzz7+OACcefjfcQW5cJjQLElLy4Xp585+/yFlHUXbWZmfHP1l3a53J2aif/jRg6pfZeWgQTUfD/2OAsAjUGhAgkHTxERw8kgXZ1nypijl+1Ubqdh0YaXPDQVolHMWu5gSEuNBTP9cwXVVt37Z1Rj0gxFwOSIdi8ydC1TtMqYkVxgLpGMRo16BkcuNGi09G4mN+Ax8PX/jecVVQdLsT3UveYm/uKIMTbLCFKrlOcLRarlKIEDNHOY5K2pZ+XxMVMFdWES6oLaDgZoVKcpcVWfVPOUJpUBQC5qqeirI+dOgMDEqikgcSQkllGI2szx/0aZLx/7j3wDg9z980Gyr3P7eD0pjZpOflS0T7ENMiDrWq8xTW5375fHf4lKdNyxawLaG5lQ4xOkbyuJyozM5HYvEz/qxO5meARleDTACXiXYGkvyUCXGgzV7uyf7uyqc7iJNGnC1ZUebGR5IxyKpscCyTexLHDAxHsSmScUDRSV2B0qFQ7ERXylyeiXuXnTQk0kK1a2dyz4HSz/eEs8zlNYNaUXbJYX1oLJA23fTe28v5CXO+Rh/8nfbbjjIF8quyspNEJj+w/80H7hZ8kJzhbOxOAK/fJhyBK69+W8UiQ91+pWclkUJgYnHHm+/tSP7YkBkL3R2HgjAU//zxA233QQqTgXFElVysij8+z9MPfW7J2anNjkbL2/YeVVtY4PsiJYTsuTMrGefeLz1wx/OUCJSIqdfEZFmf8ann3t29L/xNF790U9suWZf3gqyp5qIFMYBKIXN199aaB0iUoj9xo87aXY49V8GNXu7hbFAdNBjaWozZEB0WdV29K3gembdkFYFjIDLDph7VX/H8s3FSkH8rB8FJvUPlQqHUuFQ3cHDhqRppMKh8LEe5T1dJzDIPR8OGajkpb+Juk4sm1mLFufSnJrTgEGpOCoY31XymWXZCuCWDgYjQ6+T6pHkKh2QlaVzk6KfeewJILC+cv0W99acYLBKtJIj1GISZcbF7kY0l30JAGxybvzNqenYT/8TAD7/UP86LAgGKfRLKVDA8DBBbcsFETJSuJeINCckXL1p04YtjS+cH6+85NKaLY2cnD2d+xPklGrpZ8E4MQFyye4OR2tn8sKTzx779Hw4pEeYHQnS3tQWb2yOn/XX7NEbVwaATft7J490CbLiLEP5gGVBlxcMz70yV+e3DtU8VPhYj5gSDNkxZF+XQSnZOJq9qU1ngzYFifHgZH9XOXizsyHYQhOusTQHZ1kTZD7ms+JQ+VpRKgEpMHOYhCyuyynYxY8iikZJuc0mscIkWnhaYRItJrHCRCt4scIkVpioxSRyhEYnJrzdX/jK33zy4+/5kDD9nMUkyhNV5jkCFpNoMYsWE60wiRZelEcTLSZawVOcN3GSS8BauZ7n1LskzcjlxSIBkJS2MAuaL3DIV1y7Z9369Xs+/w+n7/3SS88+Wdw3oFj2RP6oni7dd7vJZl+/7WoxKUSO3ykmX9L/1dd29JmrnYZU5doam6t2tU+vvMiY4dUGI+DywnwklEkKG40oPUqFQ7NnlkluKh3hYz22xmZbg5Hsa4jtGx/1Tw95N+7vNYR907HIZH+XMBZwHTysP6kVkQqHpoa8mv+cLDvJqchFOFhdhsQvol6FlQmRWOoPPx/+1eD3ftR310+++U8K7yo/sVBHKRmq4GWmNIkVvEyiJrGCpxyBGz5y3ZubdwDAevv6dEJQMWuWg9ECVj4qXG7hFToXK0wiz9HW9vdcc/17vvzA1x7+h/tGf/qfizhYlJU9VKLT+e8Z0uFf/f4PXLK1cdPlDctyMJGkxIDLpkxLAtEqSqaEwPrGq60ud/S4h+gW6OCt9qqW9tkzPkNqnDbu780kBWz7zVA+YARcRkCTq6Du1UqBLlmdXc8UYGzVEEvaWPadGvIiWeofDc/Y1JC3tqNv0/5e/V8B8i7229D5ckAgR9ZKrW8Fizg49tjpl54M5rEIZBla8kUvMn9BLaHs3NZwduhHoV/9ampiYubp8VwOlopozSrTU+JI2VS1yHYwR2iFiXr6/36T65K7jvz9D/71+/1f/vaLz01ZzCoD10Q5AmqDONeSltfkqYmjta5LPvW1T267cstdR7829stfP3T34YXEXK6lLmKfxJwlKrHonOMlYOLoshwsW8DZ+HqWd3NfhgCgrvOr6Vhk6qRXPwcDAGexF5R6Xil4qx1fKMvBr8OggMWAywjRQY+52mlISjCmBRliFMZH/cJYoMFzSv9QBrJvJilM9ndVtbTrFyrJJIXZEV8qHHK0dup3sKfCofioHwOBVS3tJR5pKhxaKk/15aeCADQVCYnJuVdeiLwSizR88gH8VdYIAyCE/vmR+yM/P55JztW+8308gXXrK6s2b1PsttzAMCjii2pqUWLAdY2XH7zPe+wzvdf89Q2P/exnP/mXp+u2Xf6OfX9Z776cIyjlKPuic/opZQuClWEreNHisPkC/8oRuGfgc4+P/v6BbxxruGLLB295n/2i9UhaUgw4p8iHqpKwCNYBmzgqUmIxiRlKzNXWz3/rC488/ONv3P6FT9/3pQ21GylqOFMQKYaoRY4QeYIFETKQXwqMLxwAgBz86De+tPuzX7to8/a8eDDOcQQwvkwBOFkKKy8ejF/K1kMPhPreV+FyX7yrXZ2PrgFVLe2J8eDUkFf/de5o7Zwd8UUHPfWHjMkvYdAPRsDlAsy9MsTHmxgPzp7xbfnsiTndaRdoxtUfOmqIRWgU+ybGg9FBT21Hn36+jI/60ULV4HBOhUPKsaRjkakh70p5FzEzPDDz6MDGG3oBQEwK6VgET/t85E8Wl9tkta9z1FpdbpPVbr1s0bCq6qDN19/KEfrsj4/a67fN/fnJTFL48399PzkTrarfFp986on/9c+W9ZX2jZdWbbrUWrl+U0Oj1AFJTcCqJkKXbbv800ePbHRtNHHX8hxEnpr49an//NG3n6nfvjU5N7fRuUkyhTnglfQuTpKIUkdMLSZRXVX8tndd8fZ3XXHqh6f/rvOuD93yvva/bsX4tIqACaVUlDKiswlZFEVCKFSYxIxIMhzJiHT/R69ruGLr12774kd7Dzbvfjv2CRYpEJAEttTTAqEZkeQQMAFejisX4WBCKAHCEUqBUHwZkJK087OxAFUwbfathx6YPPZpq8td4XTr4WDeaq/t6Dt/7wF7U5v+qx0FooWxgCFZmQz6wQi4LKDkXul3EEmiV3u6LS63TgLGgOim/b36KdNA9o2N+OKjfs19yBUJa5Q4sDU2azMIUuEQnpxUODQ3FjA7nBs1nSjUIQEATOHmrHaLy53u79q0v5cjixQ2JFUmCQTyV9jafqvrXe/jOVh/yaXqDGfhz0+99SOfeuFPv+MJnT3/1PPJuT+e+oEw/dyBb9zH5VjAOX7aja6Nirf28iu2Nl7ZxRG48OTTD3/zaOh35+Zfnrt2f1vjFVsUO5jjsm0MMBeaI1BhEhcre9x44JoPfOiagW/+4G/e+7nP9X1EZQETUbZ9FVkMkHOhTRxQSpGARUoyImQoeevbr/z2D7/5xY/dORl65oMf/xBmRHMEzFkCpoopvEAgI6otYKokdsHSHKzEgClQijLW8ozMwbmOaAK2OvfGvbef7+/a5jnFWex6ONjictfs6Y4OejRf82pgNpatsZkJuZcDWAy4LDA74jMqlE8JxQAAIABJREFU9wo7LuhPIFL0JvX7sfWzL2Zv4i6lY5GtWp9E6VjkvPdAKhxCO0BzphWyr5gSUMOrqqXd1tis7ehq9nZv//ovXbccLn2QvEToPA62XlJrralVsq5INgZMa9+807ljZ9P1f7XrQzf/5ac+/9dfP8yRnIQstQWclzlslpWZG6/csqN5x7Xvb/t/b9x9xv+LL33szqP/eGwy9LQ5Jx6sxIChQs7Jyst8tpjEnr//gO/kl3/5s9Hgr//49J+eyV0zLyeLVvBSLyMLRpr57FY2VNv+Zeib8y8LXzn45fTLc1IfYlSQ5sW8zktmVTCYEMADVILiBePBuTHgbN0zh8VXqpwsUKmXON7WXt1y/bP9XfjtaLg21BcJZ7VP60jlU4DZWLMjPv1DMegHI+C1R5GegyuFgR0Xpoe8ZodTf+RJP/smxoPzkZBSa6Rnly4c60nPRqKDHltDs55Mq/lwyNHaWX1Np1F1zCt1MCopP2qzUtLByA0MZ2PAOWFgqppAZtlsHXDBuh0zl5MF7X7zlju+dPO3fF+97q92/9fJgLocSMmF5oBa+GxOlsyaVJ4XN26w3v2ND7/9XVf8yzd/+MVP/evzkelCVI0DikiTEsHLxGyRcqTpoS9/bO+Nu798y5cvPPW0Ogta1dBQlGqT5KNTyq6Kc7Cq3nqxPnZOnRLkKog5b+w1O5zhQY9+Dq47eFgYC+iv5cVsrJlHB1g2VjmAuaDXHkb1HDSw4wIKPutJ1oiN+MwOZ4XLrd/zjB5a/ePMDA9gGUY6FuH1saZRBcd6gE95IAU4WE3GUhY0ci1QFW3kkLGJk5KnlmJfdc0S+pnlGDC9csfmHVd9lCdiXjwYOxhW5MaAFWFLTqWFyRH68PFP/X///cev3fnvV+7YfOvf7r2oyrY4IcvEUUqhwiSKcgw4w5GMSDIczYhE5Mh1f9W6/cot//j579gq18sxYKpKxSILqtZGGVF64cDTqZa/zPNFE6CEYAwYKJH2B3CGSEFrABAVhU2U9aAECFzW+dWnv3OrpLcqN0zUAJTEig56bJ5TOt/UHa2d8VE/y8YqBzALeI1hYM9BFJbSQ+RYbiSMBWIjvtqOPj33uZgSosc9+lkTZbEBID2r94Xd1ti87Z5fvunwY9u//kudQ5UP1JRWhIOzBhzkm7/qvGhCoDj7oh2M3fryRDAKzWAZkmjhRYtJtPDUYqLyfE6hESZhvWe3+/snPtl4+YZNGywFXdZI/xbZ/C1oB1/ZVP9t31fGzv7+n7/07VdenssVElGXKokmTsQYsLowqaAdrChg5xQH50uJKW8YSgcLSgBMNntd51enhwcS40GddrCjtdPichtSlbRpfy9GYfQPxaAHRFZ8Y3gVQQjB3iZ5y7E0Xv0rdWJtESir4Qio3g65TUBBrvkrxSBOhUNmh1Op018qGbvE3UvHIgpfchZ7kT9ZdkDMDC99u1Dy8a7oPK/NdoncREgGUX0mAPMvRAhARU2tkvuTjUTKlAwAhNAXz487tjYuNkPzWjJExp+u23Z5LovkrQOE0OcuPE8AausuIYqcpJQBLOtUyMHpc+eebWqqz+68PJd3UI8/MfmWq+qhYA8GVRLW5OQLAHBZfU1WtFIpVZLNZVz5yd+fb7xyy2O/+UPDm7bY7OsXNUSS0rsuPPW0s/FypeuRuhuSMuALz4y/kphbf8mltppayO/9QNRdmIDCyxeetNW5C7VygpfHf2t21JodTqBEz3VV8E7XcD3jTVrhdC9+z07HIu+8atvp06eXHZBBJ5gLepWgLnSJjfgw3QabJaiTGyf7u0rxCymrCWOB8IM9uHBxx4XSmwRM9nfV7O2ePNKl7G1BL2uJu4d1NQBQ4XRXtbQXMcpXerzLbhdKPt4y3+7mQ0fzbKkCfHnqfo7Qzdfdil5fdSpyXoHQz/s+cd1X/7mICCV6nvs/+fefOXLPErZv9q/+7Ts/IFS8/ZMf4KQiYKouCOZUS/a3/6P//3w2j7/z5jkC/897v/lfP/201IZIkncuwIj/+A0/Bej94o0ZEURKMiLJUMiIJCNnRIvyklsP3N0/eNeffj+5xb11QSSLJsCZez/+hY9/6x8XRE69MG+afnr8J56/u7z1vVd+4BZR2lZ2u2LuDvz+vm733323IKM/Hxh8cdR/2cHDnOWiZ3VcV9inobajT03MGq7nTFKY6Ntnb2pbfN2yZgyrBuaCXgPMjQXO33sgOujRn3s1Hw4BQGIiKKYEnVkV2NQWER/16xlNGAtU7mhruPPU1t4TrBO4HizWWlKKkZT5PNcoXyhLCAhwHBRn32wWNBFNIJpANBH1lFHmMZbMwwK3sEAyCyT3J6eaB0rJwgKk06pJ+kjSaZJeILiQipBOk4U0WVggmTS3sMBlFrjcoUhmAUSRUJHPLJiIyOfuUt5ECDVx4pveXF/8ZQJd7jy3ZGicI7Rma+Obr/urP536QfL5aPZ7UTkYskvkGSjkZ67Z3Vnhckd0O5AxX0+/I5plY5UDGAGvGeJn/aC7gahaXX36pFdPUAddW7aG5vo7jtYfOqonk8ve1GZxuVn/UYOgepqTRT8BAPI4AzhCVb2MaFYLuij75mRBc2KWhrNTBlkZ87lMICIHc0tzMFAqMbFMwDm8q/AxpZBegPQCWSgwlMLHRMyAKJLMAi9KeyL/zMjz0nICYCKiicNpSQ7GGDDPKRxcODpOABp377VvrFVMefUXIrvfl/8i6zr6XolFntNdTVTb0ZeORdA+1gNHa2eF05igMoM2MBf0GiN63JMYD2qWWZ4PZ6O22oQgFJgdzoY7TzHWLDuo47V5gg/4e6nMt1idTHaFpdlXISQTwUmUZ3InwARmaiIiEBFAJAsixwERKeEoEYFwlIiU44ATKaGUyywAxW69NEtU2OpYeZMQKUmnVdXNKjOSqudFQgnyOs9zHMcRQggQQoAAIYRkAKQlQE1EBFBMjIKWBsE6YJFSKnf2XWQES5JeFevt+FGUTj4hUh40kfeSEKUMiRYygQEAYMuho0/1vU+nSjTKY00e6apsatNZBad0KmTaWGsCZgGvMaqv6SyivxEd9BQ3arHhoOuWw6W0tS+OTft7Gfu+BiCTVg4HAwAABwWoV8nRzRp2S7CvWphCmgo7eDMcUA6oYoDykCGF7GDJAl5YUCZYyHdESxOlOSay5IvGQVTzokioyC0scJk0ySxwmaVd0GgB47S0HZwjPFLADs5awCT3ozoVTm0TE9XCguCt9sY7T+mvHbc1Nldf07ms8aqOKy01DutUuIZgBLwGwKALZ7HX33G0iBxEOhaJn/UX91Hbm9oaPKfY2+vrHtnEJTkAnF0OAEAVGSZ10x6OUyzgXG7mCtf7ElgUJy5Eb5ILmmTdvzxk3cVqDgagJLOQnXLiwQuQTkuUrCLgQhws/xRFdEGTBdkvLS4s9j+bIEMgd8+X4GDF5c7ncHB+JFhOFstys9SfCvKZOLuAFONgQy4JTB8pTrGTR7piy4leMW2sNQQj4DVAejZSuaOtwXOquPjRzPCAraG5+DqlKylO9nct+zrM8FpBrtWlUuQAOdyb50TNbxhMOQ74RTlZqhhwMQ7GJKzsEskOXlBSqEhmgSykSWaB5FrAOXbwgsoOpmJuolaapNPcQjqfzkWRiKL0MbNAMDwsFrCDCYH8JLJCHKyygLMzPIcRdKo+e0ShZE5lFqvDAerAsFzvW0JcuADio/5SVuOt9vpDR5cVUJs+6b1wrKeIgcuysdYQLAa82sgkBdcth5e1WdH8rb/DGKmaxHgwFQ5VGCGayLCGWJwEJP8iJyScn5AlxYBzmsxzRKoUKkBIUrgXTFAgHswTSgjlqBwDVk8gkgWRYPSXk8qJiCoGnDMpEVOgIFJIL+SIXMtxXQ6IUslDqEgxBoz9ACkFHlskcITjCQAhRJRCwtRERKmZgoJF8WBsPiFSJQwMIqVSqwaOcAAclZUmqfrUAbY4FInUrwFbMysl0VT+SIvGg5dC9LhHGAsY0n4bMXcucN57wLW0Qq2jtRMfESwItcpgBLza4K32UjzGsRFfhdOtvwEZYmZ4wNHaaZTvC4uGjdo3hpUia3ihUociuKFSwOAgx+FMcg3iHBrOsYDVSVjUBKBKvxJNQHmgJpAkLU2QUVMvzhDIQIYSQjmRchwApdzCEgQMKhcuuqDzCRgzq+SDowCiSAghCwtAOeApAAXKIQ3zQAnhCCEiRQIGKQmrKAfjC4fCuyY1AVMqor0r51sVzs+ShifjJ+677LrbFO0U/I/ILQtXysFz5wITffssLsOeAOnZyPl7D5irl+RXQwTkGVYKRsDliExSiI/6DdGnBABhLJCORaoNqsdF/5hRzwWW+qERiv9Znf5DcuwwNVVAjgWcP8MXtoDzOZiX7WAORE5KM0bezSgcTIgIYgZESghF03VJC1hlBwOlsJCWkosLczABACKKQAiXWQDgKKVAReB5AIoGMc/zhOMyaDkrWdBQjIPR5a4QMKVEJmB5hhBUnSSUyKeL5FUMY1/hqV89MvPYSMWGWskqlm1fzXawmBISE0HOoJfmyh1tm/b3soqjcgOLAZcjZkd8vNVulOL/9JDXkFZLiKkhryFtE0HW0UzJlVQMK4KiKkxU7CstkecUOzg3BlxAtYPPjwEvIZK8OAlLPUGGxxmaUQtxZKdM/qRkQcuJV1govGjCnCwqAsaAMQMrI6deyyOjRkd+FjRZJCoix4OfGP39C9HpIsLXvJSElfdCkz8RoJX12+dfiL705O9+f9/tr8Qii78XqY9wCVCEYM3VTp350pzFXrOnG8dh7uUyBLOAyw6ZpBAb8Rll/qLBahSXZ5ICKsIbMtr0kNfWoLGN7mKkY5FMUngDtRnPz/qRlileaHz6I21AocysPFOYL2wBo+2r8kVDNgkLSEZxPmfDwLhcFAGNyuIWMEVPspjvgoZFRjAhIIoECMmkAXjF/0x4qjaIeeA5whHJQ646XYXs4J1vu/Lmv+x++3ta9v3N9e63NomUmvIiwZSKckA3a/VyGBvOmTdZK3Fgk62St9qJpANN5DBx9mdBnaw82BqaDUmJavCc4q12s8M5NeQ1ygfGYCBYM4bVwFLNGBZDaYqwVDsEZbXSmyKUsukSB8TWCKVsF0poTpCYCBZv1bCi3UNLGh83hgxY+mqvXjOGnEpftY0LAITOvxAlAJYNtWq9aA4KtFJ4/unxSxsalN9KlcGg2HaSiTzxx2e2XblFVpymSsmTNKC8ZPJCjFC6+bJquTUBzZ+RehTQx596/i3bLgGQOxhIUDtkKVB4fCK2s8GRX2C7aP589CV8v9jsrJLPCFk0A0DI4+ciTTtcUgMGkH9S1TwApeSpP5yfExK4kS3urdbK9ZSCCAQTshRV6henpigF+8ZLpaYO2T6JQClgqllyJpp6IQoAF21/K9Bs0Ffp1qD+mAo/WeQySMciZoez9JsXSmtqUuF0p2OREq9n1oxhdcAs4FWCuhlDEUz2d6VjkZo93cVXLlF7fWrIO19aW99lB8wkhfPeA5zFbkhzglQ4FB30bLvnl+FjPfp3LxUO4ThzY4Hi2y19QLPDyVvta9qM4QElcwori4iU9ZNth3fhkfs5Ao3v70J/qZmn6Fk1yzW+Zllt4z++8Ombv+nN6xhoXtRDsKfzroHBL0s1tUv5b0H8+n0/JVT0/N21kMlARoRMBkQRMhmCH8WMsvzaTwz9/PB1QOn56EtbNlUuZQRf+/mf/fzrf1kwAKye+h4KAuFefPmVb//vxwHgztvfedfH3w0cT3kOeB7wJ8cDz137wft/NnRoAbgFmjsBr/5424fu/t3//cMm1yVf/s7n67Zd/kqGeyVDXsmQtDyDS37xvYfTInnbTTcviCQtkoUMkWZEspCRZmbPj5uqnb/+wvvnX4he9cVBzmqnACJFLicU0J4mSNjPfufWEi+DCpe7FGfYstfVzPBAfNRvcblLvZ5ZM4ZVAYsBlxcSE8FMUjDEWYSZXAbmUevXvUNkkgK2czHEXYzsq7PrsBqxEV+JhZivNlBhA1ReZWUe1FocWBckqUOAbN3KMwRvcooRX16K+yofpSU4gy5rEEXIqCaJUOVJzCCZ5CxcWCALOL8ACxlYkJdTwI+3fOO06dqjV9829FjoeWkF9SSvBplFv1JPIgUqfmTPdjzw91/TgPtD8CVAehXIQEYESgkV0bvOE+A5eZKOVNJ/JgD/9sg/3f0vn7v/6w8m515W9/qVSZ8q7nDVl1Jgxl6/zWyrrLxs+4a3tEZ/MWjIBWBrbI6P+g1JVKxu7cwkhcQEUwIoLzACLjsYVS80O+ITU8bkGKfCofiov3TRj+IIH+sxKpBsLPtmksKFYz1mh7OIPNlKobOvVF5eFVHxsbyCpPOscK3CwUReLotFSzqUKMHBc5RfNENAome0aH/0g//+1j/7Dx9+REXJSKsUKJXJckG2fRXqXUBKhoUMUAqZBVhYePDT7wSA81PCxVYeFhYgkztRKi1c/Cv1JIogijsvr77zY83Bhz70gc+efOyPU4U5mAJkMpwo8hxwaoFJjnKc3C2RAAC86c1btl+5Zc+Nbd/60ndILvXmSFGC5IpQn3/FTU5U39Zl190W/cXxl/9sTGqhmDJGo4q32llfsjIEI+AyAipVGZIwlY5FZh4dqNplTO6VgQbrzPBAhcttyDEay75Km1VDdD2xWc3UkNfsKCmGVwSKHQwF7OBsYFjhWozyxs4/pSgmSnm8IItv5Fq96hkCclNh5GBR/Pa3f/Kznz3+58nnQZSNy4wIVJQoWcxAJkOQazMK9WayHynF+S0brJ4PNf3u8N5Pf/fs//nVJFnIqCcVneda2/mGsoiW910feevOBscPv/6+JTkYKDrGOVFU7F2Fd+UXEUqkX8GeG3df6qr5ycM/5lBSG4DL1lvLPTCkQHvOO1A+BwOYbPZtH73r6Ye/qudLV1C1qz024jMkIQtvOiaHV1ZgMeAyAmpPGlItMDM8ULWr3aihzA6nIbQkjAWEscDW3hP6hzKQfTNJAY/REC2CxHhQGAtgFZkh53/uqaCYElLhUCYhbP7gZ2CxHZytCaYcoWe/9+2J0z91Nu38i+s/sPktb+FAsYAlCkEBrMXmL8cBEOAJEA6ICITQG9/fwtEMD/R//8dv5uYS7/vLK3e/bQuAlN6MbEcUs1jtAVY+4mqUElG864NXAKVDn3vHtx558mPf/vPhjzRdbDPJSVuULCwAIZRw2VeJxZNIgYiwkMHjVTj4h/fesPOKTZBNMwagABlM0iYcITzHUQAKQAnNArIWP8+R7i/e8vH9n7nMvXXbX1yl8j9jHbDknFfy2kDS25JPv/rdCMCxc/fUrx557heDG9v0Gp14680MD+gXxjI7nLaG5pnhgVLCwAyrA0bA5YLEeLDEHONlgTKWDXee0h/LTMci8VG/IXdsOhaZHvJuKTP2TYVDsyO+aiNc4vFRf2I8aGts1lBChnFx3mqvbGqbD4fSscjzwwNiSjBZ7ba67SZbpXPf7Wr1fzSLs3YYAZDSleEvPvixxEy0Yn3lK4m53xz/XjohWCsrX3xu6uffe7jevbXqIltTyw4u1w6WlSklCzjbWJDAX7XvkrodEPEHJ8/+7Q/Ptr5ti+KCJjmMq6JeJQ+LUlhYIEq+lUiB0k/tufyx8y9+7Ejwrhu376y/SPrVQgYIIZwIIsmGsvMKk0QROA4yGeW8LcnBlBIxQzMECIEM4YDwPFF4FzsjUgpECg9TXqQ8Iff8292f/MBnvnb8W2ZbpSy4QVGKC01huf2hXISdlelSRwsoULLlg5/5/X23V13Vtk73S1jN3u6Ju/fV7O025H0uMRHEq1T/UAz/P3tvHx/HVZ4N32dmN5LW2siSHTtaOY4Ty1FK43wQWS3pQxyltDGBKHFpG7BJA8QB9yU0GHAL7YtDDC0tBkxpKA5JSoHKNKXgoBBwHiiyoEBwlJBEAbK25NiytbIdeWVl5d2Vd+fczx9nzpkzsx9a7ZxIY/tcv/mtzs6OznzsxzXX/ekfmoCDgmRfd8OqLiW2ptGdWxbepObrOrpzS+Pq9f6nYu5VJXZshezLjHuLfHh8j+3aVtvSlh2J00xq4ZqNVcuUsd072M8iq4yfHuy/YM1GOVUXHIHlrefgIePa+vqbPvr3YQNDBg39wXUsEPrIwHN//O53Hn7hueypyZ6Hdk6dmlz//rfXNdYZBhiSDiZgO0o5ByMhyKUkfUfX1XfceuXPnz7Q/Z1n50drDh0ZX7ao3qHevDcEmvliCdPBVAp7pnj1kvqvbrjy/l3x70bOu+/W5bYP2CBADSB2nWUsooApAEA+L59+UQ4GQLB4oS5eostkRnn7KOxkKYOgSQhrwHB+w7y/+tRfferuv92684tM/jpeYTvZGg0QHAzAOlBx/pV987ULmptvfMfLX7+v7YMPFeQgzwzhptjCmzYe27VNiYWG2bQ1AQcE2gccCOSSickXe5V4RllRdSVx1ExAK4ndOL5rW0NHl/+vvRL2Hdu9Q0m81cTenvGfdCf7us26aKR1mr5V5bF47ebLPv3TaStsy3qLeNZIK+0OejwmSwRRr3j9ldes/v2171t35+YN9edHjAJ/MFOErCiH7Tpl/mApFvr6ay+6vn3p/PrzvvbY8x/a9j99Tw/bL1FaEIdlAaDLJZzPi2Cr+TVk++1tV7VE1v7zMyfTOSmki21mkbxFLNcCaEeHscgvHjWdL/QHsyAsIsVvE8siSAujoCXfMJoGXtnxuzfeeuPOzz3kdgYj8ORpQlDkT/PLzhzD7sJkABfeuI4QOPl8uX7eFaJx9fr0YL8S921DR9fki7268VFAoAk4EKik82DlUymJo7YyKVVVJ1kqhU8iH9u9Qwn7svC0XDLhP94q3BRrfsfW6MpOVUX+Kj8v4pR2cNWkBG4d9eQjyWtYJnFRfzCAzUMGs83yBB6DAFjoxEIjLrvw/Ps2vOHzH3zjwZGJg0dOuk3QNpUS4QPmnFoYWnXbygVfvaPt5Kn8Y88cdYdc5R3CFgulTvpTeQ5GKUvKjhejxKKEUs64/IaD5WWxi0DQIPjWO25JHj32syd+5KQhcYErRbp5OFiKlZOw9E8/fPA/PuE/j4jFMLN0c5+ItLYzT7D/qTT8QxPw3IO5bJUk+SjsuzC6c4vPZKHsSJwtyb5u/yEkY0/uOPjZ2/1bnkd3bjFqowBAff8sRlrbK6yv8lrAE4TlMVBLhCHyg1HKD0aes8QyZXkUtFv7cqKyB7YOpnY+LmPcO29asWzRPFuYuhUnsD5IVgH1Wi5ynX8eWdZUc+h4+t1f/fXJVNah6nxBXDSlgJQw6i3PwYDe1CmexEwoZSUkTQMBuPndPk07V/gv77/3F0/86Mj+A9wNLEhXJArbTws42MkeJgTnXdS2uHPdkW9/1v/b3bh6fS6ZUCKCF67ZOPG0r+w4DVXQBDz3UNh50H/fhdRAr5VJpQf7p0biPqklPdh/8LO3Dz+wQVUKEwCwWld+0Lxu62Wf/unZUZu+aJaw/JTweCYAT+1JEFU7REMk0wACXPUyUSgSePhTHttMAVGyPAv5a4+JIE6ehsSZMi9X6pBty/e+8cJ7r7/Q2UyoXpmJqW2CnpaDmQnasUJT6bbAogZSu8sCyNTL70UMiDZE7vjIhm994cHs5CThecC2Sd9d7aQoB8uIveW9k/ufmdzPiLP6ur8sOEBJO6NIa3tNrC2pIr1Ywyc0Ac8xWL0qn+ZZdl+spO/CeF/3wW23s4xYP/MAwNRIHBRVEsglE43Xr1/2kUf9y82zgHclSMFZ7lJN4qkhCnFwcWYQoY9FfrDdksFWhIyQmEwkXkq27cAU3cHPVPAxEYTnSvDNO45hmaQZyyISK3/NhbXzw+AwNKdVx3PM8oDz1rQc/Hz8+MEj4656XpYrd5nV6LB93twiLVunL7n8kutvedM3PvV5g19Sw3Xvgm4OxkLqFW/Hsjs+Mfwf99FMqvpALADgX20lZdqaVq9XVWNLww90FPQsIT3YX9Tvkh2J02yK1W0AXsBh2tk8m409uYO1Twk3xeT1jJhnNCErAQ8Ayb7uQntXhYfH/lHYuMr8V4UTAoBZF50c6C2vgKs4XyWbvRb7fWX3Djn4tuh4Iv4sIbD/MZQIkg2A242ZuoXxo8d2f/U/RIs9V4dBp9UgHDk89rnPPAaUEkrt3n/M6ssGfOVPnz1MALdSajMipUCpHSFlN0GyBwdPZO//7pDUrcF+tBOTwO7ccHB86v7dRxwnNuGa3RkAAOnbfxKA3L9rH7B0YcMAwwDiGRAwDAD4l+5nGhrqgBis/BUb8AIc9uDw8NgXPvNti1V1psQeILEosDUjgwd2/sPnTowepwgIX7cosRAoJRaChcQesJVILEqyJ0YPPf4Q79YgOkAAAAz/x321S9rY06o/V+wLXmg9ruLzTLOp0Z1bijp00oP9sGTetLNp+Icm4LkBy/o1aqM0m1JSr4pVec2NJ3yWXmLsCwD+jcaRVjVFRTTKgyUBgysW2t1Gib/qqujEY4ik9aLlEQJBggiA9lNpJREt9QT72slFvEAHSgP7sRz72vRMKRDCkmgJQSAEEO2jZBm7gIAIBIAiGBTQsLOSDGmAFKgBgPPrz5tffx4gIkHWwAiJXYQDEAlBZF2NAAwAyqUtZRYCBAqEGQb+4K1venbPU6dSp+YvXiyuIRAgKA0IEBRvBACwg+cpyQQAoen3b3mldycA1LS0uZKGZ4hIazurZuO/ME7Dqq6Jp3tY0xGfU2lUDU3As4RIa7tsPp3Y25Me6he1mkXVpPRgfyVWVs9mY0/ad7VGbbR+Zaf4clbepUdMOPbkjppY2+K1m4v6pCs8vCr2q2Szs2m/F6zZaBhggGjZW+TxEKBpwIrb3hM28TwDWXejsEnDBhs4Tw89/8Jb7lpfE6I1IVobwhqTD0K0xqS1IVoTwpoQfeopNlC6AAAgAElEQVRnv/2bj95K8jnR5d7gve7lp0ApodaWO66R8otY1JXlhFzl82BZffHx+968VOZjQp1sYJ6TS/ccSN1342JbwjpuahH+ZK+8/wfDYBj33bIMzBCETDBNCIXQtAdgmhAy2Ut9z49u2fB7GApjKIRmCEMhaobEGM0QDYXQDP3vz+If+djabN6YyhvZvDFlETaeyhtZi7DB9X96248e/W7OMq6/446cZeQoa5dETlskRw17YJHTlOQs48RLzy675W4KhPU+oigGUBtrO/qDBy/asB0RTg0+U/XnKtLafuSRTY3uTIfqPs+pgd7aYnVhdTekWYP2Ac8NZGk48XSPktiKmljbJZsf9XNrbGVSC2/aeMnmR3WeflAg9Ol0W8mZwSJzxnlKAGTJy/ORPGP7v3h5SN7it2DxbMO77knaVyxQln25EVvM5uhp5K13pZVsx95dFDtIACbWud2++CNIV9f11DYGAABEzmfGWFaGTM7+KngLir7A0XBV53lNsVdf8BtFGGltr21pU9KhQVVqk0bV0AQ892hY1VVY63Fib8+Moi0ar19/yeZHfZp8WaSlnxk0XitMx8RyEjAUxkV7OwoUH4NIXgIoTr3FOI8Uvmq7hMVmhexLeSi1bI6ugINl4p/u8DgHY0kOFvcfBIBfIjmYmUiMW5pyK8XFd3/+/Cv9mo4BoHnd1so7NGRH4qW2ZD0KA9J889yEJuA5xqLbNheNN648SSCXTLS8Z3sV9Yc1zkgUMLHk7mWVEYWkc1y/AODyBMs+YCfPFYigakZCJekN7NJP6OZU6rEtO8wqsS+nXnlLkCm2NAeDZ49lFmdLIjKy7MciCtjxmotKJt4NxJX0Bjz78elWB9ahITtSUcfDXDJx5JFNRTlYYX0PjeqgCXjOYNRGW96zvWgCUi6ZmErE6yszJk/bqijZ161z/s5CFBPEQsDJHZOItLm9gWR/NqQxiC5AQg5WoIALFknaIgBSN/sWMiiP0pqWgwWjy1uWvEWQNDqgAdINB7AkYHTO1+l0JF9aiWvd9mppnfepEi5mFWzKbFB5HbepkfhUIv7yttuLTtjQ0ZUbV1PfQ6MKaAKeG4SbYkvvebjUVyg10Ft/Raeq6MTxvm4lHXM15hDlHcFeVpB5VxLILHiXTWV47c/29qJ8tKjCWFoBe8zOBY9IAaA0+1LHBwwFPuBiHEzkHRWOwXOErsMr6g8G2Thv37XIUth1bXkHJCc9quj1n/bNqgQ0kxp+YEOFGreiCbOp4Qc2FOpg1ulBV8WaK2gCnhuEm2JlSHFib4+S/rvAUwkVBlVpj9Ecoowj2M3B6NK+ki3ak6HktPrxOEo9G89MAUvsCMWYkqLXCg3FfMAFHOw9Eo84Lnd4UJyDJR+wSwcXGKLZ9eK3KcIxjPKlTw3vK/WOzBRWJkWzqckXe/3XyhDqlmZTufFEIakvXLNRSRsYjSqgCThwmJH9eVqkh/oVfrtyyYSqA9NVePygDBM723CFV/CKrPlkBcys1p42gFgkJguKKWBhT7ZFMCWc+aZhX6ZQi/JuGQ6WU42L+IOh8BahMC4a3LcaBBxHODi2BPRcbfmp/BbkM5Mn488e7HnI8zZVgSlOk+M/6Vblo40sbw83+ioSoKEcmoADB7X2Z/BdnFJgYm9Pbjyh0DCuxbRaFLoniauRsJu2XR5fDyF5GBqZ9dqlL6dTwE61jVJMydcTHl01PQfblaWoh8WLiGAofn8gxUUj++37+f++9Nl//I7nnsM2MhMvg0r2AxEyLbWiAgCAg48//Ot/3ZxPp6T/qh7hxphRF/Vzt8p6dkWWt9ev7NRlN4IGTcCBg0L7MwDUX6GsWd7Y7h3hRjVT5ZKJ7Ehc1Z2BlUmds3paeHydp+6xbIsWjOqQrr2N01GguD3W2UBYdEspYEalBSbo4pqVx2eBCJYuy8F2zSxpwsIxSBMWu0sgKG44EABWXnnR5/9p1803/G3i8CtGwc2HbGR2m+75lSzGr5OH903se9bzNs2Iho26aMOqrsjy9oaOLp/dRZvXbW3o6Gro6NL3uwGEJuBgQa39mVW6UTJVerC/Rl0HIda0WMlUAHB817ZzOYrEw8HelwQHE48p1dVA3hA+4AKrrPOU/aesgF126aJjcNmlvdpX2p7TbVkOBgAkiAfHMjduf+7gWFpMTrxO5ekEOj+7+fMjAPDbF4fv+JNPpl495b3tkH3AwLOluW2/8KqH6urrL1rR9q4tC65eXertqARNq9c3r9vKCk9W/E/lUL+ycypRMiFYY66gCThYyI0nVNmfGZf7n4dBIWVmR+JWJqUqLiw10FvT0qbqPuMMFdMyB5PCl5yBi3SdXCN7pZ255HUAS3FJ9sblFHAxUzBFQDyZzstMTFyOW1dyUUkO5lsua6x57sjk8r/7xf3fHSoRFM0PrzQTC0fv+Q2R112x9Mv//qGGhoj3/kP2E0tX2O0Pti9L0+XX1C+9bMXtmw497riBi7xTM4Eq1jTrovVXdIpK7xoBAUGsvkWlRoUghFQY/pAe6q+JtU1LwNmR+LSUw/osVbjf8hNamRTNpMJNsUr2C7wPUqn9pof6I8vbK9nvtIcnDqyS/U47oWe2yg/P535LbHYZSGZhEL/7vPMdAcieGCUAkQsuZPTA2guyBnlS03ggBEYHhy5acWmxmtLSUwMGXhi+6solXnOxrFkRgeLBoylAXLZoXiE1ejjvuUTm6uY64D8yzx3NTGTpxQ3hZfND/GYAAeG546evXnSe+z5CvqGwz//geA4ILGusAUKeS5wCIMsW1s6PhD13DUDguQMnr2pd4KwxCBBXlWn29PmBwyuvvJiVa37qZ79d9Ybfkas3i8dXEscQyPzFi3lIGUEEKtvaeYOJV4f31190WfbEqFlXb0aigITXz7TN52ycHdlXG6voc5UbTxi10Uq+7NNuY2VSU4m4+OqV3+91V67Ys2fPtFtq+IRuxjBLaOjomrbKYy6ZGPrkzUvveXhaAh5+YENh9UoP9n3sjfVXdNa2tFVSXbL8hKM7t0Ra2xs6uirZL5RtTpAe7E8N9Iq6XRVOWGqzI49sal63VVyuypsiFE5oZVLHd21btHazfPH9nG9RVq78fC++5yHBizJlmnIzhse/YhC4fO1d55mUd1+g5/FH6Sl+5YObP/yvn64JYW2Y1obEgmxQw592vfnTP3zywySXg1ye5HKQy0Eu1/ez/ZC3rlreNL/WJPkc5HJb/+1psKwtb7+CNfQldtdeqTVvPk/yFlj5zi+/1LuhVQjZd+868rXnTvb+xdJlDSG5xuQNOxN71sUk3W0UJc77f3wMiHHfmiUQCr08kZ8fPe/dX4/vuvdauxlDyETejOHGj/3oR59/C4TCEGZLCMNiHIZwiA3+6ObPf+/Jj7JODB//6H+88Y9XXdlxRTZnZPPGVJ5k8wZbdn3lmzmLdN55B2u9cNoyeD8G4zRbw7syPPWP77/mI19O/OyJ8fgzK+78hFWMzinCwQfuXvr+ij5X2ZF4erB/2s9MJZ8rK5Pa/7dvbF63ddo7Rd2MYdagTdABQmqgN7K8XYn9OTXQWz7VuHLkkon0oLJcpmO7tqkqNz22e0dDR5eSy1WUff3MNrG3JzsSV+MyRynv1DUsvgkCoNM0QGr95w5kLihrIZKGvPFXX/z63rfd+98uiSmFUNu62x4bEok6tS7FS/e+YeGBD152/0/GTk6hu9MRFPxjoWw1eNQTAUKWLaidHznvzutiX/jhoQIFTESAMkoXRC5PaZ+4dEE+sPltX/7sf4vrKP2vc9nli+96I9D19MLr3jqx79nsCQX23tqWtnBTTIkn2KyLRpYrcyprKIEm4ABBYZjixN4eVS7bZF+3KspkAd5KSI45kpWEi6tl39RA7+RAr9wU0uexTe7vP/HLxy0prQWL0DCR109NTvY++KX/vn9LJjXp+RcvIbmf2hsgQSkM+pF/WvvI39/ytcdf/Nr3fsN5lztFHRexAbK7WIxBGhvG1c11yxrP2/7m2Kb/e8zFwSCzr+GeWR6DsB6z5bZrFx8aSz83nJIpnKcQsYgpcZPB7zDc9yhiZfT8eauue13Pt/r4pXDctWJLD7DYE/b34lvuTvzPN2f6dhdF0+r1an8ZVE2l4R+agIMChTFTuWRi8sVeJaHUVibF6ETJVKq43MqkxnbvUDWVKvbNJRNju3ewBqvVzZYdiSf7utOD/blk4uTenvG9PZkj8bolbQt+7xazLloohYuoYSSIcN68+te9ac3SK686OjT07JM/fPoHP0yOHtv37Avp1CmQtK+LmaSQKVsXcjKbf37trW+6/N53dqxeddHWR3753OAJlwImhjdYi4+RGADg4mbDAELm15leDgYoxr4FYyee29ndfWvb/nn3gZOZvJuAOR/LtxrehGF218JXAmz88J898d97Uq+egoL7EvvqYrFrLr0q3pqmq1Ynn++Ts4GrRv3KzskXe1UFMOtY6EBBE3BQwOpvqJqqYZUa2+x4X7cqM+94X7cqUX5817aFazb6Pyol7GtlUunBflY9f+GajVWbnZnhWqR7ze/oauzoql9R4JIowQBymA8AXHBpa/ttb7v4qquuuemP29/8R03Ni1tWXHoofqCv58eTqVOSCnTZaUHYad0cbFt9Y/O33P2GQ8cm+55POMmwxdUq507gmnUaDgY0jLLa15mNB5jx+4P68+69efn933qpOAEzDhZRYvx8qaRrqWScf+uf3fBf//YEOslWRNzpSEFj074bEIpEF73hrUd/vHNmH4JiMOuiDau6lOUjXdGprdDBgSbgoEBh/Q3Gmkqmmtjb06iCNRVW3lCSd5RLJnLJhBLtO7pzS3qov7alzefbZ9ZFF6/dvOSu7dMfT1mvsMsBzAkVACL19W3Xrry+6w/nRechFpGDDu/yR1rAwUDIrW+8dPXVLXueP/q1Hw3J69FmWU+wsSDCchwse5SL2bQNSVUXuHuBXL1s/sUXRB7bm5B0eUFClcsBLFMyXwmAADe/7Yahlw5OTggR7PUEI5AKObj5xne88ovvVfr2l0VDR9e4ooZm0ZWd2godHGgCDgQU1t9Q2H1hYm9PpFVNUJiSNGLWWlyJezs3nhj65M3+ZbSVSTWtXt+wai5q2RcQr4cV0KEOwjcngo+FCizwARNEYhtmi+lgRm83XN28+qrmg6+cksKsJBKVfMBYlFM9HJy13Oq5uEeZt5jgMVmSFP7gLZd97ccvn0znxH4LebrQ7Q1eGgYE+NN3veXL//BV6WLy5GcEMQmUtUUzhCLR89uufeUXj1f17rrAvs5KmgbqihyBgibgQEBh/eeJvT2q5K8SPyvTvkoqb4zu3PLytttFCpMfGLXRhlVd/mtumHXRSGv7nBW4L0kCRFhNJbVsUw5wazO4w6GdDF5bAQsmLtCdQADIsgujyxZHvTznoVuQjMalOfjkFD15Gm3q9VqebUmNhsy+RZav3vv77/nCU0VM0AU6WAR+g8sHbL96VccVp1Knjo0cd189YKZs58KjsDSUfB+WvOW9I098ZYZvanGoqiXJKnJoK3RAoAk4EFBlf7YyqdRAr08CZrSkqvbky9tuH3lkk5KAqalEnGZT/n+GrEyqtqWted3WM7FNctHYK68YdnyWQvs6uk34Ph1N7LGyFtiiCzgYXDZer9yUSRQc+izNwcvmn1fMCu1mXzYtuJ3K0uP8aM2db1r+z4/9xtlsOh0sroPHEP2+j73ni3/3Lwiu6+K+bl4dXJSDaxbEIksue3WfAuXa0NGVGlDQnRC0FTpI0AQ891Bof54c6PUvyMb7ul/edvuxXduUGI1ZF9KRRzb5nCqXTESWty//+Pf9c/lZ0BDG+3OPxdfLhmWJfT1KTnKOgpQdawcouWKynD5BhdxWVAcDOAbk0hwMAPMjoQIrtOH9Rygwd0spSUjIrdctPXRs8rmhpLNlaR0sUS+RxxThgpZFl1x+ya+ffrHw7gS4eQAKONhzzRkuvPEdiScerOpNdiHcFIu0tk+qUK7aCh0caAKeeyixPx95ZNPozi3Jvm7/SjrcFJtKxKcS8dGdWwrbd88INJMCgMjy9mWbH/V/VEvveVh3MxUo/N0v/hSJbVu2nxOhj2VWlvJii0RjFfiDoTDKqdgab5h0SQ4GybPrtkKjQ8liL+44L4NtZq/c8hevX9Z8frmbA0kHg6OAeWlqbpT+8798+7d3fBMLLqltV3DpYCJvIMZsOf+ydiCQPqIgwzC6sjOpIhRLW6GDA03Ac4b0YP+RRzZN7O1RYn+mmdTE0z1TifjY7h0+7UuC5OpXdvo30i66bXMlxTU1lKF0dJDLzuza1hWc5fL+QgEfV6KAHXULJQiVFERaGQUR1MLyLGYAp7KHFHEtleIi86O186M1AOUUsM3BCABc4ks+YDaOROf9TvsVP338f8Ql4qTricNyLl2pa77w92453qsgH6mho4tF7/ufSluhAwLdjGE2UKoZQ3rIdg6JBgxVNydgddvZWOyruiYBrGh70RLwc9qc4Fzbr9SMAUAaoxhPnRgFgMjCCzk9oUNegPJgdGhoyYpL7SLSwNs2uBszEIK/eXF45RUX2arZU7JSWnkoMQEAyxbXS7Fbgru4kAQExOcOp65eUm8/BUH4st0WAeG50czVzXXOqXoH9vkfPJEFQpYtqC0Q2R66hecGT1y14gIPPSNX5GLNwIuHf/eKi3lzBVar2SnajHx8YvQYRTL/wsVsjW2cl1oyCFt9anj/vIsuEyfK47xgcv8z81qv5Sc8g2YM4P5cZUfiZl208JM2089z+cYMuhnDrEE3Y5glFG3GMLT1ZsaaU4l4w6qu5nVbq25OMLZ7x9iTO4za6NJ7HhZfxeqaE2RH4rRE0LL/ZgzVTXgO7vfiex4i3s5F3sfhx79iELhs7V1hA88zaZg1YDDsNgzy069++CPv/+I/sb4LNSatDWEN68Fg8kGI1pj4jls/9dj3/8a0LJLPEytH8nli5Q0rzwb203z+kw/+jFBry7vane4LVh7yFlgW68EgVt74mf4ff+gad1tfZyCa+HbueKn3fZfL8pffSrg08f3fOwgGue+2FRAyWQMGNE1gDRjEIGSCad74V9998l//HM0QhkJohigf2E/5+LaubY8+/nenLSObJ1N5YypvZC27DcNU3piy7MH3Ht6Zo2T1HXectoycRXKUiGYMnqdP/9P/d9VHvsy5nAguH/tFT/bE0UVvfh+j7cqbMXg+V9mR+PADG5YXfISq+DwfeWRTpLW9aJyHbsYwa9Am6LmEuJONLG9vXreVjbMjcfbFmxFqWto87Fs1alvaVDXr1fABIj0Whx0KZBfNII4m8zxltlYEixKLEorEQrAooZRYCBYSSolFiYXMFUqoYYBpgGnai1HwyAzIrAeRm/nQQ4eE8FZFIQiF7M1s+jQxFEK2khB7PZvEnpnPExJHYoBhiMNAZyyOlg8IAcJOEywK9gDZaTqPCGAhsdCOvaKStGXX0InV4mlL4Njqiz8t+pY1/X7XhTe/z/dHovreDIU5xNoKHQRoAp5L1LS0AUBNrK3lru1i5eRAbxWhT2adGvbVCCB4oQzpkZdutjcQQcvuPj+Cg4HH99r0w6nXosTmJ4mQKLImiKbDwTa38cXgXttpORhczAohzqwhh4kxZAIhgqHRHvDt7UEIQiFbEwuSNt3Ua3CSNg0AAqYBxLCQ2HcYSAQTU5uPAQAoBUoJtfOeuT4XMVlIqMdbzC8mf2tcTwEcc/trhKbV66twA0/s7RnduUVeo2OhgwBtgp5LhJtiNbE2T4xShe4cD0ppVp9hzBpzDgSntqQDQsRPPdfB6OZg11NGwxQIRZRUL1oGoTYNIzUIIFiUEEIIMYiJBAxAA02DoAGmCYhgMnoywEAwzXLHbB8ngBmy7xcMBGZztsnNAMpWIhCCXLZ64rCK5Cw57MvlryHfIjAFDGCagAYgsVjtSUqoQZAS5I+UEkRbAVuS39fOxZI0Mc9Qch7ZSboC2Tw5wVjOdOEH1WX5pwf7c+MJo9b5nRGx0KoqtGtUAU3AcwnW5d4TITw1Elf4ldCa+OyDnJnKnvPsXkG6jD+cp+DESDHGRctgohAtSsSYKWCCjO8IMUxiop0pLD8aBJCAWc5+ZnMwsy07wVmCdKnDvogABEIhdzpT0cYMBhgEQyFbfHvVucTHhKBhIhicgwERCjkYwTbLWxQsyhjX1r6yJgbp0rHgcHAHQrufgnjqE1YmNaXiBlpEaNJsSr6/b+joUjK/RtXQJui5RG1Lm4d9rUwqN56oUcSaCuVvdZ5pDXVw7M9FwTmYd/txCEP4gOUoX0E5tqOUGWmRmWSRWHxBwwDDQNOwTbtsEfZnm/ZK26KZD1heQmIb4Rg2XT7gkMtA7foXQ7J7hzyWZ7c5mgCY7MhNNE20bdGyPxgsCgjc/C7pYPm6CU3ML6lj3gdJ6cpS+OjPv5cdG5XflaqRHuxPD/V7TMfVzSPGww9sEOW0ois7VbX61qgOmoCDhalEPNwYU5U1q6R6O8PkQK8ughEYuOKzPDk+6LKj8rQZHkYkBSPboVh2RBKCJUyylFC2sFZ9Mn06QVhEMvyW5GAgBEMm8ngrexGhWDyY2SHgUmzN/oWZoF3EHHJZnk0DDBNNE4ATP79vQEIs5PZ2/gjoyF+LEskfbJugRX4wuwFyIrhtDraD4OT35dThfb/98uZ8OoXO21MlWIPwiad7fNbfkH8HIq3tCn8WNHxCE3DgoFD+0qyCyrEM6cF+VaHR2ZH4sV3blEx1DsKVbct/3ItxMJE5GID5gMVCKHAOlqKgAUR8FlhS1DS6TL4GGAYSgi7nawkOJsSmTzetOvHPjGKZq1iWxSJqmm+DThR0iFOv6eyRHwyyg5GVN48mK+RgHgVNnvjvPft+fcjtD2YRWMwELYe2sfByOzir0AE8eXjfqSP7Xvz8xnx60g8HyzQ56a8KdKS1fen7H2ZZv0vu2q6q7amGf2gCDhxUeW0VenesTMrKpFQpYIX9moAXKzhnUZqDQeZgcJibyAPbFo2ckCTe5cqYkZZBDW6FNkxhgp6eg1kwlEfRSvHPdsyzywRdsNiJSaZk+hah0WxsczAK1ctM0LJv2BAc7ERBI9pR0InDr2x655b9vzno9gc75gRBvTxVyYnJ4hff9g5MHt4HAOkj+w5+63PgQwBbmRSjTP+15Bo6uiKt7Tq3MIDQBBw4qPqepAf7w41qKFOh/AWAqarCvIsiPdh/7tnTvPnBZTiYBQ1RF+N6nMGcg6ltrJZ5106ipWCx6CR3lq0tK8tzMBAPlXK+dBy9aFuqQ2UWWw0LE3QoBKbZ98LRr+3eL8zUKPbOTNBOGpXInjLA8QcTixLgecCpV9OnUumP3vnxod8edPuD7csC6LU/u/3BTqvHBVffcP5lr29732eX/8UnhO26Ch6OruyMtLaHG2Oq7qQ1AQcQmoADBGZlUmWCVsiaau3Pqk4QAPz3XpRxBolpKQqaiNgrKOBg4NG8AOCk2RTVwUgsCsAIyeFdwcTMFm2gwZnMIMLzWo6DHRO0vZzMUrcHN1TOB+xZRCEO04RQ6OCxybs+9cMPbf+JHfAVkuiWEFusGwUzmAYSFn3mREG/OnHq0suXveevN1x02SWeuGgnAcmlfW1DtJwozLDizvtiN74j+fwedv0978tModBly753Z9CH/FyAJuAAYWpEWQSWWqPx5ECvKr+RQvtzLplQ2OPhzK0KxLmWIBBZb8kcLPXBJSi7gV3+YIJYhHelKC2wkKDBK2FJgcclObjAtvz8wYk/+fu+k1nLZZQWPB0qukibGURYng8dm7zqskVXve5CHiYWcijcNn07wtflEjZMJCwP2Ba7H/r0B+79+w8ceOllSf7aJE35xeRcaxeYRPueRtLE/B1pvOqGV/c9Y2co2Wur1MHhppiVSSlhTbMuGm6M6cIAgYLOA54lpAf7p03jYbe6lWT75JKJ8psxclI4IXt12s0Yyux3cqDXrIuKtqYVTlh0M1aYXl7v53zTg/2FP3P+z7e6CXPJxCu7dxCCog0DAbCfgsiVxVf3PUMADvSgWVAp2jTY2H568tjRPV//hknQNMAkaBpoEjANNFl8FV8zeuSVB7d/2wA0CPJH6n6KBuBPfzEEiFsB7HReO0lWFNlwBgePTW79+q+4EkRAOHg01fOLw2/75J7VV14o1h88fmrrf74oNZ0o/tj3wlEgsPWr/Twn2Ljq8kXf7R08eHTS1R/JIIcOj//99h9SJBQIZfU1xaPz1Bg98sojX/gWD4qGvb2/rKmvl4pW2gb5g88/T5FQ+jVhtxeFOyjagdNsTfbE6PD3vsIShUee+Aq6bdRCSc/oc8U+5OVvpiucEADG+7qntWmnB/thybxKZtPwCa2AAwSF1iGFlt70YL+qqXLJhMJcJqpO4qt1cit8Hz2yCd2vSflFfAHPSlLo/bWc8k9OxK9QdY785VrQAmIh2fa5J+yVQBB4XSrDsQyjYaJhoOkaAIDHjLyspWHLu9obzq91rSfETtgVi1HskRAEQg2DEntZ2tJ4MjWFxEBiIDGRGGiwMaFAKHsEgxLDeXSesiA15wpcEFt0fOR4gY8c0LEfSMZ/cYUBsMAxH7noslf3PcOfFVTFmokUrmlpUyhbtQk6UNAKeJYQaW2fNud9Ym9PuClWSWp8erC//Gbpwf6m1evZHbTPCY88smnhmo0sbGra/TKU6g50bNe2RWs3yxFYFU5YuNnE3p6FazZ6WLPyrkTyhOxmpaiNvYrzLc/lMzpfg2B6sL9mQaxmQbMhdRg0CBIAgwA88aABsOyWu0MGDRkYMjBsoj0wkGZTv/3+t1a9/V0hA0defO669Xeex5smnWfieSaVHu3B83t//a4P/HnIoCEiFosN7trwpvhvDl1/XWuI0M/AEwbg321eQ6gFFgXLAjGwKFCLWPbTvmePfPx9188Hr7YAACAASURBVBHXPQIC4nd/cuCq1gXLLrQbGvY9f/Tj714FMF0T34efogAfu+s6ue7VHzxzePjoq+9827WSAdzc8/MDf/2hm/No2AsYlhijmQd7/MxTv7njnj/PUXLaMk5b5JrrD/74uz9+64Z17Olpy15v0W9YSDrefqdFSY6SPCV5i+SokWdPLZLn65PxZy5663sRyeTh+OHvfSX2lveJMC6nxSFAev8zlX+uIq3tx3Ztm/b7XuHnKjsSn3ZL3Q1p1qAVcFDAamCpmi09pEzSKQxaVhv/rOoEFXq4lRxVdiRuZVLpwf5Tg/3zWtuZynfSXVyVH0SRJlK4hCLRpav+z+GB5w4PPJednKRI8gh5SixK8hTyjEjcCwJbb+RlukIjj8a88+d1/P7lP/n5YB4NZsLNg2G3+QuF0AyjMw5RtoRCQAg1QzQcxnAYpOXWGy/7+pP7IMTXEALhMIbDdtPAUgsxgBhohsRR5dG4btWlfb88KDiV0S0CyYMhzstynSYwysxTgmi/ythxyWWXDu97uZgCtsOhqXPNnQJYUEzQRpa0pY/s8/lJsKdqbWcVOZSAZtV4lDWUQBNwUMAisJRMlR7sL9Vqe6bIjsQDGP+skH0VBoUpOSork2Ju8khr+zw+G2dfIo1d1mk7rgq9S+OyFc2/e03z715TU19/6Pnnxo8ey2MR3nUIGAUxF+HgPBiMg5knNY9GHkzLCMnUay+i4hXLLzJDyPhVWu647crHfnYIQ2EMhdEgEA5BOIyhMA2FSi1oGGgYrJuvLGSvW3XpHpuD7UNFAHbAefSwL+dg1w2H4GC46LJLhuMH5BwtuUMDi3wGXlwMpNgrJyeYrzn/smtT+9QEMEeWq4uFjqk0aGv4hCbgoEChq1WtOgwg1SnJPmKB4qpixcee3KHk7TProkUthLL2lX76JR1mp/zKi8PEiNByxdXRRc0USTEO9hJSeQ4+NJykSBj/WcSwzCLUa48JsQdmyCOCly1deDKTP5m1hAKGUAjCYQiV1MG2s9kMeTj4z25b9cQPfyMdrYHs/gCZ5bno3Qa4bzjsml9vuPlNP3/iR1SOsXK6MjiCGKS3A7yuetvjG11xbWq/cAP7gsJkpHCTssRiDf/QBBwUVNeFsNRUAeRyVfZnVdlHUyPxoa03qwrjWnjTRoU5UUXhZJR6WjJIsVcuBUwdMgZmpqas1wJY6OJdSQF7WKo4B7dctJACEWssMC3TtEWqTb02iQJwBWxzcAik5dY/ft13f3IAwmEgBidmiYMLFxZgFQozDqYSB9dHIy8fOSk0MQLk0XT8vsUVP7hvOIhFSWzF8pFBWQGLfgy8aIlUkQMkUwQfONHO0RXt4ywb2DdqWtpUEXCtuqk0/EMTcFAwpc7Yq4o1FQpEVfcEY7t3HHlkkyrWPMPq87mrOjiWTwC7+ywKf7DXFi1xs91owSqmCxGhgJWLcDDL5OE2XiMPhgUmNUM2L0oKGGQFzFzFkgie31Q/v7H+4PFJWwFzDsZwmLGsVwGzIGdpQsr9wX9y2+/957f7xSEhEku+aSjBwbIC5hwMLa2XHtknONipxSEbpalgXM/7IqFmQQwA8mkF9dgjre2q7MYKp9LwDx0FHQgo7EKYHYmHm9RU81BF5KM7t2TVNTlWFZByhrEvBwIQBCRA2NibHkMAkNWXMCQCBhBGaeT6GCwgeQIGAYMQli7MFCGfWMDw3KhTJEAgjwYiIiAiIKBJ0DAJIRSAIKFACFgECaGhMAEkBAzgnXMJiLjoW998xcEj42AQCIfl6sqitLITAg0EDQMA0AwhAhKCSJDYjNgcW3jy1UweDUATgPuAmb0dIS8M78gXIHkkCEXs0tfe9MdP/eCHN/3lCpcCLlbFU4hdkGuQSeujK65N7e9vuPJGn2+6WRcNN8WUGMlqWtpYHJZubhYEaAUcCCisgaXE0ptLJkZ3bhnv61alpKcS8WO7tvkPvww3xZrfsVVh+ckzDaSU3nL9+heYo9EliB3TtCciGhAsiYpK6WAKRDhZXQvTwSFZszoKmBmN2aOsg5ctuwAIQWZ8lnSwHZMlxVTLQViyZZuaoTwYN/7h1f/17V86PmAw7KW0DnYrYGD5RYsuXT46eIDZ6mWxSws5mEq3PljwjgDUr7j25At7sPDNmjlUmY51PaxAQSvgQEBJBNbE3h6WvuI/qSbcFJt4ugcA0kP9i27b7FO8st+Opfc87P+m+xymXhdQ8gMjAhLw/MojEkqYuxcMBHCZplHmZos6OpgpQnkn0pSODqZICJA8GIiIBBARCSIyDY2mSQhQoVwxFHJXqkAgQJmyFTWpmQkawandyHUwCGXPSn8goBmiBiAlaBCkgAZBSijCtR2XXzg6nkcD0K2AgS1gD4QUBpmAbfZlTxdfunxk8MCCZa0i8hldoW2uQaFHAHnc1vyrOo98+3PO6fiA2qLQUyNx3ZQwCNAEPMcY272DfbWUaM3jj20DgMkXe1MDvUvu2u5nqsjy9vRQf8OqLv+m43BTbOk9D6sKMdMAAEBi//LLOcGMidH2CAM4wtcbn+X2E1sU8oyAESQChlIcTMEggHk0hP0ZERHAYBZpAqZJCCEABlPAvKU98EeJj20CNjgBO/5s/shFPyFIDCSAoRBSoAahlKDDxIQiLG5ZxAmYSCZo4rVFMw4GEfXtYt88JSv/6KZfPfl/b7h7BaV2hU37AlKvFZq684O97xLAeQtiUycS4aaYTwqOtLZXWGxyWug4rOBAE/AcIzXQO/akXWbZp11IpnD/rFnT0mZlUovWbvY5D2jZ+pqB+4AJU6LcIwyIhElSJKyLLYI3OAs9fGxRzBPCfcCFOxEwwGAKGAoJ2BQuYUIM0zAIxSIKGNx8jASR+YA9pGuPkWc/EwDDQCBohoT2dXOwLUkBDUQoRsBuDkYW9e1l3zwlC5a13nD3ChaTVRCE5a3fSe1OjkTodcc3jNCw8oaJF3oX3rDepwgWXRn8m5Eire3Jvm6fk2gogSbgOUZ0ZSeLKsqN+/1qhZti4cZYbjyx6LbN/vV0bUvbwjWveWqNhkIguOQvALCALerUgi4lgpF1BS5QwGJiFwdT4AQs2Z+RICIafI0JiCYBINQMsdYRRlEFzI6ReAgYmFVdmHPtsWHYeU0S71JuhWZruNe2qAL2xmTZCtjNvh6vsEVdhTiKWqFd+cFScjACzFvR/krvTmT3Sf5M0SyA2T8B6zis4IAg+rsx06gAhJBwY6zUxz091A8ARm003BSbSsQrKWJVKh4yl0wYdVHBmizoqZKvWYUBlhVupverbL+E6UEHRHp++kQCAGoXNEsdkwAK+yYBjB/a37SsVbRRIk5LJWAhymycGBxa0nqp/BKIsfRfx0aOE4DmJRfYu7P3i2J3/Hjw1y8OX7FyqXPk/I/njF54YfjKK5eCx43N/4iVh4fHEGDJRQtFcyEQDle+JRvs/83B5b9ziVCiKKXnCgctAozsP9DculyOW3ZvaY8nXzkKCJELmj17QfkwABAhfWRfZEkbSudQ7IxIdZ8rpoCL/uNMP1esk1ipT2wumbjuyhV79uyZdkINn9AKeJbQ0NFVqgb6vo+9kWZTzGU7/KUNS+95eNrZhh8ovllqoDfS2i4IuPLmBKUmrG4zvV9V+7XZ0UWTDhGOfv9Bg8CSt9xtsPaCRfsMEjQN2POpe9605YshA0MGsG4NRZeHPvTXf/nP/2R613v/pftLjxoE3nPvn5m876G8X3nN22/91H/1/N20xP/WNZ9+/AcfFbwocyTvtksQ4PP/+B1E8ld//SdMr3uaBlJpzb3rPvHZb9xfrAilS93+ywf+5r1f+EyJwG9n+dV/fZUied3b3kOl3bED8BzJb7dvbPvggyVOxBkcqupzlR2JT+ztWVzMK1Th52po682shcmRRzYxE1fJ/epmDLMCTcBzj+jKznBTjIVi1cR8RSrJkY3DD2w4E/NcNWQgEFthEQKIQACQAEFhFRY/8RSQALFdkUy4IhIWPYwISCiSPIUCe7J7dwh5KiyrKC0u87WFBAGnLMMgaFI0DWJSNA00KTEM1xqKJGsZxL6TIBIBIwEixhQhmzcAgJbgYPaUJQ6dtuwEKpkLPWsowmnLoE5WVbHSmxZBcKpAF3SzcDK4QKQhuSSybdh3UaxjXleGFG8WUtvSVusjJiM10JsbTxzbte2SzY/qOKyAQBPw3KNx9XphPlLlc9UNT84alOFgxqXUtmwSQb2chgkFe4CsegZAeQ5mPlGDkELSlVnZooCEnLaIAcQgaBpgEjRs+Uu4ECeGgRRhKm+wI3ZrXyKPKRJGwGXMxezmABGm8gavCumoT+oWpgg2TxfjYMfv677h8J6syD7ihThE8Q0XB8sHCe64dCUY3bkF1m31nzU03tcNAFOJeLKvu35lp5VRUKJLwyd0IY65h2DfwLbdPvLIJoWzacwUhT/0iC6vJ3NGUnd7eXkAUgxRGXMrz4uFPCU5pyGuWNgaYiGx0O6VO2UZ2TzJWsZU3pjij9m8wdZQJFN5MpU3pvJG1l5I1j1mhCo2mLKIeypne4sSi5Ise1Xq15vjA7GGIhFHmyvBvnl38wlZ/kqlr7jGBaaGi3GwRMbAY6/GnupR8tZP7O2h2dTxXdt88mUumWCxJgAwtntHuClW1JStMcvQCjhAoEG9Jw3sgZ07KKqD0S486dCwxxAtZDFKQhlK62Bm5jXsuhxC8nqlsEUJEGQKmBA0CDEomoSYBhpuEYwI2bwhwrLArX0NPmYK2Mk8KhEPxShzyjJs2y8SiyUFFfiDESHHTNA8VtkqYF+3AuYC1xG7ji2a1810tLJ8eFQiY+Am65Fvf85KT17Quc7n+856hOfGE+N93ZUEGZSCnHdEs6mJvT2qSsNq+IEm4LMTVialsCGSwnSFCqNFNApRhINBxOKieKRuQzQFwjyTFAmPwy3JwYyQBAEbpIj9mSJaCADMBA2EEIMgezQpMSUfsGEgRTJlsSLQLJybAAGjIAiLImTzxOmuKG4pBLcJHzDAVN4Wqcwjy43PntgoxwRtG6KZLdqdcYRA8k5tDfKLnf++6u3vLmKLBgBwpipii5bvFYAkn+qxMpNHf/Dg+Vd2nrdAzXdn7Mkd9Ss7q65mw4JARx7ZFGlt90PkGmqhCfjsxNRIXGEKr0ICVjiVlUmda2nKHg5mI3Q42OYtKvmDwaWAp+Fg7gMGFwcD8YRiWZQAgdOWYbAuC4QQgtwfTLg/mJgGi64ihAtgKW2pSBCWfTrgZO+4Q5zAogQBsnmDnTKVXLMefzACYUFYLtYs0n4RuPEZKJJf9Xw7T41rb3+XJxRL9gEX52DhFABAhIkX9gCAlZkc+fZnl939eT/veMOqLgAIN8V8sqZgbu36DRQ0AQcIwYxLVPiNVVJGQGBs945z0I/l5mBbWkqeYEQkyIWvncjL+wFzui3JwYiQp6I5El8QqOEum4UEQDZBAyHEACTMFi0FRTPnrkhKBiGFiwVhcQIT9Z9FCDThQViAQKbyhuyR/fq2h9e+b11t/Tyhg6mjgAtY083B7IaDvXrgqZ+dPnXqmUf/fcmqNzZe3CqHRgsfcAkOFtWy7COft+Jalo6/8IZ1PkOylNfKmNJtGIIETcBnLcJNMSWhWFOKWvkCAM2kDHWaVaH8PbPEtOBgwViyCRqJPabcEE0B3Qq4JAdLChhdNAxACUFE5FHQQEjOYiTKTNBgACHsH6mdkWwQpEim8gaISh0AAIQQOJU6VR+dJ3SwSEOS5C+vGyX7gJEgwpRlcO0LCKSv58dHR46//zMfl/3BWGCCdgYlFLAZqV+66v8s/t2rzbp6SRaXU8Ci6hY3kttvx4LV73z1hd7sSDzc1OI/KLqmpW1yoNfvLBqBhCbgsxPpwf6FazaqioVWmBylqiWDkv5RApMDvWdWwWpHB6OkgOWxiMlivIseBVycgxGJ2wTNaRjBMIC1VwrZU8FpyyAuEzQ4Y8LzgAFYHrCdiQS2MfqbX/rP1bf84cWXXyIHYYGLgHlMk3RqrCpkNm93UaIAw/EDra9fed68+qxFWEwWq5VBsZgJ2svBgAB5i7Do8Qt+55rLLXLi4GDtgpjsGKY8u7f4VIKDpdQpADDqomLsE2ZdVGcVnq3QBBwgBFOHKfzyKyw/q/BaWZmUQkPfrJXYtfNeiEiGQSRuKcxishDADs5iErQcBxf1Ads0DJBLT9bVz2MRxUjwtEUI2PKXEBaQ5ZijDdsHTKbyvD4mOLHQR48cf37vry9sXQ48lTmbJx4HMAKAcKy684AR7ZIdF1zaev2f3paeTNsruT8YoYQJ2uFgNhuxo6CBUASzLpqdnCzMDPZkJZWa1jlsAATIjsRV8K9iaC4PFHQecIDAujKogioayCUTqipqWZmUqqmmRuIKp1Iopmf3B87ubGA7Sp2EGc9i+4ClROFC22xhg3r3YsEvv/OdxOCB09RO/pHzbgvGxpRFWLQUS/Cd4pnB2TyZyht3/P8fbm69lK1nUc3spWzOkLKEWRKwnQc8lTfYkfCp7Bzii668+lD8wJTIIbbzgEE6HqPgOMlparjygC2SpyS69LLJV466MoZZUpPtAy5m0HY/Ai/fEVm+ykpPIn8qLzN9j1kfJFWfGJbXpBEQ6GYMs4HyzRgE0kP9Rm1USZMAtoGSJgHySz6bExT+e9VNEYoKzerOt4xmnen5TqvL1TeBIBhuijm9hYjoM4TSGCYP74suvaxwvXuM4wcHWc8GEJ2KHN8tEAJTpyZr59VPHDtKCMxffCHYEVX28QhuEWsSg0MtrcvB3pHrpyY5eqypeTHb8Mj+A0tWXMrWF/09Yubo5NFjANB44WJ7Jd90/Oix+RcultaQo0ODiy5tFbOJEhkglcsAhOTBwcZlrbLUPnlof8PSFZIEBwSSGRsFgJoFzc7hsaxfr80cskf2VfJlmennKj3UX75HS+WfK5pNTdvuRTdjmDVoE/QsoUwzBoGXNl1d29KmpEnAS5uuXnrPw0qaBAxtvVm85LM5wbFd2zxxy1U3RRjbvaNw/urOd2JvTykH8EzPNz3YX16XV36+rGh+Zft9HzcUO49EGqf2PTP8+ENXf+TLxL2N9GgP9nzyAzd+/IuelfLj6K9/ddHKq3/5za8Rgtetv9Ow62kw76/da8EgIFzC//ahj7zn89tATkACAEBCoP8HP1z15j9iL3353r9+7xc+Ay6mdIKKBYn+z9e+AUg677xDTgJGhL5vfOP/vPMv7JoYCBTg0Y9+6E8/vV02OBcVrD/c+oEbPv4v8sqBb/zz69Z/0CNzD3z3YQBYest7HadvCcv2oQfuFu/vvo+9sdR7PdPPFfs6l//AVPi5Sg/1T7ulbsYwa9AEHBSoNV0atUFMAlaYAnHWpzPOxMBOKHo8u8QApHwcvexahIcoTwsGka1EgC+IhIVP2x1+GFWbXmcw8KqNQIDkLQIs6gq469fFwWAAUIScZQAAiA6JwOKgbSM28LIiOYu41SoBDx8DWJS5q3l1Kp4KnJmcZLFUIjgL7XykQluxO3gKCaWOZR6RTAzvL9we+YHPCKriDUHp1xkqlssaswBNwEGB2linYH7BFHJ5ACOwxnbvqPddMb9aTMPBAECREBapS8Cwpag3Ygt5ujBBQgnQAgJe9LrXD7/wK4qEAOaprWoNAgTAzcF2cBYCOU3lNGAUdu/6Cy589dV0XX09ADKXLRRoX3DzMeXRVSDJXwoQjkRzlMiUjEBylACy+tiuPGCZXwHsnCWhp6NLVxRyNneiz/hdURUqyJoXqQp60JVlgwMdhBUg+OxFKKCQyxXWoVRYhUNhDtLozi2qemDIXa3mAsXicqV6EVIZDbBEFWUegcX6KyCCRe2ajnZoklh4NFbtwmb2vzkevpSzjBwlvCkCydmNHIycRShCziI58ZJlnLaMnGWctkjTJa1H9h1g4VGscBV/yTsbm+q0RSwKlPIJKclT+7FpWeuh558XTxkZ5y2So8SyF7Af3aePAHbpSh75HKqLjv32V+4raWcks3Hl70e4KRbAqheqfmQ0lEAr4AAhgDlIoE62qqrCkR2JJ/u6zbqo/wZtAMA6MfufBwLx9pXWwWgrYMJ6GSJI9mdAggYhLAnIYhoVAQAoAYLcEI2EuYHrFjRTJASBKWAubwkhSEDkAduaGLm0dYjLDvsiRu35J44ea76CsDQkthlDKVs0O7YcNYRpmsV4hyLR9ORkjhJE0bbI7tzA/rcg/Bsot2Oz2w5R8LJ2Qayg5oYdaTVTBTw72WgzRQA+pRoOtAIOChT2IlSY7aPK1Zoe7J/Y2wMq1Dkzx6k6sIVrNgbTXF8tiutgXkcCRIljjxaUFKHdVoiiPc4VLGwqJott0clVKZe5tnJFIDmua09bRo4aXAqT0xa5eNUbWXYQ2llDvIGgPZuR49qXzUx5+pOQyOwAFv3ONccPDOb5keQtggDiwPIeEWyfILHP191XuGZB86vD+7wK2L6AzlIhF6uyRUVa2xX+PgSz5O25Ca2AgwKFjhlVhq9kX/fUSJyVtPR5O29lUhNP98DToES2VhJSXiHORkFQRAcDyAoYCG+o5JXCSCxbchInGYlrX7lNIQHIUYPYAhV4jcmiQVjEHcDEBDECAKmLnraAAKFIcpZRyGqeJB8WhCXCtZxcIITs5GTeMlj4FSNOltYMkp725PJaSACBUlv+2m5ggFz6VEGFDVKFAq5paVNogtaO27MSmoADhEhru8+bUyuTmhqJqyrGlB7sn3yxl03rs+1BdGWnURttWr1eyYGdgz0YZggvBzPDLKdeIAQJi8lyx2EBgEU59bLYXwIASNHbo5CAZIIuwsE8CAuBB2F5wohZYSzbpypCq6AgD1gk4wI3QUtbEkHPr/+Le3PUsT+zGpNyFS0+cMVCIxCPCfr8Fe2J/32iIFgawA5PmwGCeW+nyjamoQSagOceCqOTaCY1/KUNbJzs646u7PQzc3Rl5+SLvUZtVIncbFq9XjcinUW4ORiLKGA2cKUkIVhIWEFI1ivQrtvBSZcRMCPpHCVyQQ/+ALzJIDEIsvwi75E5f+wZsJgPWHpqEy3jwpzFj4vTM3ByFUIWEXK0SKEM4FUnRWwaa3Eoc3DmxGiRGpMzV8Cgzq+kth/DWZ/CdwZBE/DcY2Jvz/hPusXT1EBv1XbacFMssrw9PdQPAE2r1/s8sIaOLlY6Q8m9vGbfWYfDwWiboJEQu02hLYVZTJYjhW2aIcCtyw4NA7CuDEIBW8RTVItvbpM36yXsDcICF1uDXQuanKaGh3jRM0ZugpaCsOxXEbiZHewy0cCDsNzsy9OZgFeOFEFYDge/btODFhfTIj8YZq6AI63trJKGf6jtxxDA2OxzFpqA5x5Nq9cLAg43+g3KbejoSg/1hxtjC9ds9P/9X7x285nVJkjDDcHBjDWJpIBdNGxX5+B+VskBDI6tGAkFxwecp0zo2jxYjIMJikIc/IUCILtBsD27ZTnYQgDO6KIOJbthEE+pXRbb9gG72Re4ZR1EeLNFuXp262ARUO1HAQcQCvuBaviHJuC5hyxbw00xn3KTydbmdVuVHJtm3zMfhCIiAAVCUBa+Lj4GsIUwT0NCkOtHoiN2mSgkIJmgOa8K27JYL0zB3mNyDylIhTgKeE6sKBmE5TwFECZoV2UP9rqr2JZNwOhi3KIcXJ0PGAAqKQ9ZCRT2Y6jV3YWDBE3As4T0YH8ZPcpuS43aaC6ZqES2lt8s3BRLD/azBXhFWT8TznQzvd8A7vf4D3YA16ncbuxqzEAIZE+MDj/+FfYvxEOS0vjkvmcJwBAKdkHi5ibxLD12NL7rkelP5JWjL33n3+y5Sm+WfOlXAEDdE6L7CaPkzInRoR778OR2Mx5JPTU2evh7D5WyVIv1pwb7AQjufnCa08DX8P2dSsTL/Evl+53Y2zPtxunBflgyb9rZNPxD5wEHArUtbeHGmJIUHVDd1lDjbIDdC08UrwBkilCs5N5fCoQCkdNe0RkAAlBwtneqa1FXmixLrrVrPVL3gs4iZgDwrnQ2k/5X6str78ISe+TZvWJCMTnPPnKdi1PiCmXpzFQvcV8lACT2qPzyWkJVBavUQG9uPKEwq1jDD7QCniVEWtvLRyGlB/sbOrpyyUQlwUrpwf4ym6UGehs6usJNscq7A5WfcKab6f0Gdr+EeWcJH7CUJB66nNr/TOzm97J/cWtlAL4NAAA+CASWvPW9IIldwkWjbJcejz+79BbXZiA9ESvHX3r24lveK2+CRUaA8BAALL3lbvupKxSLyF7hk/ueueit7/XYqJ1kJLBJN7Xvmdhb3guS/ZlCoUUaXsEHYU7f3/Rgf7Kvu8y/VL7f3FA/ANBMqsz2uhvSrEEr4ABB1W2pwpjJ4Qc2KJlHIyCwHZwFnk50OVAJK0mBKOKKXZKXSWdJSjpS2LMGwFG0zmbUu9Ktp92LvF9HAfP/An600iSIBNhhyFpWyHfZAMDP9zW62qz6m3+M7txCsymfs1mZlPhZSA/1q22/plEdNAEHCLrYjcYsoAwHg2xSFTZb4AzHaY9v4BiESzGxbP613OZfeQEAzxosthk3fcub2QyNvGSVSPCVeVfEUnELs217l89XOSb29hzbtc3/PGO7d+TGEwCQ8hc8lR7sZ/MwJPu6y2ysMTvQBBwUqGrvA0pjJo26qKrKsVpMBwelOBhQ4i2hfbmsFAzHqbcI7yKXnrYCLqVr3SK4nAKWJa9bAYuVlB+VmAq8PM151+PcBdfJMhz9voLkXSuTOrZrm3/ZmksmBFNOvtjrR7ZGV3ZGlrcvvGnjwps2rviHn+oEhyBAE3BQoLBwncI+aAobFQSzOcw5i5I6GIhrESQn1aISAcN8kYO2XCKYa01hKJYWHrdlCYtxqYVPLolX15yFOth9eEUEsc246D3fY9/fMda30//lHdu9g2ZT4Fu2hptil336pwtv2tiwqmvp+x9WlcVr1kXPU9487gAAIABJREFUrh4kZyo0AQcIwexSokpMh5tiqpzcSix7GoUcDOBVwCis0JLKBG8UNHh4VzAxVChti21WVOwWXZk7lRr+1ucKdbBnFxINFwhiBESYOpE4+oOv0Mzkqy/4zZRtWr2esaaq2susb6b/2/Rg/sics9AEfBZCYbEbhWLaqIuqcnIrtBac43VxPRwMpVJsHEYsokHdetSjgL3OXXnJnZqsZLMyPmC2vPyNT4w99ThKGh34rYN34bJe2Jw9p9m89sONHbf4/wYxe0/9yk7/FWEZFLqodDGs4EATcFCgsEsJ65irZCqFduPaljZVgZc16k5QVwWSORiKKGDJHywYrnIFXFr1njoSH3niQeYMBnDlBxcmClMniqrIVEbd+fWt7acOxx0vdYnDc1mh2elLJ8g+7fM7bqlX9GVUdaeYHuxXeNOpjc/Bgc4DDhCsTCqALcwUpiuomsqsiyo0jKu67Kq6QM4+EAjTg8yhW25LBJpJIQIQoKU3I1ICLi2R5PPqvmemToyyV5m2nvYoeSsF75bnr7zBrIvWtlxOpWjmMofH0pW5J9s1m5WZNOrOL38RKkQw83zOcZNP0KAVcIAQwApWNepka6S1XdWXP9LarsowrrBrejB/cCuEY4IurYARIX0k/sqebh4vXcYQbYtgKO0Drom1LVl/P4uILrPZtD5gipA+si/S2i65jRmplzaVC+9vwflOJRO1LW0iRMsPcsmEQrOWqnu7AP7InMvQBBwUKHTMRFrbFdb0UDIPg8I+aKq4XGHRkkhr+xkd4cK6FBb3AfPFyqQuWLMRypmgXeboMs7d08lRUnv+DHzAUNIHnM+k3AnEFR1eQSw3IEAumZCfBgQKW4aDzkcIErQJOihQ65hhKRBKoLBsrMJAkgDa6tUiPdivSj/N6LagvClYVOdg4+kmQ+Cx0MV2JL3EdfA003FJ7YFRG/WurLC+FS8DIlATu3x6Y3hlUGgRUfh1Bk3AQQJBDM593lkLQki4MTbt5z491G/UVpSflx2Jl98sPdQfWd7OfgIq+b6VmVB+adr9MpTab+G/Vzhh4WZFHa7VnW8Z3+1Mz3dad3LV51t+v6omnHYzdoJK9itfdp/nW/gOVn2+Rf+xuvOt8DtVBmK/025f+fnSbCqyfJobu1wycd2VK/bs2TPthBo+oRXwLKGho2vaaukvbbq6tqWtkh6iww9sKL/Zy9tub163lVXhqaRKe5kJ5Zem3S9DqSYBozu3eBoVVzhh4WZju3cUzl95cwJ5wvRgf01LW1HinOn5ZkfikwO9ZQ6g6vMtv19VE5bfTIhy//u1MqmpkbiQ+D7Pt/DDUPX5Htu1bfHazRXut/yEFX6nyoDtt6Gja3TnlvLbV36+6aH+abfUzRhmDdoHHCCEG5WZhhS6NhVWo1RYi0NhJlJ2JD66c4uSqWpb2hoV5X0GEApNl1MjcVX+CHb/pGoqhYlDqi6X2uA+VW0NNZRAK+AAIZi+GYXOaYW1OCYHeq1MylBRUS/S2q7wN+4sdk4r/HwqjBBWm7x31sc6ncWfzzMRWgGfnVDYjwEUhRwzkpvY26NEuVqZVHqwX8nNQW1LWyXWRQ2FqF/ZqWoq2ZTtEwqDjRV++9SmM2kECpqAz06oKiGZSyasTGpyoNd/8zIrkzr+2LaJp3uU/DY1r9uqsJ2LlgWzjGAWE6WZlKpsQIU29jM6v1yjPDQBBwgKs3QAIJdM+P/qHtu1bfwn3RNPK5CttS1tC2/aaNRGoyrUj1kXLQyW0TgHodB6kUsmFDpcgnlXp8V0oKB9wAEC+8ZamZSfH4LsSPzgZ28XTxfe5OvnafHazenBfppNKWFNbenVUA6FPBfAqqsAYGVSmjXPVmgFHAgk+7pf2nT12JM70kP9+//2jX6aeDOhqerAwk2xhWs2GrVRVfZezcEagUUlmTwVQqHjdmokHkwxreEfmoADgYaOLqPW+Y75bGHWuHo9y2hSktfUtHq9NvZqaMwIgW35F9gDOzehCXjucWzXtlwyIaRhZHm7z1BMsy66aO1mhbJVYbiThsa5gCV3bVc4m9quoGxwRtctP2ugCXjuMTUSnxzobVq9nuXIK6nkEF3Z6ak5paGhcYZCeXLU2O4dfvxcGqqgCXjuIZoXLV67OdwY8xPudGzXNlFqSknYlIaGxtxCeKatTCo10OtnKtaLMD3YP/bkDp9TaSiBbsYwGyjfjIHl2jLTkM+i+aySgAjZmP1i/Xq/er96v6/Rfq1MimZSRQ+jwgnTQ/01sbZcMsHaK5XqyqCbMcwadBrSLKFMM4ZcMjH0yZtb7tpu1kV9Fs1PDfRO7O0R/ic/RfNHd25pXL3e860OZpMAvV+938Dul9Wx8URRVLHfZF/38ce2hRtjRf+x8vMFgCne3DDS2l70pHQzhlmDNkHPPcJNMaM2qqRwVa26FgUKux1oaJybsDKp4Qc2+G9Akh7sP/7YNgDIjfutrmPURUVyhLZCzzk0AQcCqoiT2Z+VFAGIruycVPT9lD3TGhrBR3YkriRG6fiubVOJuP97a7kQrM8fiiV3bW/o6Iosb1/6/od1mMicQxNwICDisJRMpYrLVVXzaejoUhVyqeviarzWyI7Ehx/Y4P+Tluzrnni6BwDSQ36/j0vu2t78jq31V3Quuk1BRn52JB5pbS9lf9aYTWgCDgRqWtqUmKBBqek40tquxEhVq+7s0oP92jCuURQTe3v83+flkonhBzbQbMr/DXHT6vUt79keWd7esKrLP52nB/ujKzubVq/3n5SvsH+Uhk9oAg4EalvacuMJJX1dFIrp+pWdCj3KSo6qoaNLleNKi+mzCRN7e0a/ucX/expuii1eu7km1qak+mN6sL9x9frmdVv9J/JmFbVXsjKp3HhCbd8XjaqhCTgQUBuHxfKa/E+lypoNSq3QqpzcoINQ5hpWJnXkkU3KbvJiakglOxJvXrdVSR2b9GC/Eq3ps0GLjKmReLgxpotLBwSagIMChQHMqqZi31IlbKfQCq2Ky8NNMZpJKewmqzFTKHQo5JKJJXdtV+LUnKosp7aSQzLroqqUtCqjcXqwX8vf4EATcFCgNg5LFdtFg2eFDjfFVLFmvbpI73PHoG1lUmNP7lAyVS6ZWL7l+6osq0rqNaqy9IJS1lR1TwAVl+zQmB1oAg4KFMZhKTQdB9MKHV3ZqWQqsy5qKDJoh5tiSi5ULpl4jaLMxnbvUHLjMjUSV9LvUghE/xpxYm+Pqoyaib09qlqPpAf76xUdlVou1xFYwYEm4KCAxWEpmSrS2u4/88GZSp1hPIB3GKq4HBQdVbgpFmlttzIpZp5VUsMhPdhvZVL1Kzv9U51CJlBLdQHUmunBfmVTDSk7QR2BFShoAg4KWByWqtlqYipLYqmyjSucSq00VxWNxY7Kv9A066IsU3NyoLfq2ZiYZvOYdVH/ZKCQ51IDvQFUhwrtz4pN2SWKNlcBHYEVKOhmDLMBQkhkefu0PxNMilUiC6ZVD6mBXhZkBACV/DyVmTA92G/wn+8KVQujxsL95pKJXDIhr69wwqKbFf7yltrvtBOWcoxVd75jT+4oZaT1c77T7tf/hGU2yyUTwsnqf7+e987P+RYl4OrONz3YH24q0jSlivPNjsRpJlXqX2Z0vsxLUt7GXvn5QgW/MOnB/lVL5ulmDLMArYADBLVttxXae1VNpbC6FvAfJiVT0Uxq7MkdqmZT4iINGhR+OBVq1lwyYajTc/JNhk8odLUqtIqD0vdRwz90N6RZQiWF31IDvcd3basklSI92F9+s1wy8fK22xta26GyLi7lJ5zY28NenXa/DGW6xzBnpPhBqXDCoptN7O1J9nWHm2Lipcq71ngmtDKp0Z1bGjq6CtWVz/Mtv1+fm52J+2Uk5xFhVe93bPeOhR1dRTXrTA8vOxK3MqmS3YFmeL7iKzPtfsuA7TfZ171o7ebyduMKJ2RHNe2dge6GNGvQCjhAUFgPS2FXBlBXkxIAalvaRnduGd25xf9U2ZH4VCKu5I7erIsuuWu7Dk6ZHaiKvQJ12UegNChMoYdbYTKxroEVQGgFHCCwnxJVxisWEKTkN6V+Zed4X7f/lNnsSPzYrm00W9I3NiMsXru5tqVNoUlNB6fMAhS+Xwqzj0B1/LPCuhkKTdmgP+QBg1bAgYPC6OXceMJ/saHRnVtG/m1TeqjfvwiubWlbes/DRq2aO3oAKDQaa5w7YAHeSqZSGLQMap3c4wmFXK5kHg2F0AQcODDK9JOcytqAsw7e/hOCF63dzKrsKtEHjIN1JIiGf6gV06rszwqNxgwKM6OUzKOhEJqAg4LUQO+RRzYBQHqof/hLG/zcrpp1UdkF5fMO2qyLLr3n4ZpYm6ofgtqWNoVeQA0N/2DuDCVTKZS/AGDUKkjgZlCVy6ChEJqAgwJPZQmf3+Gm1esbVnWBohYxLEZJl5DV0JgWuWRCVQQW+P4dELAjsBQ1jNJQBU3Ac4mx3TuEY5UJTfGS/y9e87qtlVT/qBCFqSMaGhqFWLhmo8JbVYXyt7AGlpVJabv03EIT8FzCqIvKvt7aljZWjTLcWKQcTxVgNQj9z6OhoTH7UMiOhV0IWaSIjsyaW2gCnktEV3ZOvugq9lvb0tawqprI3mRft6qmAhoaGkFAUfmbHYlXwZqeYquMfacS8XOnjWYwoQl4LhFuitXE2jz5tc3rtlZh7A03xZJ93eoOTUNDI3DIjsSHH9hQRa2e2pY22TM98simqUQcdGTWXEMT8ByjaCueKhRwdGVnLplQYrMa271Di2kNDYVQ0lmSsS/NpqpgTdkzPbpzi8hO1Ap4bqG7Ic0GCCFl3Lrpof6aWBtz1pZqy+NB0c1yyYSVScnr2berEneyZ8L0UPEOaBUeXtX79bmZ3q/ebwD3mx2J02xKfMer228umRD9wgt/TGZ6vlYmxRQwABR+03PJxHVXrtDdkGYBuhTlLKGho6tUtfSXt93etHo9MzsPP7BBjoUuhaKbsQYM8vrKi8h7JhzduSXS2l5oCa/w8MR+J/b25JKJMgfg53zL7FfVhHq/5/J+k33dtS1tkdZ2P/s9tmsbk5uL124Wlq0qzndib8/Y7h2Mg8NNMc+/z/R8WSOTptXrUwO9TavXe0xuuhnDrEGboOceqhrCs1amSqzHjavXK5mnoaNLSYN6ALAyKSXzaGhMC7mWnB9kR+IiwsOnsZfdwdfE2hpWdfnvwJga6G3o6Gro6Fpy13ZdzHUOoQl47lEYC1012C2t/3mYnUpJisLCNRvZjbxP5JIJJfNonMXIJRPDD2zw79c8uO12Jlt9Ul1tS1vzuq01sbaaWJv/o2JqtXnd1iV3bfczj5VJTb7Yq7CPhUbV0AQ89ygaC10d6ld2pgf7lQRWLFyzUUlYdaS1fWpEQbYDa3yk5PZCK+kAwv+bMrZ7x9Anb04P9fvPoW+5a3u4MaakDGSyr3vx2s2XbH60cfV6P/Pkkon0YL+SGluTA701MZVtxDSqhibgQECVFdqsi0ZXdiqxHqsiTgBoXrf12C6/1jwAaFq9fmJvjxL6ZAFr/ufR8InsSHx055bsSNx/xZiGji6jNqqk2uLY7h0td22/ZPOjPufJJROiu6jPE2S9F5XU1WH2Z//zaPiHJuBAQKEVuqGjS1USkSrrcbgpZtZFlRi0m9dtHd25xeckZl3UqIse37XN/wXPJRPnZiIHE2T+L6BZF514uodmFXzyj+3adsnmR5vXbfU5T3qw36yLKmk1PbZ7RyWhW5VAVb8mbX8OFDQBBwIKrdDsdlsJ2ykMoVq0drMSg7ZZF23o6PI/lVkXXbR2s38ODjfF/HdcPhMx8XRPsq/bpyCzMqmx3TuWf/z74Ua/VJfs627o6Ao3xZQYjZWwppVJpQf7lbAm+4ApiZbS9udAQRNwUKDKCg3qYpgBoKGja1wRcda2tCk5KlUlR1RxcENHF+tk5fPtszKpib09qu54is5/5JFNx3yfb2qgNzsSjyxv96k1rUzq+K5ti9ZuZtH7fqbKjsSnRuJKVN3E3h4l2hcAxvu6VVl6J/b2+HQhC2j7c6CgCTgoYFZoVVOlBtQYtBvVuV0V3hYsXLNxvK9bif1TCQcDQKS1PdwUG9u9o2qLNBP3NS1tzPU+sbeH8XGyr7u6uw2mwNg8whnZ0NFVtWxlgei1LW0sO9aP/BXs69+pyWT0orWbfc7DkOzrVkJ17HZK2VRP96gyGmv7c6CgCTgoYFZoVVNFWtuVGLTNumj9yk5VUzV0dClxKpt10cbV61VNpYqDa1vaFq7ZyCiz6hsgsy7KuJylada0tDESndFs7Nd/aiRe09LG5mEfiabV66uz0LIJsyPxhWs2+leHCtkXuJ9V1VRNq9crmWpyoLdeUczU5EBv/RWdqozG2v4cKGgCDhAUmoaUOEoZmhRRHSh1KivMShIcrMSyzQhvdOcW/8Fi7NiW3LV98Qy5it3rqGpGmRroZXSiRDmpZd/UQC/zbig5MIXmWcblSqZKqjNlg9IfGQ3/0AQcIERXdqaH1PATc5QqCdBl4ilokdXw/9p7n9g0snTv/9gW4s91vTQlFMtFZDmy53KlN77KlYgXV+q4WcXKgolXVptNa8LCUmdxkZrFjNSoRS/ugpY8C0diYbf6LnDklSMWkbOiyewwi4yI9LvMgJIfMoVsoSKoLMBCuN/FE1cqGOPinBPA6eejVitO8KlTQNW3nuc85/vodiWxn+aEVXAurxd+fMBlwZsQcvPRBq/773BpKbLF5WZJXOvhq74Ql/MqM67sx6Y45bFr6QSkMdiHapZyLUXm9ehTL2Qw/zxSYDOGQdC7GYMefWOGHhjxXgcLeIPH7T1gu6GeNVSTKHExr9d3emA0zdfUF/6VxTQfzO47vBc+7yYBgz9uS5HHrcLFrzfdcS8bzfiA+pdd1oDk4nGvHLDHxPqaXtfvJPWA0IDhsnPsOC42YxgM2IxhQPRoxqDnf4N3TKJ0pdWcEe/1liIXfnxg8LhXDljcDEDwym6aD94LLUX+1//+G6NpfmU/VnkRG7cI8K9czPrbDVW7dY5mk4BrelxI7XSVJYrjKqm4SZQui+f6Pd/D7eDsd7uXaVhf52vkMjF+vpUXsVuh3Su138iAh9vBUzln9H3GZgwDAVPQo4XJIfFy5OBY1UUIcS6vH+1Fm6Uc457XdkOFZuBcvBecy+tz3z+HmIN9NIBLdhS5yETPoLAvOO47IjrnDS6j8dpGDPCqmQL/Dfb91ghfUIBHC46OHAQWlfOZ8k6YsSBLzSbLO2EuqjlhFWYeb8GTAa/njJnHW1jY+bvCJEq89h0RrpKp955kp8nvIQP9N0YTFOCRA7wka+kESxltu6EqqXgtnagXMrWDxBmb1NnmPWZO8QEhxCRKt0K7zvvrp8wlx8jvE47BNEfnDUJIq9qr+3V/QykyL2MAgv4bowoK8AgBJUUn2WS9kCk/DbOkVSeswllDhfbd7MBmGOd9bok1QohzeR0bkSJDx77o42Uy1W6oJofE0f2KyzgE/Z9HGCzCGiGg6JGXajqX19sNtfoyTgjhEr+CywR7M3AEGSl4BdMn2STHHG8tnTBSsWwEzD+PLBgBD4daOnFxO6zF5YYupPAje4A4YRUmb3vHLdzydeR8ww+CIB1wzPFy7L5Arso/Nzl1HUUoQAEeDiZRqrzo4hsMJUWaBrNjcblnHm9h2Iog14hmKccxMd4j/6xmk8XNAArwsEABHg62eY/JIXVd5rG43LdCu2bJbTBvDCXKPV4A7vmUE0UQZOCIS/7eTmpqNmlQNXvkn5VUvPRzkMuGQIQOFOCh4VxeVy5p6QNeHAbXbCwut/GrEUGQ687RXrT0c9D4mm5XLS/vhI+fRbnOC+kbFOChAf66l5kPG28tbhIlccnPxfpfzSYPt4Ps4yAIcpHKfoxx73tLkd9EV6Gy0iDQHaTjL4ubgdoBtyprhBoU4GECQTD7OI4lP7tHFTlv4cClxRDh5LOBIJ8B9XzmTXS18iLGUg6pZpNvoqunMofd89NrEfvdD6qM+bNhgduQBkQ9n7lY9txuqGdNtbwT1vvLG2kWdPFlJlE62ot2lFqAJPc1oEmUyjvh00vWnwxOr57PgJBfufWQ+nwvOy7p83zxuHjcK18D+kQ9YEuRtXAT/pXufFuKrF+v1Y9Afb7jFuGsqdbSCb0G1/MZcvNfrhwNYQcFeJjANqHaQYLd40JY8NbSiXo+w7h1AfLetXSCcU+FSZRMosQ+DiGk3VAxmEYGTLOUAyMqg/3EeqB9exmtmE2iZJvztBTZJEr1Amu6q3aQmLztxfLM4YICPCBs856uHnXthlqIPDCJ7w106vmMESu7ri8ziVJlP6b/e+NdXPQDthvq2+iqbd5zUcsNTk877uF2UDs14yfSQUuRa+nE5MLVNwu682V/GR53dI7bLOVgcwHLcaFvMfxZ6+xLPWA9nwHXVZMowb9Sn28h8sC5vG5f9HU8avf7PtfSiXGLML0W6ZoSx25IAwPXgIfMhFWwL/q4rASDzrE72E1Yhem1CJeqrum1SC2daLJ5PkM9Wmk7yDgOIaTdUNkHQT4R7CuRlf3Y259Wqy/jjDHrhFVwLPlhOz67i9zRXnR6LTIb2mXc2guXNlzmjIkuJRWHIlCWQRB2UICHj7jkP5U5lFARQqbXIuyVloQQCH+NrCr1ZsIq3FgJHe9F2afkerTBRYOrqTiXxx2EFy1FbpZy//jzl+zPfJOc7I7bDbW8E555vDX73S6j1FX2YyZRss17JqwCixtzu6FW9mNcekDV85lTOdd7nzEyGFCAh49JlOx3fexqR87TZZdtbeqLGyshJRVnFzyLy21f9LHfWy0uN7sGQ3BvEqWWIrNvCOFol38dqezHoOyAcRywaTtrqtNrEZZxmqVcaTs4+90ue0VFeScsLvnBwYZllbSlyEoqznheQDUVN4kSl4YKlf2Y/a4PraFHARTgkcC5vF4vZLgEwT38PfoCtEpbCWPBvugziRJ73MlFgwkhwoJ33CqUd8IsG66gyuxoL1rZ72IpOrLwysBDlTtjzy5y7uNmEiXn/XUWSQD1dT3asLjcjA0BlVQcFoZYBgHKO+GplRB7phe6i3JpdFjPZ+oFQwvGyABAAR4JTKI0edvLJaKC7DGXIBget7kkbKdWQlyiJV4aDA0WT0u5I4b0uG3eM7USsi/62g21nqd/fmo3VBByNZvk8hB2GbAX7h9//vKI4bkKzrTdUMUlv+Oen1qo4Kxbinzz0caEVWCRBL36Ug8C1POZWjrBJdMLFw4XIa+m4haXm0tvhlo6MXnbi+HviIBV0KOCuOQvPglwaUA2tRIq/PiAy5U/vRYpbgaEBQ5X7MzjrbfR1dnQLmNAoGkw+w3XubzeLOXKO2Hn8jr1UJpnWUuRyzth27yn33d+wipMrYQIISBsEFLDWv6EVTC73CfZZLuhXlaz2hUY6rSUg0FgQLPLPWEVLivIvxJtnxsogX3RZ6cYhRBCSLOUq6bijiU/u2RyVF9t6ZdLzFpNxWcebzGOQ2Dz7ovY3PfP2YcihNQOEjPfcpgVwgUU4FHBNu/h1f5TW1RmV02TKDmW/Ed70ZuPNhiHgpx2cTNwK7TLOBRHDba43JBpN7vcjGUp4PlXz2eO9qITVgHe/L7EGIRNWPDqd5WAlELwOmUgMoOjg9bqB4E/Uywiwmp3u6EKC15YzmSsV1BS8ZYi3+CRm+WovoSQ4mbgxkqIS3RY3gnDygv7UHyXbG1zXbYXIsMCBXiEcC6vF58EYKM9+1BvoqtcIldxyV9LJ4zYWl0JRIdHe1EjQtIbjhoMTwbggw2pcpZ0KASILUU+3A6CayBjKsI27xm3CsbPkf291ajnM2o2CQuiXAQAQkz7oo9LCS5f9QUjOS5VTtAchf2ZlZy7aHEJf1uKXC9kMPwdKXANeISAJ1MuK8HQoYGX3zpsC+ZiRyUu+XnVD+vXg9lryIUF79RKCAx72YuqoGCVvRwXGIpdEVgwTq2EnMtM5VEaUG81vRbhInJ81beWTpyWclxKk+Ahg0vlMyEEbPK4vP9w0WH4O1KgAI8cXGqYCSGakwA7FpdbXPJz2ShFdO4cXPY4uR5tvP1ptfIixsWmA+50XExInMvrYFrEPtRQ6G1h1hcd9VbsA/JV32Ypp6TiLh4BK4GM8aKP1zPTuEVgtO8AoI6afRyEL5iCHi3A67XKY8sBZA55VdU6lvxvo6tgy9xSZJb7C7hzlLaDrarMvux9cr6VqJZOsJd3wfr0NdpWdF3gqEl81VcLWHk9GbQUeZa5ygGo5zO8/KqqqfhEPwsZyGAY++2334Y9h8+fsbExg5buzVLOJEqncq63MjVLOSPXUkuRW1UZDt17adnggGABf+W5gIBd9pp2Q9Vaqo1bDN0UjExPU02D7zOv45KrzhePy/G4kBy68sXGj3vWVK98CjR+vvVCxsgzpcHvs3bxsg9YL2TMktvgo3NLkf/z3//w66+/XvlKhBGMgAeEfdFnJKgtbgZcjzYKkQdQUgt7SLq+zMgOB/Aqgj+bRKnHr1w5IAQK8Gezy927wORK0/x6PqOk4ievkxaX28iJGD/f3sftd0A87qgdF/YfX6lJxo9rEqUr12sNni9Mj9f5FiIPTA7J+H2jx4Cw4jPzeKu0HTT6+WIzhoGAAjxyTFgFWHAFH7t//e+/MQ7Yqsrsyd6zhnp2vjJ9xslruqXIhR8fMA6F/K7Q9nex0yzl6oXMHx6xXl/aaEoqzivHq++7wE5lPyYu+bH1wgiCRVgjB3jTt6py5UVM33+bAhgH/szYQBQCaNucx+SQeNkZQn9TLkMhSL9YXG6z5OYlS8c8NtcBHPsuEEJgDzeXSi6EOyjAowUEhdAJnB2Ly22b8/CqhQZmQ7vXt7IXQfTwUl8odeR1XXDsu0Cw8+BogwI8aMDw4bJ/NYnS7He7Jgc3p1bbvGcu/HzyNp/42/01AAAgAElEQVSLmeh8ExEEAWzzHi6uk4Rr3wXST+dBNZvksvsR6QsU4EFjcblPXid77MmzuNyzoV2+knnz0cb013ycARAE+XSclnK8+i4QYzaW7YZ6uB0s/RzEKHnwoAAPGui8BgWTl70GJPPGwysCzXo+U9wMGHxuxbwxgow+fQXTvb1xjHQerOczhciDk9dJjlk3xDgowEPAseSfsApXttoVl/y9jVtt8x6o1+AyK0xAIch1Qc0mC5EHvRtatxtqj/AX7MmKTwJQ6YkNCocCCvAQACuo2sHV/XGvzERNr0WqL+PsdlfNUq4QeYAajCCflJYiszRjJoQ0S7niZqD0c7BVlXsnjbXuVV053otWX6I55ZBBAR4OwoLXNudhvBQJIRaX23l/nb1TgsXlti/6ipsBxvkAKOQI0gEsGBV+fMBidKpmk29/WtW2FJoZth1Pr0WwLmTooAAPjem1yKmcY3dIh2Y17P0DplZCXMbh1ewIQUYB2JffO9nbm3ZDLW4Gik8CIJwsZh3CgldfGsJYNgUPyva7WB0yNFCAh4aRaiyDTK9FoHUr+zhg6MMyCHRCVFJxLn4dvEw/EKRflFT8TXQV9uWz7MqFtijaj4wVziZRGrcI4GDDEgFD+Yjz/vr0WmT2u91JTtuOkb7AZgyD4LJmDNCWQP9P1Ob1IFQdf0lhmg8W8JcZVPXVBMJIo4XeA8L7Y5vzjH6TADzuCB73ytYIvY8LrRrgz+xNET7kjftpikAunK92pUN/BQiCKd5nuEi7eoFhM4aBgV7QA+IyU3U1myz9HJxei8BzMYt5/eF28OxjL3g60/x6PnO4HZx5vHXxku7LrH9ywXtl2zgjTSCO96L1QsZloJVs7/OtpRNaIPLZNCf4zI7bbqinpdxlMaKR4zZLubc/rRJC6oXM3PfPe6tm7+lB30Mwc2VpigBlU64/bdjmPcd70em1CPX7XNwMdO1f0u/7XM9nik8Crj9tdI3ssRnDwMAU9JDhVY1FOCWQCSG2eY9zmU9hl+vRRmk7yJJGnrAK02sR25ynuBlgGQfaGB9uB3k1SEb48o8/f/m/wTv//MuX7B8QbGmdvO1l2VqjdR2e/jrCYuYKbcTEJb+w4IUvM/VQsKzj6tmIzCBHe1HbnIeX2yVCDQrw8OFVjQWXN7RRYhxKXPJbXG72giwuGgxMr0XKO2Hq8q4Jq+BcXp9aCdXSiR5WoAY52ovi4jQhpLwTPtqL6rteUgNiaZbcLC6MtXTieC8KEmXEf/EyNPWF3QEsQ5V3whYX00kBLUWu7Mem1yLsflVKKn4q51geBRBeoAAPH47VWMKCV1jwsgsMIWR6LcK+Z5Hw02DIvNXSCZYpQfNX5/J6vZA52otSv+H2RV8tnShuBq6jEnOp1yOENEu5ZilXfRlXUnHqaiCwg6gXMtNrEZND6t1nujdHe1E1mwTVNEv0bo569aWejDalliJz6Wt0uB20zXOIWbXaK3TeGAVQgEcCg95YRrixEjrjZI8Fgsce3PDS4AmrMPN4a8IqvImusjysQJMoYcFb3AzQvVEWl3tqJTTzeAuUuJZO1PMZurMrbgbKO+HKfkxJxev5zGUJ2JYisyc2mqVcPZ+ppROln4P/+POXdOeuDVJLJ8Ql/7hF6FouYITKfqy0HYRVGLBAp1OFdkN9E101idLN80IB6jCRo/rCW3TTQO3ClVT2Y2cNlUvMerwXnbAK2J1wRMAirJEAvLFKPwfZ++NCIrr4JMC+rwAEr7QdNLvcjPcjTYPZb23O5XWzy/02uqpVrtFhm/fcCu3W0ok30VVxyU/nlW1xuS0roQmrALufj0s5s8ttX/Tpa017iwoUxTRLubOGCiqrZpPNUu5oL3payplEySRK41aBEHL8LOq8v35lMlM/FNQ0mV3uZilX3gnDUGaXmxwQccnfV160WcrV0gkYzSRKUChACKH7boA42Rd9+tIhOqGq5zPlnTDjlwHgqL7wCc483mIPNJulXOVFbObbLS7NEmoHCdefODwTIFxAAR4VIA5gj3IIIbZ5j+Oev7wTts17GK80WL4qbgbmws/Zh+KlwcKC1+JyH24HGdfnCCH2Rd/kgreaih9uB8UlP/VN3CRKIEggVKDEFpcb7sJXnm/HC05LOa3nIwgq5CGgUOAy4SxuBjTBtpzLpDagFj+1FNk27zH4Eeh1V3uw0IfO/X6U9XxGScXhy8BlObOWTsyGdtmH4qi+4LwxtRLiMlR5J+y4R//N1NNSZKy9GilQgEeI6bVI4ccHSirOKCqEkKmV0JvoKiQJGYeyL/pgH8Wt0C7jUBw12CRKM4+3jveih9tBqEyhTkpDfRYUuUAr1tJ2kPqeDjExIQSCzrOmCns/qM9X+8XJBW/vW6fBLjomUTJd9ZquussIlBRAhoZdL0GZTKLE/rUkXNWXEFLcDAgLXi79x2rphPZsx4iSireqMq++xQgXUIBHCMhWVfZj9kUf+x1qei0CGyLZmVoJHW4H2YuiCVcNhls5FENNr0WqqThhaOoC9Vna1s/SdpDxVmVxuSEMtbjcp8Z8EnrAq0GsQSA/zEWNyHnhD0ThXGp/mqXc8V7UvujjInJ81be8E2bcbqTnrKnyel6BvAXWXo0UKMCjhVlynzVU2K3POJTF5Xbc89fSCajwYhwN3ANOZQ4Vv3oNho3LLGG6fdFndrmLm++7qjnvM8UKWiRdL2TYN4Zd350eUzwKd4HKfqyez8AeMC4DwvrxDR4JXsJbfeuFjEmRZnkE5e2GWksnHPf8XCYGtVeovqMGVkGPFsY7FRocrVWVuUSu8FA/bhHq+Qx7E2JNg8+aKpfODZplICMmUfrX//7b7He7M9/SJ40RPbBYwCuCr6UT2l4jLgPyVN98ZtwicFnbJoSUd8JXNhw0PrHaQeLGSghrr0YNFOCRg6M3FiHEften7ftkV00ofSpEHrBHh6elHJj8nco59tKzGw9D9rs+k0PiUsVmcblt854BZ30/V7hkiQkh7YaqZpO2eQ+XjT3kfB8zL/VtlnKH20EL834BQM0m6/kMrz5F6Hs1smAzhkEwNjZmmzN0Q4e1t5Yi1w4S9ru+y1JGelvjHkAYDS6M4N5+WYbW4IC1dAJUkxDiuHdpZhuO2/t8lVRcC1snb3t737b6Ol/j7zOvl+FxB3NcqEjidVz4BhpZszByvvCMe9ZQuZyvkoqbRAmuL8bz1d9MjH++d2/+CzZjGAAYAY8iJlGavO2tHSSUVLzyIsboX3HWUM+aKjRjYQwQ9ZXGp2yzEpf8zvvrJofkvL/OJWxFPnt4LWG2GypUHoBrNDugl7xCTI6jtRtq7SDBaIuNfDqwCGtAaMYFvYFyFUKIkoqfvE5CjHjRS1Z7WW9gX41+ffSyLQ0GB4SXVfZj9UJm3Cpc9ivGu+XAgFe+0vj59nVcXi/D416744pLfpMocTnu0V4USugnrAL7+cLiDji+sZ9veSdsckhaHXUf54vdkAYCCvDI0VLk8k5Y6x7KCNxoKvsxSB2zx5q2ec/M461mKXfCw08YQYYCr4gQHNBu8XACIVw7LpDz2iv0vRplMAU9OJql3Jvo6pUSaBIlx8fJMcYUtH3RNxd+fuNhaNwi8Er2cmnwgiDXHZMozYWv6DpsHF4dFwCK2iv24kqkL1CAB4dJlM4aqpFWRcKCdza0q5WHnHXzeOrX+Elc8s+Fn1N3rUEQpCu84st6PsOr4wLpv+dgLZ0oRB5gWmvAoAAPjgmr4Hq0cSrnjGwHAn/Eue+fX2YQ/Ta62m9kPGEVOBosIAjCEdu8h8JxvWvP0L56DtbzmTfR1fLTcKsq49a7AYMCPFAsLrfz/nrlRcygzwaYGHRN9trmPcXNAHsLYcJjYRhBkAFTz2cOt4OFHx9c/Cfoo3Vlz8F6PlPcDBSffHC4G8fV4sGCAjxonMvrtjnP4XbQuHZ23boHtrrsGtxS5K7XMIIgn4J2Q2X0koMemsUngZPXSdKtIRW02rwymG4pckcWDd3fBgwK8BBwPdoghJQMLAb3Zubx1llDZXSaNInS9NeReiHDxRISg2kE6Qp4Ox9uB//5ly9P5Rx13VY9nznai+pd2anzxtCPedzyQaexRmTAoAAPgQmrcPPRBrvdPywqwwXJMo590TduEcpPw4wa3G6ob6KrvEw0EWREaDdUyPdSh63thlqIPCg/DUPMSgiZpC11hn2AmmqaHBJLDXY9nzlrqpO3308GNywNGBTg4WCb9zju+Y+fRRm3GFlc7puPNqov44zaaXG5p7+OMGrwhFW4FdqFjusskwG4tKNAEBYq+7F//PnL6st4vZA5eZ2kVs0Jq9ARa7JI3Wkpd9ZUYaciS8zaLOWOn0Ud9/w3H224/rShyTAyMFCAh8bUSsgsuUv9LAZ3xTbvAe1kVCz7oo9dg7XWN2o2yfhsUdmPFTcDjIMgv0OapVxLkQ+3g8XNwD/+/CVLSkZfx2Sb87AskYJq6jWYjno+U34anv46Mhd+br/ro84/txtqaTtoltywM0JY8F7f7pnXFxTgYXLz0UabeRGXEGJf9Nnv+g63g+yWHVziYLhPFTcDLM8EM4+37Iu+4maAsYkTIaSWTnApF0c+KfV8RvuP5ZtsEqVWVT55nawXMhOXG6YaQW94zjJOLZ0A1YQ42CxRCjn0XLLf9UFh5vRahLrZVHkn3G6oNx9taH+D+efBg92QBsHY2FiPpZp6ITNueS9azVLOyFN215e1FLlVlc2SW7uQoCTKyBJRx4D6KV153Itox22WcmdN1TZ36UO6kQHbDfVUznWdz2XH7fpPraqsfQos73Nfx6Ub8Pd5XPi2wN90/c4YPO6V4xicnnYVtBS53VCp38CLVwHd+wwXQtc7Sb+fb+8Ls6XI//nvf8BuSAMAvaAHhH3Rd9kTdHknrGaTN1ZCFpe7uBmYebx15WhdX9ZuqMXNACFE+yfjZu4dA8IDu33R1/F8bXB62nGbpVxpOwhW9cZPpOvLWopsdrmdy+s9ntN7n28tnajsx8atgrjkr+zH6N7nyn4MOuLpb4LU7zPjy0bhuPDttbjcZpfb4nLTfWGKmwHn8rpW3Ou8370/x5XnC9t7oPnmuFU4a6i9j95jeuWdsLnhnl6LWFxulve5lk7Un4anv/4oVKX7fN9EV82SG/o0GD+Riy9rlnLFzYD9ru+yqxKbMQwMTEEPnxsrIZMoQUaIZRworoZeDoxT4pKLJoRYXO7Z0G5Lkd9EVxnPbja0Swh5G11Vad3ywBMb1Bc89CkGmVzwwjsM9d7UkxkuSip+uB1k33imZpMtRYZml/V8hm49spZOQBOCqZWQySFN3vbSJXvVbLIQeTBhFeCrMr0WoVvUhGL+dkOdebzFuC9WyzxTJ4o1yjvhliLffMTaWQHWvEyidANN8UYAjICHz4RVmF6LcFnshBqo4mbAnIqLV/ng9AZuGeWnYXKJE4hBoP6zvBMuRB6w3NHAR9O+6CvvhGvpxNRKiG73BezieBNdreczlf2Yc3l9csFr/KZmcbnhFGBrSj2fOd6LEkLMLrfBNKDG4XbwrKGaxPcZRbPL3bsBe0uRlVS8dw6gN7Ak326op6Xcyevkyevk0V4U3lXjgzRLuWYpd1rK1dIJ27zHseSvFzKXRWY9aDfUk2yysh+zzXvGrQIEcDdWQhQqDnaMLUXWf8EmrALFG/U+Olz0sZu2clRfJRWvHSRmv9tl7/oAT5/9fljIJwIFeCSA5kLHz6K9l6wMDjW1Eio/DbNfYLw0mBAyvRaxpRPFzUC/t/sOLC73rdAuFEg7lvzUDxnw0AOSVtmP2Rd9jiV/X+/YhFUQFrzCgndqJVTZj4Gcn5ZytnkP/KfdK5VLHoag/kUviuS8IV2zlCtEHsAImkITQmC/2WXv4cWhYBERCpqKm4Hx8/o4cBwctwjO5XUjH0dLkbXyKLPLfdZQ9Usq9ru+Gysh4+9eu6FWU/FaOjG54J15vAWGbvBPFI2AlFS8moqzfBk0YJGC8SuqDcVLfWvpxPGz6PTXES42VdWX8RsPQ+h4NSKgAI8K4pIfbnAtRWZ8zrUv+iAmsM0zbZwgXDXYvugzu9yws4gxvADZKO+ET87XzunGMYnS1ErIubxeTcXfRldt8x7n8npfVVoa8LvwiyfZJCwogBIfP4uelnKXSZQW8Om1R7+kp8kqdKo5a6qwr6ZjTZEQounrxai6Y40QtPnKLIKaTcJ3EqZnX3y/atiRqjGe6YXHi3o+Y1/0zTL30G2WcpB+ABVnGYoQcrQXraUT7GlnwlV9m6Wckoo77xt6TuoNGE9O3vayP6kgvEABHiGm1yL//MuXh9vBW6FdxqGcy+stRa4dJNjvJnoNZgTi18Pt4OF2kLHrOCTba+lEcTMgLvlZtojAThXn8jqMZna5xSV/eSdM57rQkaOupuKEkNpBolnKGSmTuYim0C1Fnmx4QQg7XtPvyCZR0u8/0dMs5er5zEk22VJk27xncsHLkvTWAHuW01LOubzOZb9pZT+mpOLTaxH27rmwLNpSZIpmRBfhqL6EkJPXSfvdS+s3++JwO3jW5NbuEOECCvAIMWEVTA4J+hWyX3LTa5FmKadmk/0mVy+iaTC7jQAI5/FetLgZ0O4F1EG/fdE3ueCFBWY4X5YzhapvsPZsVeXqyzjL+UKO+iSbJAVim/OYXW7GZqsijyzrlVRTcbPLDa0+uAxYSyeg2su5vM6l2109nynvhOma912kWcqVd8IWl/sm81MvjHax5pmOdkNVs0mz5OZSLVXZj8EWJlz6HSlQgEcLkyjZF32VFzHIXjKOJix4Ky9i5Z3wZeGOcTQNrqUT8Od2Q6W7mGH9FdZxLS433KDpokOiGWvnM+WdcKsqw1RZ3jr97541VeriXqAj4OPS8eKTwjFCqqUT9UIGCm55LTrCt2V6LcKrcy3sgOLyZFNLJ86aKq/Yt7wTPpVzzvt80g+VFzHn/XW0dx01cBvSyEHRr7AHk7e97N0aAPuizzbnAQ2GKiGWGYIy1QuZ8tMwbGJhmZveEZfxZNsNVVjwTn8dmfl2yyy5GTuk8oojryMtRbbNeWArLftoajZZSyfMLvdsaJeL+iqpeL2Quflog5f6lp+GbXMeLup7tBet5zNczJnbDfVwO2ib83DJYyN8QQEeRXj1KyQXujWUd1gto2F/cHEzcNZUGXOq+tso4xasej5jEiWwp4ccPvVQsCQMYbRmq4lQwPGOD52IwOuDSxIVNrOZHBIXLdfWfdmHgtGqL+O8HlzgNuJizoEhnwIU4FGko1+hmk2y9BfSujUUIg9qBwn2WHPcIoDVH6MNxbEuVK0XMiy9hIUFL3hHO++v/9vGKwfWeX5e2Bd9t0K7XARJ77PBJT/Bt+pK67XAXlxGdFE+Lv2OJijAI4rWr7C8Ey79HOSSoYUlUkbVhNgX/nzyOsmShZ5ei5gl98y3W87765O3vVyaGAJ4u/nM4KJG5Lwvr23ew0uT+KpvR68F9tGg2yCv9XKEO9iMYRD0bsag52JTBPhDRysCuqYI2t9ftPswbuZuEiUw7AX0vR8uHtfIgKPfJACP+zkdV/9P7MftaFvCeL7QMkS7PBnPl6UJBDZjGAxYBT0gejRj0KMZJtTSCX0x0VlTdeme2fsyc3cs+cF4CCJg+JuOkILCrB+sIVqKfPG8RqFJAB4Xj/tJj9tS5MKPD+i6LHR92Zvo6rhV+EPob9plznK+h9tBQsjc98/1+t3H+WIzhoGAKegBUXkRM74Fpd1QLy6IntJ2SIWqornw8+mvI/A4zGU3woRVMPhUgSCfHyZRmvv+OZdcMeHXawGopRMnr5N0m7nBMIt9DogRMAIeHEd7UfO5TVJvQDIhclVSccgeaxtSqZddwWiCuhEQgiB6eO0xaymymk3yKgprlnJHe1H7XV+/C+f1fKaWTtQOEoQQsrTEPhPkSlCAB4Tjnr+ez0AKyGAxZ4cMw2MpVJGwzMQkShi2IsjoYBIlFlcvSJhBzw+KboOwlqSk4lptB3tLGMQgmIIeEGD/RAjpt++vlkCG51noynfWVLlEsSw7fxAE4QWF+rYbai2dONwO/vMvX7aqMoxw1lAJIcaN1pVUvBB5UH4a1ldWYtX0wEABHhwWl3vm8VZLkbXma8aBBVf4s96RimU+sCGyvMOhywKCIH2hZpNHe1E6xxgwXv3nX74sPw2fvH6/qxB6h5hEqa8N0/ZFX0feG8PfQYICPFCgWe+pnGOXPfDWYNHgCasw83hLzSbfRFcZJ0M4FXYhyGcMNI1+E12tFzKln4PVl3G6Gi6zy91RJ2Wb81Abs8883tI3HcHwd5DgGvCgsS/62g31+Fl03CqwtMXl0qlX6w8IpY8sTkPlnfC4Vbj5aOP37H6MfK5AJ2Poo2x2uemu3A8lToQQQmxzHrqLBVTzbXRV21jIQmU/dtZUzZIbstC2eQ8+TA8MjICHgLjkt9/1af7M1NgXfexxMPQHbFXl4maA5cKbDe2aROlNdJXd0Kqez3BpRIEg7FT2Y5UXsdpBAv7fLOWoaxin1yJgVw6wbGE6ySZbVVk/Gh3gO22/67sV2gUva4yABwlGwMNhei3Sbqjlp2GTyGQHzyUOnrAK8DBefBKgNtUD/2o1m4TsOkuHmcp+rFnKiUt+9k7GyO8TrdJC85Kj/mI7l9fr+Yw2jnOZvj+g3gzH5JCoL1jN/3JywVvcDJhE6YzqgRV8pydve6E+1L7oM2PrkcGCEfDQACfkw+0g47Z3LnEwzAfGYWnnJyx458LPTaKkpOLUptMzj7egxe/b6CrjSSmpOObTrhFKKl7Zj1X2Y2o2Wc9nqC8NSO1qqjl520utdmo2qU3D5JConyyP9qKgmrPf7Y5bBHb1tS/6IBdNNyXwnTZLbn0HaOz9NWAwAh4acPEUIg+KmwGWXYCEUxwMvztuFcCUx/hOhg4mrIKw4IVQuDbvoRvHNu+BArFj2kpRDYjIwYQE16c/BfCIwyV1eVrKaauk4xbBiG9iV/T768Ytgl5jjAN7aqHT5VlDbVW7uK72Nc7Mt1vwLllcbrqGXRd7P0xYBYp3vt1QIUMw83gLk0xDBJsxDIKxsTHbnKfrddIs5U5eJ82SG7b51tIJIwra9WVqNnkq5xz3PqRtjd8Z9QN2TOnK414EjmsSpdpBoneqzciAkLi77A28eNyLL9NSiJO3vfCMT/E+9yhSo3uf2V82IsfV3l6z5IYmytTH1Sd7tQ/rsuP2mF69kIH10d7fnN7Tgy+e/a4P5ByWRQyeiB64MPWnQ/c+txtq9WWc5cLUXnZxSh3HvXvzX7AZwwDACHjIWFxukyhVX8ZbisyybkoIERa8tnnPZZdoX1OyuNxqNll5EbvsEjWCSZSc99fbDbXyIgY5N7pnbfuir5ZOmF1ucOW03+07kLXNf7gFw62HGO4MowEvbpZy9XwGzEGhnfuAo+qWInM5YkuRIdZkWYxsKXI9n9HWNU/lHEVABi2AKi9i8L2FH/XPkcbHqR0k4JvWUmQ4KYrafjC4OGuq2hxAgCkuT+1Z1nmf1Xvu4uM1NXAdcRkKYQQFeEDY5j098lcWl7v8NAz3ViNprno+c9nLYChxyW9f9BnvpnJxQMeS/3gvqmaTwsKH9bMex9XTcVz7og9ScNNrkYsxjcHpTa2EnMvr1VS88iJmv+tzLq9f1CEj5+tcXm8p8pvoaj2fgYeeyQXvZXeiy6bXLOVOS7l6PgMF2xNWwexy62W+x4k4l9f1Tixm1/t+jibxfcNKkyj1eFv+8ecvxSU//Gtfny/IEiGk3VD1jT1aVVlJxafXIsKC18jHAUuzp6WckoqD3Jpd7uNnUUKI/a6vI9nbY0DNAbGlyOMW4VZoF05/3CqcNdSuv3XZ+cIeITWbdN5fh8K9U2O1yhen1yzlwMpR/12lu45q6YSSil98T7oetyvacWvpxKmc61FHZvw6ainyWVPtXZKG3ZAGBgrwSGBf9DVLuerLOLsNjX49mAXwzjTtx8pPw+2GyhKdgwVYZT/29qdV5/116l0c4MoJDxaFHx9od9t+xzGJEkxJzSZhUQ1aoBsP3SBJAG91u6Ee70WbpVxlP1YvZCDhCXqsze1wOygufeiLDoZoHXKob5LRLOX+N3hH32hW+92zpgqdtbTberOUgyJYvbJqpWdaK+jD7aBe6bXHF5NDurES6pEyaTfUej7z/oGjkDFLbnL+QKkNcpJNTi54DX5JwPRfzSZhEOG8lBf+ta9MSbuhas9kmoRTAzuOHPf8LBv0ASUVP34WZfm2a1xc92Ua7SDhuOfn1cQJYQQFeFSYWgmdNdTaQcLgck4PNA1mzEUTQuAmW34aPi3l6CpZALCwFha85Z2wmk2y+HVAdOJcXi/vhMGAnnq3krDghZyntntKX6tVSyeMeGVPWAXQM7jVQlhcSycgkLK43LZ5z8nr5Mnr5I2HH27regm8+BlpfVs7dFqbT6sqH24HTaJ0KufUbLIjhh63Ctp9H5S7ayPYyovYZQ8xkFuGYLelyHAWzuV1GA0iM/0n6DLQRw/e52oqTghxLPm75jCIYVdkkF4lFbfNezq63lLQUuTD7eBZQ9XqpFiALzkXyYTMM5ehaulEvZCx3/WxP14gvEABHiGm1yK1g4TxroU90DSY/W4CuwOLm4Ems2Olbd4zG9ot74TfRFedy+ssUTX4h4C3Xy2dgMiYnN/l+3rsMImSuOQXl/wgnG+iq7Z5j7DgrezHWtW+DcL0iWhI1WrbsY6fRc2SG1LWxuem1+l6PlM7SEze9sK6QGU/Jix4qWOs2e8+Mg1ulnLthnq4HaznM1pu2bHkN9hAs8e/Qqahns8IC97ptQj7d7KWTlT2YyZRuvlog3002PskLHhvrIQYl0XBX72lyMabnvUejZf6Qo9CQgjLYzTCHRTg0QLye311LbwMLa2tJUup0RwrT+Uco2Ol3q/jRLdRuF/VBDp2K5lEqVelI38AABSrSURBVF7IqNmkhSobCdp5Q1ubrMqE7bOATHW7oYJjvskhnTVU0CGK0QghZpebPdrTT0//I0T8zuX1qZUQrzqvZin3jz9/CY841Bvb9NTzGWjHyUXICSHFzUCzlIMlcMahmqXcqZwzS272ZDg596jiki5ulnL6JD8yOqARx2hB3bXwstHMkpvdo4OcR5wmh6R3rKT2uAC/DkJIs5RTs0klFS/9TG9IAqNBdRUh5KypHm4H6YYi542nNHE6a6pwj2YZcPrryNz3z8GihOVGD+lu6l/vzdRKyOJyCwteLuLxJrr6Jro6YRVuhXZvhXapa+A16vmMmk3CI8Jc+Dm7+oLDxrhV0Hp9Mk6vuBkwOaSZx1tc3kBYQmJ/ZIFdyKSfHoXIwEABHjlYuhZeRFjwdvhkQU0NxVBw9xcWvMUngVo6AU461NIOPiSEkPJOGGpojxkcuMjHjdVO5RyLnxchpN1QbXMek0Ny3l+fXovQWf1pE/u9eYC0G6pzef1f//tv+hQ6NXAtwEMVvJns0zvcDoIs3TSwen0ltXSi+CQAzy5cRoOqK/bHAkJIcTPAKyWOcAcFeBTp2rXQSEFQV/ReleCAw9IvQXOsLG4GzpoqY+sFi261G7LH1EPpPRwIIdWX9F6YhJCbjzYglIEyXXSo7wtxyc9FPAghUDFgm/dwiVMJIWBxetZQ++qb2wPNY5LL8irfmufyTvhUzkFug300hDu4BjyidHQthKoTSNvSjUYIKT8Nm/alVlU+lXN9lQJdHA0KlAghp3Kuns9Q65NeMgkhx3tR6pusbd4DdgdaURL1IwsyOkwueC+rl+6XdkOt7MeqL+NcdgeRbh6TjPBV36O9aO0gceNhCDcdjSwowKOLuOQ/LeWqL+OnpRwIFYsL0uSCF9QXfjzJJqkvy/JOWN+IFLaC0A1lltzO5fXTUg622cAtksvNkXy8Twa5pvCKpAkhpe1gu6F21H5TA8mks4bKK7vLeb/veZ9BRn895JOCAjzS3FgJqdmkFiaCnxHFOHCz0KumSivA7YZqdrknG97TUg4GPHmdpH4ygM4NHG+yCHIZ2j5mdrS64tnQLpfKJr7q29FnEBlZUIA/Oe/evaP7xfeP2M0P5T/UAnxayoFpg/Y3J6+TdFnoCasAu2bJuV1Ds5RTUnHc3Y+MOLzUt91QS9tB2NPMZUC+6tu1zyAymmA3pE/Lu3fvvvrqq7///e8mh6FyUP0uW9iG3/EC8Ko0uBkXFkEvHhdCav2UDA7IeFzqAfG4eNzP9bjgFdrVg5biuHDT0JuYUkyvpcjS/zH98MMP33zzzZUvRljACPjT8sUXX9y5c+fvf/+72eW++Wjjytd3WAY2S7lqKq5mk1ocfGMlZHG5uzoLXuQyE3nwwdc7PBsckPG41APicfG4n+Vx2w21EHlwWezb73EhZwZ9lLsK7ZXTU7PJk2yyWcr9/1X1iy++uPK4CCMowJ+cX3755X/+539OXifLO+F+k0IWl3t6LTJNSC2dACvXyn6MPbMEXhOMgyAIwsiEVZgLP+eyigztQE7l3My3fReFge7qH/TtdvvDhw/ZZ4X0BgV4QIxbBGi/Sief4D8Aa0VcDDpaijxuFdAZB0GGC8s1qPXMqBcyb39aJYRMf923Q+fRXrT6snM3/507d6hnhRgHBXhAiEt+rQU6dQgLhkqH28GzpsroyQy+Qhcb9CIIMgBg3x3UMOpbbhsE3MH0+xoIIbY5D0VmS+vD1u8vIuygE9bgmF6L2O/6agcJvb9Vv0D7gXGLoPdkppsMIaS4GWC3iYam9IyDIMjvASUVB2vxf/7ly+KTQOVFrJ7PTPa/DU9rf6mHel1pei1icuCm+SGAEfBAAdljjIO1HjvFJwHqrQvgOH28Fy0/DbNYNhJCjvaiYJGPW/6RzxVYYYU/nDVU+MJTXHrQsEv/NyJtN2tYk9JGG7fQF3aAtY7JIXWE1MinBiPgQcMlDiaEzDzemrztLT8NU3cdgM5Lrj9tQB6MuuHPzOMtccl//Cz6JrrKEpQTQtRsknEEBPkUnLxOVl7EKi9iJ6+T9ULGJEp0aicseO13P/ziuEVw0D62Hu1F64XMuEXQRqYbp7wTrh0k7Hd9c+HnMDeMhgcGRsBDgEscDI11yzvh6sv4WUOlHkdY8FpCu4UfH7z9afXGwxBFFDthFSAaKO+Ei08C9rs+6vKuk2yydpCwzXk4mhYhv09gh4/ex4YQQm3aPG4R9ENRX25KKq5fbaUOfzXVvLESKm4GTuUcnZBr48AZTa9Fxt/P55BiNKRfUICHAxcNht81u9zHz6LNUm7m8RbdxWwSJducB8Y5ySZdVA3aoGGwmk0e70VbVVn/mG+c6bWIc3m9sh8rPgmYJbe4RN+NHNa2Jxe8WOl9vSjvhMGAApTS7HKbRImiVBAs2yovYtrf3HgYolPfliLr1dd5n6Y5BPhn1QsZxz3/6XnCiUI1YbPvqZzTHpdnHm8VNwMUb1GH+gJTK6HKfow0+x0MoQFT0EODVy5aXPJPfx2BqkiWvvFTK6GZb7eapVwh8oA6DywseGdDu5O3vbWDBF1G2iRK02uRue+f2+Y9R3vRQuQBdZmYkor/8y9fQtNiLBP7pNTSifJOuJZOsHegss176oVMvZCBlG9lP0b3CAVb57UfJ297KbI79XzmTXS1dpCYvO298TBECDE5JArVrOczhciDZik38+0WmLZOrYQowl/woG4p8vTXEe10JqgSTl3VFxkwGAEPE15xsH3RZ3a5i5sBcLqh3lkEXVdL28HikwB1y7YJq2BxuSesQkuRISN9YyXU7w3CJEpTKyHn8no1FT/ai5411cp+zNHPDQt2TrcUWc0mlVQcvOmFBS9FTFzZj8GmL9u8x+xyfzYhdbOUq6UT4pKfvW2USZRqBwn4Jpsckm3eY1/09RtugkGbXjXHLcLNRxt9Ta/dUKupeL2QaZZy4pK/WcqdvE6aHFK/11e7oR7vRWFBxH7XZxIlccl/kk329SUEKvuxyouYbc6jzy1Bv9G+xgH1JYSw919C9R0RUICHDC8Nhqrm8k64uBmYWqHvADphFWYeb8EtQ80m+739aUAgCxnpQuQBXY00rC47lvywXUpJxSEpbXxKcN+ETdh6JW43VOO9KGCXCMgVFIuaXe4h6rGaTdrmPezHNYlS9WW8+jJum/M4lvwUVTzaZlZ9qgMqaY2rL3wWh9vBk9dJs+SGry6UF8083jL+WbcUGb4kE1bBLLlhRaalyCev+15VUVJxiLxdf9oQFrxQ/0xgu04/l0NLkQ+3g6dyruvjbF9TqqUTR3tRuKxQfT8bsBnDIBgbG+vdjAH2Epgld0uRWUzktf4N4O3OYiLfUuRWVe5wdacwr9em1PUd6Mu8Xttx0dW5nhg7Xziv3uP0mN7FDhlayaiR91n7oHvffHu/LfVCBt5M9iYB+i0xJofUbqjGP19yrrUd6L8zRj5fbQ7aNwQ+o4tfmN7nq/966I/bo1dm1+lp3xDtY6J+n6HRwsUTobiOen9zjF9HWle0Hl/+liL/57//4ddff71yQIQRFOBBMDY2dmVGFx5LzZL7Vmj3ygF7m6prT7hw6VKbyLcbanknfPI66bjndy6vT1gFavP6liKXd8L1QqYjI01hml/PZyr7MRiqI8/Zl3k9BOi1dOJUzl2Wnb5yehACVvZjcK/sER8fbgfPGmq7oWp9G2FHqXZSHwb8WOD191w4Wa2waNwigImSwaH0SgBz04YyS26ovuk4X71hE3SAHrcIE1bBJEqOJb/F5dYGPNwO1vOZjuzoxTcQ8sxqNqnFu8KCt7wT1r+s3VC7Pole/Hzr+UwtnbhYOU/xvdLnnDsiXYqmCJX9WPVlHDryXpTMvq4jcNDrHbAaHPBNdPVUzl0Z+1b2Y/+3+f+hAA8ATEGPCloumqJnw8Whxq1C9WV83CKwmGPATidIx9XzGZZZ6WukqTPSAHiB1fMZJRUvPglQ71m6LDvdocS9P44Jq2Cb98DRncvrernqyFdr6kXOdbTHnOF+2lJkLdbUS6zGWVOt5zPaa0BTOwYftwo92mdVXsTGLYL+4+iquPA8YV/0geKCMHSkrO2Lvq5iow3bobtTK6HLYsoJqzBxZdx8/hw2edtLvblIoyPnzDJUs5SDQm66TX0XJ3bWVB33/Oz9tss7YSPqiwwSFOARYnotolWyMF4kUyshi8sNLlcUZSN6xCW/bd4Dq8ssUyKECAte27ynmoofP4vW0gmWewrIXkuR9XuW4J8g2jYSEAA9lLjdUOsHiZYiG1xE1Osx+XiJFLKaZ03VeIGbSfwQsOrHhLDVNucBcaWrlQNuPAxBqRoUmoFF4kXFNTJUV91qN9RaOmFQdw0CC72gJXNrzxlHq+czR3tRWKZlvFLIeZ0UPG4yrtS2Gyq0J6J2u9MDWTHCfGNB+IICPFrY5jxQUEqYLxXITFZfxguRB4y3A823snaQONwO9gh0rqTDtQPWHWG08k6433ppqElxLq8r58XS9rs+CIwoEgkXlRhSuPVCBiLIfs9a0+N6PlN88v7xZdwitBSZupdGS5Ed9/xQuqwVB1EDTy2VdOK0lLPNe05LuVuhXfaiaC3ePZVzSirORXfJeTIWPBepywP1k4RCfducZ+57ViGH9Rr4BlKU/XcAQg6xLy/1td/1sW8SQ/iCAjxy8KqLJoRMWIXJ2956PlPcDNx8tMGSpgPfSmh/9ja66nq0AfpRSydMotTvyFpGuvRzEDLSE1ahdpAYtwoUYbG2Z0l7zCeE1A4SZpebLgcISjxhFcpP32/RPpVzdBoM1PMZs+QWFrywSkoxgobF5bYwZyM70N7zej7DqEOwrK7Fu2cNlfF8yfnOIkjGXraq2i+Qcz5rquw5Z0JIs5QrbQfbDRXWjxlHq+cz0Kxs8jYHGxl9zTOXTqYIR9CIYxTh5dFBCLG43HPh5yZRKj750Pio3VCVVGcHUIPcCu2OW4W3P60qqXizlDvai1LHYcKCF1LHx8+iIHXVl3FqDxDYf6xZ4xJCjp9FWfpMwO+aHJJtzgOBCHUA4VxevxXaZckVXxcgkp77/vmt0C77CijkxsGMZWol5LjntzDv+wJvjeNnUXHJD09FjJNUUvG3P62OWwUj5ZNXUksnik8CJlGaCz9nbxWKO45GHIyAR5SucfDRXpQiQIStveWdcPlpuFnKOZfXwUzHvuijs5y8Fdo92oseP4uCQW69kKnnM3ThNWSktU7JhJDD7eBc+Dn1TbbD+7e8EzbRpt/FJT+XAO53BceHDNiMbnJI2r72FlvKXV/nDDlnxs4fendJ9iIpQsjRXrRH7XS/oPqOPijAo0uHBsPlZJv3UDyz6zs31NIJUKmTbJJ6eWlqJQQWB/Dj0V6U+vG/Wcrp7enPmmp5J3zz0QbdaNCTXJ9Hpb6RYTeI4WISJfbyZg2Odc6AlijmNUm+eonqey1AAR5pNA3WymhPsknq28f0WqRZyml7Qyv7MWoBhrpW7cdTOVdLJ+hGq+czek8A0HWV9jShdpfiF5FRg+PnCDZbXOqcga7uktRc7K/ACKrvdQEFeNSZXoto6ksIUbPJadqhwHRC+7FVlelSx7C3pOMvqeUcCo8vHoJiKATpCq8ybHKVuyQF2r5hLtuNCKrvtQIFeNQp74T1hn9nTZWusKhZymk1vRq1dIJCgCGhTc73uYJHBHgS8YpaPpuGB8gowCXnDICj2ex3u+wVUoRrfwUA1fd6gQI80hztRfXro8AJlQBbXO5/23gFphD1fAasZWsHCecyTXNToMN3AkE+e8ClkssDIsf+CgCq77UDvaAHwdjYmG3OkFB1BJFgaNBheQ9mvEZiTSjyvOy4IMOTt70Wl9tg8GrwZb2PSzEgHheP+/kdFxzNHPcuXZbu67hml/vkdbK3+6zx871781/QC3oAoAAPgh9++IHLOG/fvn327FmtVvvjH/94584dLmMiCHLd+etf/8r3tjA7O/vNN99wGQrpAQrw9ePZs2fv3r3DywNBEELIu3fvvvrqqzt37vzyyy/DngvSHyjACIIg15t379598cUXw54F0jcowAiCIAgyBNALGkEQBEGGwPXehjQ2NjbsKSAIgiBD41onca+3ABNC/m3j1RghY2O/jRFCxsgYIWNjZIz8Bn8g7388f8HHP+p+5bfzX4TX6H6EF5Dfzn9R94IPr+n24/tfJGNjv+mO+3408vGPV08VXqCd3Yep6n40NFXdCy78ODZGiO7Xu0wVzuWj0+k4u98uTpV8fKa6qX58droP7oqpvj/9jql+/M7DuXRMVXemF6b68Sd19Zfqwo8fTfXKL1XvqXZ+qS7OTfuR/PYb+Y0Qwvx/uJF9/P+xC39z6f8/wdH7+P8lI4/RHH3gk7/8FMaG/QYyHn2s76P3N+2x6FtyncEUNIIgCIIMARRgBEEQBBkCKMAIgiAIMgRQgBEEQRBkCKAAIwiCIMgQQAFGEARBkCGAAowgCIIgQwAFGEEQBEGGAAowgiAIggyB692MAa0oEQRBfs9cawm79laU1/rdRxAEQai57jEYpqARBEEQZAigACMIgiDIEEABRhAEQZAhcL2LsBAEQRDkmoIRMIIgCIIMARRgBEEQBBkC11WAX7169fDhw6+++uqbb7559+7dsKeDIAiCDJR37949fPjwl19+GfZE6LmuAvzw4cM7d+788MMP7969+6//+q9hTwdBEAQZHK9evfrqq69+/fXXt2/fDnsu9FzLIqxff/314cOHEPi+evXqP/7jP67jWSAIgiB0PHv2jBDy6tUrQsgPP/ww5NnQci2dsN6+fXvnzh34s/YHBEEQ5HfCw4cPybkAX1+uZQr6WuccEARBEIRcUwGenZ0d9hQQBEEQhInrKsBa5uG6pyAQBEGQ3yfXUoC/+uorQsivv/5KCHn27Nkf//jH4c4HQRAEQfrlWhZhEUL++te/Pnz4cHZ29t27d1AOhyAIgiDXiGu5DUnj1atXWAWNIAiCXEeutwAjCIIgyDXlWq4BIwiCIMh1BwUYQRAEQYYACjCCIAiCDAEUYARBEAQZAijACIIgCDIE/h8TcUswI6vHiQAAAABJRU5ErkJggg=='>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"max temperature = 1.0000 / avg. temperature = 0.0398\n",
"SUPG method, wall time 3.9568e+01, number of interations 201 dt 3.1416e-02\n"
]
},
{
"data": {
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'>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"max temperature = 0.4956 / avg. temperature = 0.0399\n"
]
}
],
"source": [
"results_slcn = runModel(\"SLCN\", nEls = nEls, dt = dt, viz = 1)\n",
"results_supg = runModel(\"SUPG\", nEls = nEls, dt = dt, viz = 1)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# test the max temperature and avg. temperature iff nEls == 30\n",
"# against expected results for 1 proc\n",
"if uw.mpi.rank == 0:\n",
" if results_supg[4] == 30:\n",
" expected = [0.4956, 0.0399]\n",
" if not np.allclose([results_supg[0],results_supg[1]], \n",
" expected, rtol=1e-3):\n",
" raise RuntimeError(\"Failed SUPG test\")\n",
" \n",
" if results_slcn[4] ==30:\n",
" expected = [0.8511, 0.0401]\n",
" if not np.allclose([results_slcn[0], results_slcn[1]],\n",
" expected, rtol=1e-3):\n",
" raise RuntimeError(\"Failed SUPG test\") "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"!mv SLCN SUPG /home/jovyan/workspace/models/advection_cosinehill/"
]
}
],
"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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