{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 2: Nonlinear convection in 2D\n", "\n", "Following the initial convection tutorial with a single state variable $u$, we will now look at non-linear convection (step 6 in the original). This brings one new crucial challenge: computing a pair of coupled equations and thus updating two time-dependent variables $u$ and $v$.\n", "\n", "The full set of coupled equations is now\n", "\n", "\\begin{aligned}\n", "\\frac{\\partial u}{\\partial t} + u \\frac{\\partial u}{\\partial x} + v \\frac{\\partial u}{\\partial y} = 0 \\\\\n", "\\\\\n", "\\frac{\\partial v}{\\partial t} + u \\frac{\\partial v}{\\partial x} + v \\frac{\\partial v}{\\partial y} = 0\\\\\n", "\\end{aligned}\n", "\n", "and rearranging the discretized version gives us an expression for the update of both variables\n", "\n", "\\begin{aligned}\n", "u_{i,j}^{n+1} &= u_{i,j}^n - u_{i,j}^n \\frac{\\Delta t}{\\Delta x} (u_{i,j}^n-u_{i-1,j}^n) - v_{i,j}^n \\frac{\\Delta t}{\\Delta y} (u_{i,j}^n-u_{i,j-1}^n) \\\\\n", "\\\\\n", "v_{i,j}^{n+1} &= v_{i,j}^n - u_{i,j}^n \\frac{\\Delta t}{\\Delta x} (v_{i,j}^n-v_{i-1,j}^n) - v_{i,j}^n \\frac{\\Delta t}{\\Delta y} (v_{i,j}^n-v_{i,j-1}^n)\n", "\\end{aligned}\n", "\n", "So, for starters we will re-create the original example run in pure NumPy array notation, before demonstrating \n", "the Devito version. Let's start again with some utilities and parameters:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from examples.cfd import plot_field, init_hat\n", "import numpy as np\n", "import sympy\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 101\n", "ny = 101\n", "nt = 80\n", "c = 1.\n", "dx = 2. / (nx - 1)\n", "dy = 2. / (ny - 1)\n", "sigma = .2\n", "dt = sigma * dx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's re-create the initial setup with a 2D \"hat function\", but this time for two state variables." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Allocate fields and assign initial conditions\n", "u = np.empty((nx, ny))\n", "v = np.empty((nx, ny))\n", "\n", "init_hat(field=u, dx=dx, dy=dy, value=2.)\n", "init_hat(field=v, dx=dx, dy=dy, value=2.)\n", "\n", "plot_field(u)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can create the two stencil expression for our two coupled equations according to the discretized equation above. We again use some simple Dirichlet boundary conditions to keep the values on all sides constant." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "for n in range(nt + 1): ##loop across number of time steps\n", " un = u.copy()\n", " vn = v.copy()\n", " u[1:, 1:] = (un[1:, 1:] - \n", " (un[1:, 1:] * c * dt / dy * (un[1:, 1:] - un[1:, :-1])) -\n", " vn[1:, 1:] * c * dt / dx * (un[1:, 1:] - un[:-1, 1:]))\n", " v[1:, 1:] = (vn[1:, 1:] -\n", " (un[1:, 1:] * c * dt / dy * (vn[1:, 1:] - vn[1:, :-1])) -\n", " vn[1:, 1:] * c * dt / dx * (vn[1:, 1:] - vn[:-1, 1:]))\n", " \n", " u[0, :] = 1\n", " u[-1, :] = 1\n", " u[:, 0] = 1\n", " u[:, -1] = 1\n", " \n", " v[0, :] = 1\n", " v[-1, :] = 1\n", " v[:, 0] = 1\n", " v[:, -1] = 1\n", " \n", "plot_field(u)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Excellent, we again get a wave that resembles the one from the oiginal examples.\n", "\n", "Now we can set up our coupled problem in Devito. Let's start by creating two initial state variables $u$ and $v$, as before, and initialising them with our \"hat function." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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KhUJR8Ee1O8+qqmJ9fR2RSAS5XA4nTpzA5cuXjXInK5wswLoSx+O0Bk0URJiYW70PzfR0i8fjkCSpqKebfjNof38ffX196Onp6WpIie666evdWC5JCGkFCjRCSFtpJvgDeBAwEIvFEIvF4PV6sby8jJmZmTK3zOPxIJ/Pd3z8pdjFQWvn8+2G0yeuTn7vdfQbAnb9LBrt6ba5uYlcLoe3334bmUwGHo+nyHE7ak8380/zGPSf+nhKHUmGlBBCmoECjRDSFsxljHqZUa2JhyzLiEajWF1dxdDQUN3gDyucLMA5a9AAGOWjTkQEkeN0nHjslPZ00xMlz507h0KhYJRL2qGnG0NKCCGNQoFGCGmZasEftSYWyWQS4XAYW1tbmJqawrVr18rS3yphlUBzSooj4GyBJgJOfu9FOXbMa9A8Hg8GBgYa7ukmyzJyuVzXe7pVCilRFAXJZBLT09MMKSHkGEKBRghpmmqNpWtNRnZ2dhAOh3FwcID5+XncunULwWCw4W0eN4HW7Bo0wLkulNMnmk59382IItBKUxwr0WxPt7W1NaTTaaOnW2nJZDt7uun7IEkS7t27h/HxcYaUEHIMoUAjhDRM6foyfTJUbUJUKBSM4A9FUXDixAlcuXKl6RIiwNoSx25PwKuVOFabRDtdoAHOHrsIiPL+q6ra9NoyM/V6upnFWyM93Xw+X0uum35u1dMpAYaUEHKcoEAjhNTFLMxee+01zMzMYHJysupEKJfLYWVlBdFoFD09PVheXsbs7OyRJk7HzUFrtcSRkFY4Tg5aK5h7uk1MTBRtr1ZPN6/XW1G4+f3+muOsJDQZUkLI8YECjRBSEfP6MlVVjbUd2WwWiqJUvKDLsoxIJIK1tTUMDw/j4sWLGB8fb8vF3+12o1AoHPnvNIsVISHHTaCJMDl0+j6IItBUVe1qv8RmerodHBxgc3OzrKdb6Xo3r9fb1H4wpIQQ8aBAI4QUUdpYWke/WHs8njKhlEgkEA6Hsb29jenp6YaDP5rBSgfNCTH7gHMFGsCxW41IAq0TDlorNNLTTRdviUSiqKeb1+tFPp/H6uqqIeA61dOtUkhJI8JNhOOFELtCgUYIAVA9+AMovjPr8XiM329vbyMSieDg4AALCwu4ffs2AoFAR8Z33EocW9mmU4UCJ3r2QITPwQlC09zTzYwulGRZxvr6OuLxOPb29hCLxSr2dDOHlLSrp5s+DnMFBUNKCOk+FGiEHHOabSztcrmwv7+PWCyGQqGApaWlloM/moEhIdXR72Y7VaABzhWXomCOp3cynVqD1g3MPd1SqRTy+TwuXboE4EHgUjqdNta6SZJUtadbaUhJK+Oo57oxpISQzkKBRsgxxVzGWFrWUolcLodYLIbt7W14vV488sgjmJmZ6dpk6Lg5aGbB0kg5kdMFmtMRYfIpwj7YqcTxKJTuh8fjQX9/P/r7+4ueV9rTTZZlY52buadbqfPWak8380/zGPSflUJKkskkNE3D2NgYQ0oIaRAKNEKOEdUaS9e6QEqSZAR/jIyMYGxsDMFgEHNzc10du15a2W2cUuLoZIHGyZn1OKE0sBFE2Y9GhWYjPd10x61eTzf9X7t7uu3v76NQKGBkZIQhJYQ0CAUaIceAesEflYjH44hEItjZ2cH09DSefPJJDA4O4p133rEkTdHKEkerHbROvcZOcOzWIsI+AOI6aK3QTE+3vb09SJJUsaebLuJa7emmqiq8Xm+R8GNICSG1oUAjRGAaDf4wP39rawuRSASpVMoI/vD7/cZz3G43crlc1/bBvF2rHLR8Pt/1bZZOmFniSDqJSM6TKPvRqXYB3e7pVigU0NPTU/QYQ0oIqQ0FGiEC0mzwR6FQwNraGiKRCFRVxYkTJ3D16tWKC8ytLjXs9kTSLiWOjYgvpwo0ikvrEUWgOTkkxIwVTmCjPd1kWW6qp1uhUGhKbDYbUmJ+DUNKiChQoBEiEOYyRv1Ocq1SkGw2i1gshlgsBr/fj5MnT2J6errmxMCqhtH6mLo9kbSqxPE4rUETAadP/kQRaKI4aIVCAV6vfaZo1Xq6aZpmlEtW6+mmqiry+bzRXuAoPd3MP81j0H9WCinRf+qijSElxAnY59tPCGmJasEfte4YplIpRCIRrK+vY3R0FJcvX8bo6GhDFykrHTSg+3eWndCoutXXkPYgwvsuikCjg9ZdzGEjpeRyOciyjLfeegtut9vynm76DUyGlBAnQIFGiEOptL6sljDTNM0I/tjd3cX09DSuX7+OgYGBprZrtYPWbXFoRYmjWRQWCgWsr68jHA5DVVVj7Yg+senr64PX63W0QHPy2EVBFIEmioPmFIFWC72nm9frxdzcnLHerV5Pt9KQkk73dGNICbEjFGiEOAzdLVMUxfj/WhcMPfgjHA5DkiQsLCzg3LlzRcEfzWAHB62bWCEeXC4XCoUCQqEQotEofD4flpaW4PV6jXKijY0NSJKEfD6P3t5e5PN5rKysQJZlY0JTujCfkFqIMOGkg2Y/CoVCwz3dstlsUUiJuaebz+crujHViZ5u+jiqhZRkMhkcHBwYPUAZUkI6BQUaIQ7BHPyxvr6OlZUVvO9976t6EVcUxQj+0DQNS0tLmJ+fP/K6BqscNF2Adnvb3XbQstksdnd3EY/Hkc1mcf78eUxMTBiffennrZcRvf766wBQlLqmT2jMk5pW1390EjuNpVWcvg+iOJgiOWidSnHsNo2GhLhcLvj9fvj9/pZ7upWKt1bew1o3O2VZxurqKqamphhSQjoKBRohNsdcxqhPPvRkrEon/Gw2i2g0ipWVFQQCAZw+fRpTU1NtuxtrlYMGWFdu2I1tyrKMSCSC1dVVBAIBDA0N4X3ve1/NO73Ae2VEPT09mJ2dxfj4OID3UtckSYIkSdjf38fKyoqx/qOScGvlTnS7cLJAcPLYdUQpcaSDZj+aTXGsRDM93fb394t6ulVa69ZqTzc9vKVeTzeGlJCjQoFGiA2p11ja4/GUOUnm4I+xsbGmgj+awSoHTd+2aCWOh4eHCIVC2NzcNBqCJxIJ7OzsNPXZlY6zWupaoVAomswcHBxgY2Oj6E50qXhrZeE+cRaiCDSRHDRRvnNW9nQzn+tKe7pVEm6N9HQrrUJhSAnpBBRohNiIRhtL6wJND/4Ih8PY29vDzMxMS8EfzUAHrT3E43GEQiHs7e1hbm4Ot27dMpLQkslkx1IcPR4PBgYGyo4R/U607riVLtwvLR/Sf7Zj4sVJiPWIItBEcdBK1205Ff2a1u1yTXNPt5GRkaLfKYpSFFJyeHhYtaeb+Vzn9XqhKErbe7oxpIRUggKNEBvQbGNpt9sNRVHwyiuvIJ1OY2FhAefPn285+KMZjqOD1q5tapqGnZ0dhEIhpFIpLCws4MKFC+jt7a27Tf1CXmucR3H6zHeiS7ebyWQM0VZaQhQIBIpcN/NkphmcXibo9MmSKAKNDpq90K8VdlpP5/V6K96kaqSnmy6aVldXO9LTTR9HtZAS/TW6UGNIibhQoBFiIeYyxtI7Z5VQFAWrq6sIh8MoFAqYm5vD3NxcVxua6g6aFRM6K9y7dvRBU1UVm5ubCIVCyOVyWFpawtWrV6vGRtupD5rL5UIgEEAgEDDWtwHvlRCZHbfSZMlS4aav/ai0DSfjdHEJiCHQ9M9BBGEjSkiILtCc8Jk00tMtHA5DURTs7e1hZWUF6XTa6OlWWjIZDAZb2u9GXDd97sCQEnGhQCOky1RrLF1LmGUyGcRiMcRiMQSDQTz88MO4e/cuFhYWun7hM8fdd3sC4bQSx0KhgNXVVUQiEQDA8vIy5ubm6r5vrYjCbrcDMJcQjY6OFv1OF26lPY6qJUuaS3uIdTh9Aqd/T50gBuohkoNWqxrEKehBTL29vRgeHsby8jKA93q6mQOZdnZ2IElSR3q6mX/qMKRETCjQCOkS9YI/KnF4eIhIJIKNjQ2MjY3hypUrGBkZgaIouHv3riUXcV1cWLWuwAkOWj6fRywWQzQaRW9vb9NJmnZy0FpBn8xUWvthFm7mZEkAePXVV8vEm5XJkscJEUoDSyelTkYkgSaCE6ijKEpRxUo7erqZhVsne7pVCimRZRmqqmJkZIQhJTaDAo2QDtNo8If5+fv7+wiHw9jf38fs7Cxu3LhRdAHQL3iVEqU6jT72QqHQ0l3Ao2BFiWMzojCTySAajSIWi2FwcBAXL17E+Ph4SxdcJwu0ani93opR2Ts7O3j33XcxPz8PWZaRTCaxvr7uqGRJESYyTt8H/Xvq9P3Qrxl2Or5bRZRSTZ129HQz36iSZRmJRKLsfNeNnm7Ag76Z+Xwe/f39VUNK/v7v/x63b9/G1atXm94+aR0KNEI6RLPBH/o6pUgkgnQ6jcXFRVy8eLEsQAJ4z3WzIqxD37YVSY52LXGUJAnhcBjr6+sYHx/H448/XuYeNUOl97fepNMJAq0a+t3a6enposebSZY86kTmKDj1fTcj0j44XdiIVKopuoPWCtVuVHW7pxvw4PPp6ekp2qfSkJJ//Md/xOLiIgVal6FAI6TNmMsY9bKhRoI/IpEIXC4XlpaWGgr+qNQLrVtYleRoN4GWTCYRDoextbXV1hYHTliD1g0aTZbUyyXNyZKlTbhbSZY8TogQEmI+3zoZ0QSaCPuh00nB2UxPN32d21F6ugEP5h+l6c/m75CmaUgmk0e64Uhag1crQtpAteCPWjXcejncysoK+vr6cObMGUxNTTU8ubBSoFnVC83KRtX6Z6qXoIZCISQSCczPz+P27dsIBAJt32bpY82+xim0cve30WTJ9fV1yLJsJEuWCrdqyZLHDREEmgj7AIgn0OigHY1aPd0KhUKRcNN7uqXTaWiaVnSzqrSnW6P7k0gkKNAsgAKNkCNQGvzRiDA7PDxEOBzG5uYmxsfHcfXqVQwPDzc9saCD1r1tAg8mTbu7uwiFQpBlGYuLi7h06RJ6enravs1qJaS1jhGnT0zbIS7bmSzZbH8jEd5/p++DSOu2REg+BMQTaHbbH4/HU7Wnm15lYO7ppt+s6unpQV9fHyRJgs/nM/pZ6r3edAqFAg4PDynQLIACjZAW0NeX6WWMevBHrQW5e3t7iEQi2N/fx9zcXFnwR7PQQesOunB46aWXUCgUsLS0hIWFhY7eRW01JMSKz8Qp1EuWNK/50JMlzaVDtZIlnepcmhFBoImwD4A4QhOwn6A5Cvp13wml0uYqg1L0cklZlnHv3j1IkoR33nnH6On2H//xH7h//z5OnTqFxcVFDA4OVuwNRzqL/Y8yQmyEOfgjFAohnU7j/PnzdYM/wuEwMplMzeCPZjmuDlq3tmtuCg4AJ06c6FrfueO2Bs3KsVdbsF9aOlQrWRJ48F138sRaBHHj5PffjCj7AYgl0PRrj9P3R79ZNTw8jFAohNOnT2NoaMjo6SZJElwuF95991384Ac/gCRJmJmZwUMPPYQzZ84U/Tt79mxZtUItnnvuOXz3u9/F22+/jUAggBs3buArX/kKHnnkkZqv++d//mf88R//MSKRCE6dOoWvfOUr+NCHPnTUt8LWUKAR0gDVgj8URak4qcnn81hdXUU0GoXb7TaCP9p5YqeD1hlyuZwRlR8IBHDmzBm89tprmJ6e7tqkSdSYfSdRrXSoUrLkwcEB8vk8XnjhhbJkSb0lgBMmdSIINKfvAyBWsIZIMfv69dYJDlqjmNeg6T3dPvShDxni586dO/jN3/xN/M///A/eeecdvP3223j77bfx/PPP46233jJKJxv93r3wwgt49tln8cQTT0BRFHzxi1/Er/7qr+Lu3btlYVA6L7/8Mn77t38bzz33HH7jN34Dzz//PJ555hn89Kc/xYULF9rzRtgQcY4yQtpMveAPr9dbJpDS6bQR/DEwMICzZ89icnKyI5OG4+qgKYrSkb+dTqcRiUSwurqK4eFhXL582bgz+Nprr3VV/LRSrkiB1h0qJUvG43HcvXsXjz32mOG6OS1ZUgQHzdxj0smI5qCJsi+KogjVvFl3/WuFJOkBIQsLC1hcXMSv/MqvFP1ed9sa5Qc/+EHR/3/zm9/E5OQk7ty5g9u3b1d8zV//9V/j137t1/CFL3wBAPAnf/In+OEPf4ivfe1r+Nu//duGt+007HGyXSkXAAAgAElEQVRlIMRGVGssXbq+zOv1GmLh4ODACP6YnJw8ch+sRrBKJAFiOWipVArhcBgbGxuYmJjAtWvXysrdur2+q1UHzamIIC7NDWZLkyWz2WyRcKuULFkq3rqdLCmCQBPFQRPNdWpHSb8dcMr6s0bR5y+19imZTNYMMavmejVKMpkEgJplkq+88go+//nPFz32wQ9+EN///vePtG27I86RRsgRKW0srQuzanf/3G43stksfvKTnyAej2N+fh5PPfXUkU9YjXJcHbR2CaVEIoFQKITd3V3Mzs7i5s2bVT+7boeTHLc1aCLjcrng9/vh9/sbSpaUJAm5XK4tyZLNIMKxQwfNfoi0Bk1RFGH2BXjPEax1rMXj8bIblu1CVVV87nOfw82bN2uWKm5ubmJqaqrosampKWxubnZkXHaBAo0ce3SbXxdmAGpGHKuqio2NDdy7dw/pdBqzs7Mdi1uvBdegNY+madjd3UU4HEYymcTCwgJu375d1qiz0na7XeJo7r3WzGuciAiuRyt0MlmyWURw0ETYB0CsskDR3EDRHLR6+9PJJtXPPvss3njjDfz3f/93R/6+0xHnSCOkCczry3SBppcwVrvA5/N5rKysIBqNwuPxYHp6Gmtrazh58mSXR/8AOmiNo2makaaZTqextLSEy5cvNyyqrShxBJqbcDo9Zt+p4hJovzBoJFlSkqSyZMlKa9wCgUBDk30RxI0ozpMo+wHQQbMz+Xy+IYE2PDzc9m3/3u/9Hv7t3/4NL774Iubn52s+d3p6GltbW0WPbW1tYXp6uu3jshMUaORYUdpYWqfWwl9zeMTg4CDOnz+PiYkJpFIprKysdGvoZXg8HmSzWcu27QQHrVAoYH19HeFwGKqqYnl5GfPz801fZLtd4mgWaM28xskih9Sn0WTJVCplNOLWNK2hZElRBJrT9wGgQLMrx9FBi8fjRWtqj4qmafjMZz6D733ve/jRj36E5eXluq+5fv06/uu//guf+9znjMd++MMf4vr1620blx0R50gjpAbVgj+A6uVVyWQSkUjEqH9+4okniu4k6Q6WVRMbq0QS0Nk0xVo0us+KoiAWiyEajcLn8+Hhhx/GzMxMy5OebrtT+jibFWhOddBEmFRbSaVkSeDB8ZNOpxtKlkyn0+jp6Wlo0mZXuAbNfohUrimag6YoSt0wooODg7ZWCT377LN4/vnn8a//+q8YGBgw1pENDQ0ZTbU//vGPY25uDs899xwA4LOf/Sze//734y/+4i/w67/+6/inf/onvPrqq/i7v/u7to3LjjjzLExIg5QGfwC115eVrlGam5vDrVu3EAwGy57r9XoN4WfFSdvqNWi5XK7r263nZGWzWaOHWX9/v+F2HlUAtLoGzRe/WPc5+ZHXyx5r1UFzMk53/+z4/tdLljQHlOgO3Orqqm2SJZuFDpr9oINmXxq5GZNIJNpa4vj1r38dAPCBD3yg6PFvfOMb+MQnPgEAiMViRcf/jRs38Pzzz+OP/uiP8MUvfhGnTp3C97//faF7oAEUaERQzGWMZmFW7eKtqirW19cRiUSQy+Vw4sSJumuU9IuOVRcgrkF7D1mWjTLU0dFRXLlyBSMjI22brDVb4tiIMKv13AfT4K8emxJHp0+qnfa+m5Mlx8bGADxIlBwdHcXk5GRRQEm1ZEmzeOtUsmSziOSgiSRqRNkXER20RgRarQj8ZmnkXPmjH/2o7LGPfvSj+OhHP9q2cTgBCjQiDNUaS9cL/ojFYojFYvB6vVheXsbMzExDJ2F93ZqiKF1PcASsd9DssAbt8PAQoVAIm5ubmJ6expNPPonBwcG2b7dR8dOMMKvHh9/3BUDCg3//l14AUt+dis93skADnCdyREM/X1ZLlszn84bbJssy9vb2EIvFKiZL6uLtqMmSzUIHzX6IJjZF6ekG1Bdomqbh4OCgYzH7pDYUaMTxlAZ/6BONWsEfsiwjGo2WBX80c3F3uVyWi6Tj6qDF43GEQiHs7e3VLENt93ar0U5hVo8+6WrFx12u71HkkJapd+z4fL6uJ0u2sg8iCBtVVYUopdOXGIgi0ERz0PL5fN0WM+120EjjOP8MQI4t+sm/UCgUBX/UcsySySTC4TC2trYwNTWFa9euHenukMfjsSQsQ9/2cXLQNE1DMplENpvFnTt3sLCwgAsXLnTljmY1gdZNYVaPs2P/DzCGIscNqO642QkRXA+n70OrYUdHSZYsFW+lyZLNIoqDVigULKnKaDf6OVMUUXPc1qDp19xO9UEjtRHnSCPHBl2Y6XdqT548WTf4Y2dnB+FwGAcHB5ifn2+b4+L1eumgdRhVVbG5uYlQKGS0FXj/+9/f1cACc/mgnURZI1Rz3Owm3Jzs/jl57DrtTqNtJllyb28PsiyXJUuaXbdGJsYiOWgi7Id+jRBhXwDxHLR6KY6SJCGfz1OgWQQFGnEM5jJGVVWRy+WwtraG06dPV3y+3gMrEolAURScOHECV65caevE3moXS2QHrVAoYHV1FZFIBACwvLyMkZERvPzyy11Pk3O73VjuexqId3WzHcUpwo10h261C2kmWXJ9fR2SJEFRlIaSJUVx0ERZtyWaQDtuDloikQCAjjSqJvUR50gjQlIt+MPtdhs9e0rJ5XJYWVlBNBpFT08PlpeXMTs725GLhB1KHK3ow9ZJB00PbolGo+jt7cXp06cxNTUFt9uNdDptHBPd2mdf/CKefKgrm7IFVgg3ESbVTsfqRtWVkiX1ceXz+arJkj09PYZgS6VS6O3tRTabtU2yZCuI5KB5PB7Hfg6liOig1RJoyWQSAwMDQolSJ8F3ndiSao2lzevLSgWKHrW+traGoaEhXLx4EePj4x29OFhd4ghYc7e1Ew5aJpNBJBLBysoKBgcHK35++qSlG/vstFLGTtNp4eb0MkGnT0KtFmjVaDRZUpIkZDIZSJKEl156yTbJkq0gikATxQnUOW4OWjwex9DQkO2/L6IizpFGhKC0sXSt4A/9xLK/v49YLIbt7W1MT08fOfijGawuMwSs6TPTTgdNkiSEw2Gsr69jfHwcjz/+eNWa926IUgqz5mCppPPFpY7TJmKlyZL5fB7BYBALCwtNJUv29fXB7/fbRhQVCgXbjOUoiLIfgHiJlPpSkXoO2vDwsOPOC6JAgUZsQakwA1A3+GN/fx8A8NOf/hQLCwu4ffs2AoFA18YMPBCJVpU46u+NFQKxHQ6aOVFzZmYGN27cQH9/f83XmB20dkNh1l6qCTegXLxxAmA9dnXQmkF3nmolS8qybIi3RpIlg8Fg10WGKA6aaIIGgDAOmj5vqbcGjevPrEOMI404FnMZo77Au1ZMfqFQwNraGiKRCAqFAlwuF5544gnLTiJWOmi6gLWyH1mzkzpdWIdCISQSCczPzzclrPVttVOgUZh1n1Lx1gfg158AJBwf181uiCDQ6u2D2+1Gf39/2Y0gPVnSHFBSKVnSLN4aTZZsBQo0+6ELGpH2x+Px1DzOKNCshQKNdJ3SxtI6tRpL53I5xGIxxGIx9PT04OGHH8bMzAxeeOGFbg27Ih6PB7lcztLtW+WgAY2XGmqahu3tbYRCIciyjMXFRVy6dKnpXj+6KG2HQKMwsx9OLpcUQdw4nVaFjTlZ0kwzyZJm8XbUlFlR1m6JJNBEDDypd4NBL3Ek1kCBRrpGteAPoPrkRpIkI/hjZGQEjz76KMbGxoznW1liqG8/nU5btn0rGkYDxeWVtS7AqqpifX0d4XAYiqJgaWkJCwsLR7rzfFSBRmHmPOwu3EQQNyI4aO2O2W8mWXJra6tisqRZuDWaLEkHzX4ctwRHgA6a1VCgkY7T7Poy4EF6UCQSwfb2NmZmZvDkk09icHCw7HlWxtzr27eqxFHfvhX7b3bQKqEoitHDzO1246GHHmpbq4NWBBpFmZjYXbg5CREEWjd7uTWaLLm3t4dYLIZMJgOv11txjVtpsiQFmv0QLcExn8/X3Z+DgwOcOnWqSyMipYhztBHbYS5jNAuzahdQTdOwtbWFSCSCw8PDhoI/rHbQ7CAQrXDQ9M+xVJzmcjlEo1HEYjEEAgGcOXMGU1NTbZ00NSPQKMyOJxRuzSOCQLODsClNltQpFApFwi2RSJQlS+qCrVAoIJvNIhAIWL4/R8EOn0e7OK4OWrcSsUk5FGikrVRrLN1o8Ieqqjhx4gSuXr3aUB2/1QLNyj5ogPUx/7pQSqfTiEQiWF1dxfDwMC5fvozR0dGOTPgaEWgUZqQSpcKtnYLN6eJGBIFmLpu3G40mSx4eHgIAXnvtNQCwTbJkK9BBsy+NCrRqLW9I5xHnaCOW0krwRzabNYI//H4/Tp48ienp6aYuPMdZIFm9fbfbjVQqhUgkgo2NDUxMTHSlB10tgUZhRkhriCLQnLYPpcmSiqJgZ2cHN2/ehKIotkmWbIVCoXDkwBS7IKKDVu+zYUiItdjnm0wcSSvBH/qkfn19HaOjo0dyW+zgoFld4miFQEskElAUBT//+c8xNzeHmzdvoq+vryvbrtRagMKMNMPJ//O7AIDX/ld7/p4IISGA811AEUrq9JtPXq/XCBsxY06W1MVbrWRJXbhZIZQKhQL8fn/Xt9sJRHTQaqUoa5qGRCKB0dHRLo6KmBHnaCNdpZXG0nrwx+7uLqanp3H9+vWyco9mscMasOPioGmaht3dXYTDYSSTSbjdbpw9exZzc3Nd2b6O2UGjMCPNoAszUo4T3adS2p3iaAX6ua3afrQrWVIXbo0mS7a6L6K4TiI6aKXiv5SDgwOWOFoIBRppCnMZ45tvvone3l6cPHmybvBHOByGJElYWFjAuXPn2nZXzev1IpPJtOVvtcJxEIiapmFzcxPhcBjpdBpLS0u4fPkyXn31VUvuKLrdbpwIfBCId33TxKF0Q5g5XRiIINDsvAatUXQXsNnPotPJkq3ANWj2pV6KYz6fRyqVYomjhYhztJGOUS34w+12Q1GUiidxRVGM4A9N07C0tIT5+fm2n+CsLjH0er1GmacVE4NOCrRCoWD0MFNVFcvLy5ifnzcuuJVKDTuNL34RN5n6SxqkW46ZCCWOIuyDCA5aoVBo+7WkVrKkeY2bOVnS7XZXDCjx+/0Nj68T+2IVevmoKNQLCUkmkwDAEkcLoUAjVSkN/jALM5fLBZ/PV+ZeZbNZRKNRrKysIBAI4NSpU00HfzSD1QJNFytWXYg8Hg+y2Wxb/6aiKIjFYohGo/D5fHj44YcxMzNTtn/djPhnKSNpBpYyNg8dNHvQzZt9Ho8Hg4ODZT1GS5MlU6kUtra2IMsyAFRswl0pWZIOmn2pJ9ASiQR6enpqtjkinUWco420DX19mTmRURdl5gu4z+dDKpUCUBz8MTY21tGYdTN2SHEEGktE6tT227X/uriOxWLo7+/H+fPnMTExUfUz7IaDRmFGmoHCrHVEEGgiOGh2CDopTZbUUVUVmUymaJ3b7u4uZFmGqqoIBAJFgi2fz1u0B+1HxDVoteYs8Xgcw8PDlh+LxxkKNGJQKfijVi28x+NBOp3GnTt3sLe3h5mZmbYEfzSD1Q6ay+WyPOr+qNuWZdnoYTY2NoYrV65gZGSk7kSnUw4aRRlpFjsIMycLA3PQk5MRxUGzqxDQyx6DwSAmJiaMx0uTJfVyyWw2i9dffx1+v79iQImTIvhFctD0JSv1Shy5/sxaxDjayJEwx+TrdyBrNZZWVRVbW1sIhUJIp9N46KGHcP78eUvidK0WaPoYrBJoR9n24eEhQqEQNjc3MT09jSeffLKs1KUW7XbQKMxIs9hBmAHOX78lgkDT10o7eR8AezhozVItWfKFF17Ao48+CgCGcCtNlixd49bX1wefz2e7z1EkB01viVSvxHFoaMh2n8NxggLtmNJKY2lFUbC6uopoNAoAmJiYwM7ODk6fPt2VMVfC6hRFq8fQikiKx+MIhULY29vD3Nwcbt26VTdutxLtctAozEiz2EWYiYIoAg2A48RNKSIFa6iqCr/fj0AgcORkyb6+PvT29lp2jIrkoOnzlXoOGiP2rUWMo400TCuNpTOZDGKxGGKxGILBIE6fPo2pqSkcHh5ic3Ozm8Mvw+v1Gs6fVRc1K0scG922pmnY2dlBKBRCKpXC4uIiLly4cKRUqqM6aBRmpFkozDqLkwVavf5hTsGJDlol9PlFNdepWrKkoiiGcJNl2UiWlGUZHo+nYrJkIBDo+OcukoOWz+fh8Xhqvme6g0asgwLtmNBsY2ngQQlcJBLBxsZGxbVJXq/X8kXA+h0gRVHQ09Nj2RisctDqCTRVVbG5uYlQKIRcLoelpSVcvXq1LbX/Ho+npc+fwow0C4VZZ6GDZh9EEWjmgLFm8Hq9NZMldeFWK1lSF3CVkiVbQb+xLZKDVm9f4vE4HTSLEeNoI1UpjckHUHN9maZp2N/fRzgcxv7+PmZnZ3Hjxo2yNCfgwR0wXfhZdWfJHHNvFVY7aJXKDAuFAlZXVxGJRAAAy8vLmJuba+vnZEUfNHK8cIowc/raJxEEGh00e6FfG9p1zWlHsqTZeWtmXPoNWFEctEZSpw8ODjA1NdWlEZFKUKAJSLXG0vWCPzY3NxGJRJBOp7G4uIiLFy/WLIEzu1dWnbhcLpflQSFWCzTztvP5vNHDrLe31yhH7cQFv9U1aKWT7nu/9b/bNSQiAE4RZSLh9JATQAyRCdg7xbEZ9LV0nf48aiVLZjKZonVuiUQCkiRBURT4/f6yUslqyZLtFptW04iDlkgk8Mgjj3RpRKQSFGgCcZTgj0gkApfLhaWlJczNzTVk5bvdbrjdbuTz+SOtZToqVgs0O5Q4ZjIZRCIRrKysYHBwEBcvXsT4+HhHL47tctCqTcgp3I4XVgizS9/4O7z2v/7frm/XboggbnTnycn7AIjjoFktNF0uFwKBAAKBQFGypKZpyOVyRcJtc3MTsixXTZYEas+jnEYjAo0hIdZDgSYArQZ/RKNRrKysoK+vD2fOnMHU1FTTJyCfz2d5iqLVAs1KBy2bzUJVVbz44osYHx/H448/3rWTaqf6oOlQuB0P6JhZjwgCzellpjqiCDS7plG6XC709vait7e3brLk7u6ukSwJAHfu3CkTb1YmS7ZKPp+nQHMAFGgOptXgj3A4jM3NTYyPj+Pq1asYHh5u+QRjtTgCrI/at2L7yWQS4XAY29vbAIBr1651vamkVWvQKNzEQCRh5nRxIIJAE0nYiFBK58T9qJYsub29jXv37mF2dtZIllxbW0M6nbY0WbJV6jlomqYhkUhQoFkMBZoDUVUV+XweiqIUrS2rFfyxt7eHSCSC/f19zM3NVQ3+aBY7CDSrx+D1epHNZju+HT3AJRQKIZFIYH5+Hjdv3sSPf/xjBAKBjm+/lE47aM1C4eYMRBJmouB0gQmIsQ/Ag+t7O1J2rcaJAq0WPp8PMzMzRY+ZkyUlSSpKltRLLDuVLHkUFEWpuywlmUx2/aYvKYYCzSGUBn+88cYb8Pv9OHXqVN3gj3A4jEwm01DwR7PYJWpf5BRHTdOwvb2NUCgEWZaxuLiIS5cuGW0FXC6XJfvvlBRHCjd7QGFmb5wublRVdfw+AHQC7Ug1x6ldyZK6eOvW+6UoSs0b9JqmscTRBlCgOQA99MOcyNjT02M4aKXk83msrq4iGo3C7XYbwR+d+PJzDVrntq+qKtbX1xEOh6EoCpaXlzE/P192obBqDZzdHLRmoXDrDsdFmDlZHIjgPpnXXjsZq8M12oVIAq3ZfelGsuRRqFfieHh4iEKhgNHR0bZulzQHBZoD0F0zPUXI5XLB5/NBkqSi56XTaSP4Y2BgAGfPnsXk5GRHL7xWiyM7jKHdAsmcrOl2u/HQQw9hdna26uTDKoHmFAetWSjc2oNThNnW1pYxEWp1gu/0mHoRBJoozpNI+yGKQGsk9bAR6iVL6m5btWTJUvHm8/la+t7W259EIgGXy1W2Fo90Fwo0B1DpZO3z+YzSwoODA0QiEWxsbGBycrKrSX52KXHsxhqwarQrJCSXyyEajSIWiyEQCDScrEkHrTtUEhwUbeU4RZjpxGIxSJIETdOK1oz09/cbi/1FmDDXwukCExBDZAL2TT9sFlH2A+i8G2hOlix1rfL5fJFw293dRTQaRTabhdfrrSjc6iVL1ktxTCQSGBwcFEZgOxUKNAdQ6Yvm8XggyzJ+8pOfIB6PY35+Hk899ZTRs6NbVHLyuo3X67V0DEddA5dOpxGJRLC6uorh4WFcvnwZo6OjDU826KBZB92293CaMNN54oknjNIjvexIkiTs7e0Zwq10vYhowk0EcSOS8yTCfohW4tgOB60VfD4fhoeHywI7FEUxRFutZEmzeNOTJes5aMlkku6ZDaBAcwDmC6eqqtjY2MC9e/eQTqcxMzNTFBjRbawuLwTsEbPfilBJpVIIh8PY2NjAxMQErl271tJJ0Sqh5PF4jPAap0/u2s1xEm5OFWZmzKVH4+PjxuNm4ZZKpYzF/qXCrVAoGCVKThRuInyHGRJiL0QSaI2kHnYbr9eLwcFBDA4OFj1eKBSQTqeNG02Hh4dGuaR+nlMUBRsbG0in0xWTJROJxJHaL5H2QIHmEPL5PFZWVhCNRuHxeDA9PY21tTWcPHnS0nHZpcTR6hTHZgRiIpFAKBTC7u4uZmdncfPmzSM5n1btv35Ct/LuotMQSbiJIMzqUUu4mSdBOzs7RkWDEx03EQSaSCEhIuxHoVCw7MZxu3HSNc7j8dRMljw4OMDdu3eNJRX6zaY/+7M/Q09PD06fPg23241AIABZlhEMBi3aE+KMI+6Ys7Ozg1dffRWDg4M4f/48JiYmIMsyotGo1UNjiuP/3b6qqjUnOZqmYXd3F+FwGMlkEgsLC7h9+zb8fv+Rt2+lgwbgWK1D6xROEm7HQZjVw+VyFaW0eTwexONxXLx4sUi4mcUbgKrCzWpxJIJAE8lBE8F5EmU/gAcOmtP3RU+W1MX/+fPn4XK5jCqBZ599Fq+//jp+8Ytf4O7du4hEIujv78eJEydw7tw5nD17FufOnTP+lTp3tXjxxRfx1a9+FXfu3MHGxga+973v4Zlnnqn5mu985zv48z//c7z77rsYGhrC008/ja9+9atF4SqiQ4HmAIaHh/HEE08U1SD7fD6oqmp5GYHV4sgOY9Df/0p32TRNw+bmJkKhEDKZDJaWlnD58uW23lm0cg0agGO/Dq2T2Em4UZjVp1S46ZT2RZIkCdvb25AkyXiNlcJNBIFGB81eWD03aSdOctDqoa8/07/vepXAM888Y4imL3/5y9je3sZXvvIVvPXWW7h79y7eeustfPvb38Zbb72Fj33sY/irv/qrhrcpSRIuXbqET37yk/jIRz5S9/kvvfQSPv7xj+Mv//Iv8eEPfxhra2v49Kc/jU996lP47ne/29qOOxAxjjjB6enpKVsgqp8s8vm85QLNDiWOdhBo5oW3hULB6GGmqqrRw6wTn5VVAs3lcsHtdtNBs4BuCjcKs8aoJXCq9UVSVbXIcUulUtja2jLWi3RTuDldoInkoIki0ETYD0AMB02nXoIjAKNJ9fT0NKanp/FLv/RLRb9vdr719NNP4+mnn274+a+88gqWlpbw+7//+wCA5eVl/O7v/i6+8pWvNLVdp0OB5gAqXXTcbjc8Hg/y+XxbyuRaRRdHVt6BtXoMbrfbKDNUFAWxWAzRaBQ+nw8nT57E9PR0Ry9UVsbdM8nRXrRTuFGYNU6rMfVut9sQXmbqCbdS0dbX1we/39/y+Y8Omn0QRdjQQbMnjfR0SyQSmJubq/r7Tr8X169fxxe/+EX8+7//O55++mlsb2/jX/7lX/ChD32oo9u1G2IccccUcy80K8cAWHsC09MErax5d7vdCIVC2NraQn9/v7FWsBuTHqscNH3bdNDsTzPCjcLMehoVbqUJba0KNxEEmggOmp6KS4FmL0Ry0BoRaAcHB13rpVuJmzdv4jvf+Q4+9rGPIZPJQFEUfPjDH8bf/M3fWDYmK6BAcwDVLjp2CegAGrPNOz0GKy4IsiwjEolAURSkUilcuXIFIyMjXZ0oeDwe5HK5rm3PDB00Z0Mx5ixqCTe9J5IkSTg4ODBitPXyylrCTZRG1U4XNvrNLhHEgCgCTVVVqKoqlIOm31ivRiKRsLQP2t27d/HZz34WX/rSl/DBD34QGxsb+MIXvoBPf/rT+Id/+AfLxtVtxDjijgF62o4ZO6z/crlclvchc7vdRvPFbsX6Hh4eIhQKYXNzE9PT0wgEAjh58iRGR0e7sn0zdNAIsR4r3Ru32101WruWcNPFmqZpKBQKyGQy6O3tdaQTJYKDpp9LnS40AXFSHPVrqwj7AjRe4milg/bcc8/h5s2b+MIXvgAAePTRR9HX14dbt27hT//0TzEzM2PZ2LoJBZqDsUOJoz4OKwWay+XqWlBIPB5HKBTC3t4e5ubmcOvWLQSDQbzyyiuWvQdWCjQ6aITY14FqVLjt7e0hm83i5ZdfhsfjqVgqaXfhJpKD5vT9AMRx0PTrugj7AtQXaJqmGSEhViHLctkY9fffrufaTkCB5mDsItDs4OR1UqBpmoadnR2EQiGkUiksLi7iwoUL6O3tLdq+lS4WHTRCSKOUCrdgMIi1tTVcvny5SLglEgmsra0hnU5XFG79/f3o6emxhXATwbEpFApwuVy2eD+PgtVrwtuJLjSd/pno5PN5BAKBms9pt0BLpVK4d++e8f/hcBg/+9nPMDo6isXFRfzhH/4h1tbW8K1vfQsA8OEPfxif+tSn8PWvf90ocfzc5z6Ha9euYXZ2tm3jsjsUaA6hUomjnQSaHdbCtXsMqqoaPcxyuRyWlpZw9erVivXbVpZ50kEjhBwFPSTE4/FgYGAAAwMDRb8vFApVhZvX60VfXx+CwSD6+/sN8dZt4SaKg+b0fQDeKwsUZV9EWX8G1HfQstks0ul0W5drvPrqq0VR/Z///OcBAL/zO9dkHTQAACAASURBVL+Db37zm9jY2EAsFjN+/4lPfAKHh4f42te+hj/4gz/A8PAwfvmXf5kx+8Q5+Hw+SJJk9TAsL3EE2iuQCoUCVldXEYlEADzowTE3N1fzbiAdNEKOL05PQaw3/kaFWzwex8rKCjKZjCHcSv91SriJsgZNFFEDiFEWKFKCI1BfoCUSCQAo6717FD7wgQ/ULE385je/WfbYZz7zGXzmM59p2xicCAWaQ6h04bGTg2b1ONrhoOXzeaOHWW9vL06fPo2pqamGLphWiyQ6aISQo9CKuKkn3FKpFCRJwv7+fk3h1t/fD5/PdySBRQfNPuilmqLsi2gOWq0Ux0QigUAgYGl/XfIAcY66Y4gdhJE+DqsdtKM4WJlMBpFIBCsrKxgcHMTFixcxPj7e1GTByvfAanFIB40QZ9NuB7CWcNPdtlLh5vP5ysokdcetEUQQN6Ks2xJlP4Dj6aANDQ053o0WAQo0h2BnB80O42hFIEmShHA4jPX1dYyPj+Pxxx9veWGslb3I6KARQo5Ct0o0PR4PBgcHMTg4WPS4oihlqZKxWMwQbtVKJa3Yh04igsgEHghxEfYDENNBqyfQhoeHHf9dEgFxjrpjiB3WfgEPxJEsy5aPodH3IplMIhwOY3t7G9PT07hx40ZZDHWz2EEkWTFBoYNGiPPFgdXR1V6vt6Zw00sld3d3EY1Gkc1my4RbNpt1/M0ikQSaKK6TSA6apml1BVoymWzr+jPSOhRoDsHODppdShzT6XTV32uahv39fYRCISQSCczPz+PWrVt142ab2b5V74F+srWirMTtdlvmHBJC2oNdBWYt4WYuldzd3UUqlcLh4SFisZixrs0s4Gqtu7ELojhPIgk0kRw0fY7SSIkjsR4xjrpjis/ng6qqlp8M7eDkVUtx1DQN29vbCIVCkGUZi4uLuHTpUsPrGprZvpUOGmDNRZEOGiHOx64CrRperxdDQ0NFE8k7d+5genoa/f39hnDb2dlBJBJBNptFT09PxVJJOwk3Omj2o16ohpNQFMVop1GNRCJhaZNq8h4UaA5GvwuSz+ctPRnaxUEzj0FVVayvryMcDkNRFCwvL2N+fr5jd8KsjtkHYMn2uQaNEOfjNIFWCU3T4PP5yoQb8OAaaS6V3N7ehiRJyOVythJuooRriCTQCoVC2yptrEYvb6z1XWeJo32gQHMIlb5QbrcbHo8H+Xze0khUO6RJ6gJNURSjh5nH48Hy8jJmZ2c7flfSykbVepyxFUKJDhohzhc4Th8/UNt9qiXczKWSlYRbaalkJ8vdRHHQRBGagFhr0OqtPwNgLAEh1kOB5nDsUF5ohzEAgCzLeOGFFxAIBHDmzBlMTU11bdJhZYmjldung0aIGDhdoLUiMn0+H4aHh8scg1LhtrW1ZQi33t7eio5bO4SbKAJNlLV0gHhr0OrtSzKZxMWLF7s0IlILMY66Y0C1C48dgkL08j4rLi7pdNroYQYAV69exejoaNcnG1aXeVrlZDW6XU3TsLe3h/v373dhVISQZhDdQWuWWsJNL5OUJAmbm5uQJAn5fL4twk0UYSNSiaNIDlo+n2/IQWOJoz2gQHMQLperLA7ZLuWFwIMTWbvDN6qRSqUQCoWwubmJiYkJXLx4EW+++SbGxsa6sv1SdAfLqomOXR00TdOws7OD+/fvQ5ZlLC0tdW9whJCGEEWgdXoffD4fRkZGykIUcrlckeNWKtxKyySDwWDFibJIDpooouY4OmgMCbEHYhx1xxg7OGgejwcul6srAi2RSCAUCmF3dxezs7O4efMm+vr6IMsyFEWxVCAB1p3MrRJo1Rw0TdOwtbWF+/fvI5fLYWlpCQsLCw/em/+v68MkpOM4WeBY3QetHWiaZpm46enpQU9PT13htrGxYQg3v99f5rYpioLe3l5L9qGdFAoFIfYDEMtBqyfQNE2jQLMRFGgOopKDZgeB5nK5Olrip2kadnd3EQ6HkUwmsbCwgNu3bxcFo+gnHasEktXbt4uDpqoqNjY2EAqFUCgUjPRMUS5whFTC6QKHDlpnqCTcNE0rK5VcX1+HJEnGBDqVSpWJNyedQ0UKCRHNQauXTsoSR/sgxlF3jLGDQAM6U2qpaRo2NzcRCoWQyWSwtLSExx57rOIJxlxmacXJ1O12w+VyWRq1b6WDpqoq1tbWEAqF4HK58NBDD3UlPZMQcnREEGhWOmjN4HK50NPTg9HRUYyOjhqPa5qGn//858ZatlLh5vf7jVLJYDCI/v5+BINBWwohUUoc9WubCPsCPJgfBYPBqr9XVRUHBwdFxyWxDgo0h+Pz+SBJktXDaGuSY6FQMHqYqarakAvjdrvhdrstDeqwMijEKoGm3w1+8cUX4fF4cOrUKUxPTztiokRIO3GywHGKuKmF00Wmy+WCy+VCf39/Ucy5pmllpZJm4RYIBMrcNquFm0hhJwCEctBq7UsymYSmaSxxtAliHHXHhEoXHzs5aEcVJ4qiIBaLIRqNwufz4eTJk01N9q1sFg1YG7Xf7W0rioKVlRWEQiFomtb1tgaEkPbi5O+upmlCBGxUEjYulwu9vb3o7e0tc9xyuVxRqWQ8HockSUZzZauEmygOmj6ncfpxpVMvxTGRSMDtdmNwcLCLoyLVoEBzOHZIcTzqOLLZLKLRKGKxGPr7+3H+/HlMTEw0PWGwQ9S96A5aPp9HLBZDJBJBMBjEI488gjfeeAOTk5OOnuARchScvgbNjuu3mkF//528D0BzKY5m4WZOL9Y0DdlstshxMwu3YDCIYDBoiDa9VLKdIkQUgaavP3P6caXTiIM2NDQkjCB1OhRoDkI0B02WZUQiEayurmJsbAxXrlzByMhIyydDqwWalQ5epxtG53I5RKNRRKNRDAwM4NKlSxgbG4OiKHjjjTeEuHtNyHHGyZNQXaA5/RzUjvOoy+WC3++H3+9vWLipqlrVcWtlPKIINJESHIH6ISEMCLEXFGgOp51rv7o1jsPDQ6OH2fT0NJ588sm2WOpWOlj69q0SaF6vF9lstu1/N5vNIhwOY2VlBSMjI7hy5UpRmY1+8RYp6YqQVhBB4DgVvdWHkz8DoLN90GoJt0wmA1mWIUkSUqkU9vb2IMtyy8JNlGAN0a5rjThow8PDjv8eiYI4R94xwO4OWj2BsL+/j3A4jL29PczNzeHWrVs1E4VaGYPVAs2q7bfbQUun0wiHw1hdXcX4+DiuXbuGoaGhitsFULEXGiHEGTg9YEMkB63bwsblciEQCCAQCFQUbmbHbW9vD5IkQdO0IuGmp0sGAgHjWiSCQBPJQVNVta7gjMfjdNBsBAWaw/H5fMYXz8oTid67pRRN07Czs4NQKIRUKoXFxUVcuHChI00srQ4JsXL77XLvZFlGKBTC+vo6Jicn67qbLper4+WVhNgdpztQThdodNDaj1m4jY+PG4/XE27BYBCFQgFra2sYHh4uEm5Ow+p5VTtpJJGSJY72ggLNQVS6+Ohftnw+b+mJpLTEUVVVo4dZLpfD0tISrl69WrdJ4lGwg4PmVIGWSqWKyk5v3LiB/v7+hrdNB40Q5+J0gaaP38n7ADgjnr6ecDs4OMCbb76JbDaLSCQCWZYN4VZaKml34WZVX9VOkM/njRuq1Tg4OKBAsxFiHHnHGLfbDY/Hg3w+D7/fb9k4dHFUKBSwurqKSCQCAFheXsbc3FxXxKMdBJrTUhwPDg4QCoWwvb2N2dlZPPXUU02XndJBI8TZ7o3TBZrTUyh17OSgNYsu3PRr/blz5+DxeKBpGtLpdJHjtrOzU1G4mUsl7fB5iuSg6WKz1vsaj8fZA81GUKAJgF2CQmRZxgsvvIDe3l6cPn0aU1NTXb3YdCoowwnbb9bFSiQSuH//Pvb29jA/P49bt24hEAh0ZduEEHvhdIEmSqNtJws0Hf1mnb4fLpfLiPafmJgwnldNuEmSZLymkuPWzeNUJAetkX05ODjA0tJSdwZE6iLGkXdMqHZisjIoJJPJIBKJIBaLQdM0XLlyBePj45Zc7O2Q4milg9bItvf393H//n0kEom2rQekg0aOO04XOICzHUARHDR9HaPTHRs96KTe51FNuKmqaqxxS6VSSKVS2NragizLXRduhUKho8syukm9iH3gwY1bOmj2gQLNYbhcrrIF6VY0q5YkCeFwGOvr6xgfH8fFixfx+uuvF51ou43VJY5Wh4RUc7E0TcPe3h7u37+Pw8NDnDhxApcuXUJPT0/Ht00IsT9OFzgiOGj6OdTp+3HUdXRut7uqcDM7brWEm14q6ff7j3RcK4rScmWJ3WjEQaNAsxcUaALQTQctmUwiHA5je3u7KEwim81aniZpdYqj3UJC9ATN+/fvQ5ZlLC0t4cqVK22/I0gHjRBnO1CAs8fvdIEJiCXQOjEHcLvdhgAzU0+4lbptzQg3kfqg1RNomqYhmUxWbKdDrEGMI+8YUclB67RA0zQN+/v7CIVCSCQSFdcs6ZN+K/uGWO2gWV3iqIskTdOwtbWF+/fvGwmaCwsLHbvQ0EEjxNmI0CZABGEDOFsoA90P1mhEuKVSKRwcHGBjYwPpdNpw6eoJN5H6oOXz+bpzgGQyidHR0S6NiNSDAk0AOhUSomkatre3EQqFIMsyFhcXq5bGud1uuN1uKIrSkR5njWC1QLNDiePa2hpCoRAKhQIeeuihriRo0kEjxx0RBI6ThYEI4Rr6Pjj5cwDsk3xoFm6Tk5PG46qqQpZlw3GrJtzMlUFO/34AjZU4JpNJljjaCAo0h1HpJOHz+SBJUtu2oaoq1tfXEQ6HoSgKlpeXMT8/X/fLbQeBZLWDZoVQ0XvOAcC9e/fw8MMPY3Z2tmsTFjpohDgbp09AnT5+QAyRCdhHoFXD7Xajv7+/rM9nqXBLJpPIZrN4++238e6771Yslezt7XXMcVfv5rksy8hmsxRoNoICTQDaFRKiKApWV1cRDofh9XqxvLzc1ETfirCS0u0XCgXLLtbdFoh6z7lwOGxcEK9du9b1Rc100AhxNk4XOCKIGxH2AXgvxdFpVBJuP/7xj/Hoo4/C4/EglUpBkiQkEgmsr69DlmV4PB7HCLd6KY6JRAIAKNBsBAWaABx1DVoul0M0GkUsFkMwGMTZs2cxNTXV9AnG6n5susPXSJxsJ9AdtE5PdhRFwcrKCsLhMHp7e3HmzBlMTU3hP//zPy0ptaKDRoiz1w6JINCcPH7AucKmlKOmONoJPWY/GAyWOW6FQqHIcUskElhbW0M6nYbX6y1b49bf34+enh7LjtN6JY7JZBJ9fX3CtBUQAQo0h1GtxLEVgZZOpxGJRLC6uorh4WFcvnwZo6OjLZ9A7FBiCFjXu8Tr9ULTtI5NdvL5PGKxGCKRCILBIC5cuICJiQljW1aVWNJBI07m/v37xgQqGAy2NLnkGjRrcfr4AXEcNLuXODaKqqpQVbWqqPF4PBgYGMDAwEDR4/WEWyXHrRvCrZ5Ai8fjGBoacvz3SCQo0ASgWecqlUohFAphc3MTExMTuHbtWluiVa0ucXS5XJYnKQIPToTt6jEGPHA49WbgAwMDVYW0VQKt2fd89gUN6+/nRYDYg1wuh3g8DkmSoKpqxX5KnWqEayecvH8iiBtRnCdRBJp+LW12X+oJN71UMh6PY2VlBZlMpivCrV6KYzKZxPDwsKPPA6JBgeYwjuKgJRIJhEIh7O7uYnZ2Fjdv3iyLpj0KVpc4Ata6ePrFtV0iKZPJIBKJYGVlBSMjI7hy5UrNCFynOGj/9fxncPZ/f62DIyKkcc6ePQvggQuTyWSMWG5JkrC9vV3WT0kXbVaXLLUTpztQIsTsiyAyAesqWNqNoihwuVxt+0xqCTfdbZMkCfv7+zWFW39/P3w+X9Pf13oOWiKRwPDwcEv7RjoDBZoA+Hy+qk2iNU3D7u4uwuEwkskkFhYWcPv2bfj9/raPw2oHTR+DVQLN5XK1ZfvpdBrhcBirq6sYHx9v2OG0qtSQa9CICLhcLgQCAQQCAYyPjxuP6/2UzCEBpSVL+Xwefr8fiUTCkes4RBBoTh4/II5AE2Utnd4DrdPHlcfjweDgIAYHB4seryXcfD5fVcetEvXKNQEKNDtCgeYwKp0s9C9dPp83ToyapmFzcxOhUAiZTAZLS0t47LHHOjpx8Hq9kGW5Y3+/0TFYvQ6uVZEkyzJCoRDW19cxOTmJ69evl91t69S2jwLXoBGRqdYI1zyBisVikGUZb775JrLZLHp6eoqcNv31dp24On0NnQjiRhRhI1KJo5X7UU24KYpilErKsoy9vT1Eo1Fks9mqwk2nkRJHYh8o0ATA7XbD4/Egn8/D5/MZPcxUVTV6mHXjRGO1OLLDGFpZA2deEzg9PY0bN26UJUY1um06aIR0B/MEKpFIoLe3Fw899BDy+XxRmeTGxgZSqRQURUEgECgTba0Gk7QTp5cIipLi6OTPQEeUtXSNNHa2Aq/XW1W4mR233d3dIuEGPOiTWloqqUMHzX7Y7+gjLeH1ehGLxbC9vQ2fz4eTJ09ienq6qyfKo8b9twMrQ0KA93qxNcLBwQHu37+PnZ0dzM7O4qmnnkIwGGx523TQCLEen8+H4eHhosmOpmnI5XKGaJMkCXt7e5AkCZqmGTHe5smT3+/vmuhwuoPmdIEJiCNsrHae2oXT9sPr9WJoaKhsOYSiKNje3sa7774Lt9ttCLd4PI5nn30Wy8vLOHXqFA4ODjAxMYH9/f2aa90b5cUXX8RXv/pV3LlzBxsbG/je976HZ555puZrstksvvzlL+Pb3/42Njc3MTMzgy996Uv45Cc/eeTxOBEKNIdResHOZrPGXZL9/X2cP3++KHq9m1jtXuljsFIsNCKSEokE7t+/j729vbauCbTKyaKDRo479dZAuVwu9Pb2ore3F2NjY0WvS6fThmhLpVLY2tqCLMtFpZVm160TwSROX8NFB80+OE3YVMOuDlqzeL1e49xz6tQp43FZlvGNb3wDr7/+Ot566y3cu3cPL7/8Mr71rW9henoa58+fL/r32GOPNXUDWZIkXLp0CZ/85CfxkY98pKHX/NZv/Ra2trbwD//wDzh58iQ2NjaO9dzC+UffMcTlckGSJITDYaytrWHs/2fv3YPjusv7//fZ+0UX6y7LlizJlrET2bId27Edx86tBA9Dm0IHaGbaFMO0TEMKuJSS/iBNmkALaSnwZSBlmMbfFAptaAMt8MuQIRPnQpI2cazYcWKvdiWtVvfbrvbsffec3x/+nZPd1d4k7e7nfM4+rxkPZC378zny0Tnnfd7P835aWlBXV4e+vj60t7cz25dWBBprBy3f+ktLS3C73fD7/ejp6cHg4CCsVmvZ1mblHpKDRhDrQxAEOBwOOBwOtLW1qZ9LkqTOUhJFEX6/Hz6fb1VAQLrrtpH+Yt4Fmh4cNL0INOql0x65xKbD4cBtt92G2267DQBw6tQp/OVf/iU+9KEP4fLly3jrrbfw1ltv4cknn8SDDz6IH/3oRzh58mTJa546dQqnTp0q+euffvppnDt3Dh6PR3Xwent7S/7zeoQEGodcunQJPp8PnZ2dOHLkCBoaGnD+/Hnm5YVaidln+X3IdtBkWcbi4iLcbjeCwSC2bduGoaGhss5JS1+bHDSC4B+DwYC6ujrU1dWho6ND/Tw9IEAZAxAKhRCPx2G1WleNAXA4HCU/ZPIs0PQgCvRwDIB+hI1eHDSgtGNRQkI2bdqEY8eO4dixYxm/X+ky6P/6r//CwYMH8bWvfQ3/8i//AqfTid/+7d/Gww8/DLvdXtG1tYo+zr4ao7W1FX19fRl2sxb6vxT3iOXbWJPJhEgkwmRt4F0XS5ZlzM/Pw+12IxwOo7e3FwcOHKhoiib1oBHE2hl6/HsY/tgfs95GSeQLCEgkEhn9bVNTUwiFQmowSXaipN1uz3BryEFjjyRJ3I1nyIVeBJpejgMoLtBkWYbf7y/Ye1bp64PH48GLL74Im82Gp556CgsLC/jTP/1TLC4u4vHHH6/o2lqFBBqHbN68eZVjoRX3SpZlpFIpZm+eWJc4Go1GrKys4De/+Q3i8Th6e3vR3d1dle+H0WhEPB6v+Dq51iUHjahlWAscs9mMpqYmNDU1ZewpFotl9LelB5Ok97dJkoRYLAaHw8GlUNNLD5oeBIFewk6SyWRZWxBYkkwmi4r/QCCQcf2oNsrP8A9/+EM16OTrX/86fu/3fg/f+c53atJFI4HGIbluRGazGaFQiMFu3kURISxLA1j1YUmShOnpabWp9T3veQ+2bNlS1RsuaweN9UMqQRDvIggCbDYbbDZb3mASURQhiiJkWcaFCxdgNBpX9bfV1dVVpCS7nOjFQdPDMciyrBuhqYfjAIo/k6VSKQSDQaYx+5s3b8aWLVsyUih3794NWZbh8/kyAk5qBRJoOoF17xWQOY+tHKmE66HaKY6SJGFychIejweCIKCpqQkGgwE9PT1V24MCyzloAHsXgSCI4uQKJnn22Wdx4403QpZltVRyaWkJExMTGcEk2aWSWunR0YODpgfnSbn/6EHYsKwEKjfFnsn8fj8AlCVef73cdNNNePLJJyGKojoH9urVqzAYDNi6dSuzfbFEH2dfjZHPQWMt0AD2JYbVWj+VSsHn82F0dBRGoxEDAwPo7OzExMQEFhcXK75+Llg6aIA+3gATRK2hNP8bjUbYbDb14UghfQCuKIqYm5vD6OioGkySLdrWEkxSzmPg/dqjh+unUuquB4GWTCZ1cRxAcQctEAjAZDLB6XSWbU1RFDEyMqL+9+joKC5cuIDm5mb09PTg/vvvx+TkJJ544gkAwN13342HH34YH/vYx/DQQw9hYWEBf/EXf4HTp0/XZHkjQAJNN2ihB00L+6i0QEsmk5iYmMDo6CisVit27dqFjo4OVTSzEkks11ZuYnp641irdJ2TMXWSbyeCBTy7x4pAy7f/fANw4/G4KtpCoRAmJychiiJSqRQcDseqMQDZwSTlRA8Omh4EmuIC8v5vAejrflZMoC0vL2PTpk1lPf9ee+013Hrrrep/nzlzBgBwzz334OzZs5ienobX61V/v66uDs888wzuu+8+HDx4EC0tLfjwhz+MRx55pGx74g19nH2Ephw0lvuolEBLJBLwer0YGxuDw+HA4OBgzoHgLB1EVgJN+R5QkiNB8EcxgZYPi8UCi8WSM5gkPVFyfn4e4XAYwLXZS+mira6uDlardcMP9Hpx0Hh3bPRQpqlQaw5aufvPbrnlloLR/GfPnl312a5du/DMM8+UdR88QwKNQ3LdzFgLo/R9sHbQJEkq29vIeDyOsbExeL1e1NfXY9++fWhubs77QMHSQWMVdy8IAiU5EgSnrFeg5SI9mKS1tVX9XJIkNZgkFAphZWUF09PTCIfDMBqNq0Sb0+lcUzCJHtwnPRyDnoI19OagFUpx9Pv9aGxs1IXzqSf0cfYRMJvNkCSJ+QWSdYmjcuzJZHJDyWPRaBRjY2OYmJhAU1MTDhw4UFIDLasUSaD6ASnp0Cw0otbh/eGmkvs3GAyqAEsnlUohHA6rpZJLS0vwer2IxWKwWCyrRFu+YBKeS0wV9OA+sX7+KCe15KApJY6EtiCBxiH5QkKAa6V4LC8qrJ28jQq0SCSC0dFR+Hw+tLa24vDhw6t6LwpRqyKJHDSililUyqN1yumgrRWj0Yj6+nrU19dnfK4EkyilkjMzMwiFQmoaXXaipB7EDTlo2kEZF6AHBy2VSkGSpILHsrKyQgJNg/B/9hEAtBFxD7AvcRQEYV0iKRwOw+PxYGpqCu3t7Th69Oiqh4ZS0EJICIu3yeSgEQSfsBRo+SgUTKKINlEUsby8jFAohFQqhXfeeQeNjY0Z4s1ut2vquApBAk07KM8wejqWQgLN7/czHVJN5IYEGofku+GwLi9U9hCNRpnuYS0iURRFeDwezMzMoLOzE8eOHVsVM70WFCeJxc2W5TwyctAIgk94cv8sFguam5szys1lWcZLL72ELVu2AIAaTBIKhSAIQs4yyXIEk5QbPQg0PQSdANeEpiAI3P97ANcEmsFgKHgsfr8/o2eU0AYk0DhFEIRVN1YtJDmydtBK3cPKygrcbjfm5+fR1dWF48ePw+FwlGVtgE0/Qbn679aDwWAggUbUNFp74C8VLTpoa0EQBAiCgKampgzHLT2YRBRFBAIBTE5OIhKJqDOfssNJCgUpVBJZliHLMvfiRg+lpsC7/We8/kykU6z/DLiW4rhjx44q7YgoFRJoOoJ1/5eW9pBPoPn9frjdbiwuLqK7uxsnTpwoa0lo+kywat/slbVZCCWWpZ0EwRqeXKhseBdoQG73KT2YpL29Xf1cCSZRSiUXFhYwPj6eEUySPXy70sJJuWbzLm70UuJYSwmOAJU4ahV9nIEEAG04aFoos8yVpLi0tAS32w2/34+enh4MDg7CarWWfW0lcp7F90ApyWCxNvWgEQSf6CEBcS3HkC+YJJFIqGMARFHEzMwMRFFEMpmEzWZbJdocDkfZBBUJNG2hpwTHRCJRkoNGAk17kEDjFCpxLL4HWZaxuLgIt9uNYDCIbdu2YWhoqOLlf6yDQlg5aKWuK4pihXdDEESp6EGglaN/y2w2Y9OmTRlpdrIsIx6PZyRKTkxMIBQKQZIkOByOVaWS6wkmUe4XJNC0gd4ctELHIstyRQZVExtHH2cgAUAb7pUWShyNRiMCgQBeeeUVhMNh9Pb24sCBA1UrOWQ5C42VOCzFQRNFEW63G7Ozs1XaFUFUD15Fjh4EWqWOQRAEWK1WWK3WVcEk0WhUFW2hUAizs7MIh8NqMEl2f5vFYsm7R0mS1F46npEkqer9z5VATw5aqT1opcx5JaoLCTROyTcLLRQKMdhN5h5YRb3LsozZ2VnMz89DkiTs2LED3d3dVX8TxnIWGiuBVshBSxdmSiALRq9WeYcEQeSDZ2GgBGxU030SBAF2ux12ux1tbW3q55IkqYO3Q6EQ/H5/BnYVmwAAIABJREFURjBJtmhzOp0wm826SHAEyEHTIqU4aH6/nxw0DaKPM5AAoA33SrkQlNKYWi4kScL09DQ8Hg9SqRQaGxthtVrR19dXlfWzYV3iqBUHLZcwK0dSJkFoDd5DQngWaMqLIS0cg8FgQF1d3apRLalUKqO/bWFhAWNjY4jH46pDJ8sypqenVQHHo9DRW4qjHij2LKb0WZKDpj1IoHFKPgeNtUBTLmqJRKLiAk2SJExOTsLj8UAQBPT396Orqwvj4+MIBAIVXbsQLPvwWDpoyrokzAiCH3gXaIo41rIwMBqNaGhoQENDQ8bnSjCJMrdtamoKoVAIyWQSdrt9VaKk3W7X9HGSg6Y9kslkwfuv8qxEDpr20McZSADQRg+aIAgV30cqlYLP58Po6CiMRiMGBgbQ2dmp3rhY9oAp69eigxYKhTA8PEzCjKhJeBU5PLt/gLYctLWiBJOkUiksLi7ihhtuUINJlP42URSxuLiIUCgEWZbhcDhWJUrabDZNHL9eBFoymaxIyjMLiqU4+v1+1NfX60aQ6gn6F+EUrTpoQOUcpGQyiYmJCYyOjsJqtWLXrl3o6OhY9b1gnSRZawJNFEXMzc0hGAxi69atJMwIgiPIQWNPeg9aejBJS0uL+jWyLGcM3hZFUQ0mSZ/5lt7nViiYpFLHoQeBpjcHrZhAI/dMm+jjDCQAaKMHTdlHOQVSIpGA1+vF2NgYHA4HBgcH0dbWlvfGw1qg1UqJY3opY319PVpbWzE4OFiVtQlCS/DsQvEu0Hh20BRKCQkRBAEOhwMOhyNnMIniuC0vL2NiYgLRaBRms3mVaFOCSSqBnhw0PRwHUJpAa2xs5PrnR6+QQNMRShoU64tkuYRiPB7H2NgYvF4v6uvrsW/fPjQ3Nxe9kLBMUQTYOmjVGBidq8dscXGR4vMJgkN4F2jVTnCsBBtJccwXTJJMJjOE29zcHEKhkBpMkp0o6XA4NvzcwPrZo1zUkoNGQ6q1iz7OwBokX4kjcM1xYnmR3GgPWjQaxdjYGCYmJtDU1IQDBw6sKWFICw5aLBZjsnYlxWGh8I/l5WWmopggWMOryOFdoCkzxHimEqWBJpMpZzCJMnhbKZVMDyZRBm+nu25rCSahFEdtIctyyQ4aoT1IoOkIg8EAo9GIRCIBm83GbB/rFUiRSASjo6Pw+XxobW3F4cOH13XhUNZn9eDBugctHo+X9e8sJZWx0Bw0gtA7PJc4AvyKS4ActLVisVhgsVgyXBNZlhGLxVTRFgqFMoJJcvW3ZQeTyLJMPWgaQ5IkyLJcsKTV7/eTg6ZR+D8Da5R8N1QtJDmutcQxHA7D4/FgamoK7e3tOHr0KOrr6ze0PsubBcsUyXKKw7XE5VejtJIgiPJDDhp7WDtPgiDAZrPBZrPlDCZRRFswGMT09DQikYgaTJKeJAlAFwJNLw6a8hxS6FgCgQCFhGgUEmgcIwjCqje3WggKMZvNJZX4iaIIj8eDmZkZdHZ24tixY6vq6NdD+rBsFhdZlj1w5XCy1jPHjBw0guAT3gUaOWiVIz2YJJ1UKoVwOKyWSi4tLUEURQDAK6+8sqq/zel0cuNIybKsGwdNaXcpdG4FAgHs3LmzirsiSoX/M5DIQAtR+yaTCaFQKO/vr6yswO12Y35+viLzsgwGAwRBYDbLhHWJ43rdu40MmCYHjah1eBU5vAs0rYqbtcDbMRiNRtTX12dUukQiEbz88svYs2ePGk4yNzcHj8ejtl1ki7ZyBJOUG6UsUGv7Wg/F+s8ActC0DAk0jsnloGlFoOXag9/vh9vtxuLiIrq7u3HixImK9cqxdrFYljiu1cnaiDDbyLoEoRd47kHjee8A/wIT4E+g5UJJcNy0adOqB34lmEQplfT5fAiFQpAkCXa7PUO01dXVwW63M/s3VZ4b9OCglSLQaA6aduH/DCQy0IJAy+6DW1pagtvtht/vR09PDwYHByvubLFMcmQtDktduxzCTMFgMJBAIwgO4V3g6EHcSJIEi8XCehsbolDEfqFgEkW0iaKI+fl5hMNhAIDD4cgQbU6nE1arteLnajKZhCAI3J9TQOkCjUJCtAkJNJ2hpZCQhYUFuN1uBINBbNu2DUNDQ1W7CdXKsOj1rF1OYZa9Lu8PewRRa/D+M8v7/gF9iMy1zkBLDyZpbW1VP5ckCZFIRBVtKysrmJ6eRjgchtFoXCXanE5nWZ8r9NJ/BlwTaIUSHGVZRiAQWNMYI6J66OMsrFHyzUIr1P9VaWRZxsrKCiKRCIaHh9Hb24sDBw4UvEhUAi04aCweHAoJtEoIMwXl4UIPD0sEsR54Pe95/5mlFEdtUK4h1Uo6pNPpRHt7e8bfnz54e3FxEePj44jFYrBYLKtE23qDSfSS4AhQDxrvkEDTGaxSHGVZxszMDDweD6LRKADg5MmTzN5EsXbQADZv4nIJtEoKs/R1AX08aBDEWuG5j4t3gUYpjtqgXAItH7mCSYBrIiS9v21mZgahUEgNJslOlHQ4HAW/13py0BKJRMFjSSQSCIVCVOKoUfRxFtYo+Ry0ago0SZIwPT0Nj8eDVCqF/v5+tLa24vnnn2d6w2Ed1AGU9vaqEmsrAq0awkxB+bdOpVJVd0sJgtgYPAs0PYgbOob1YzKZ0NjYiMbGRvUzWZaRSCQy+tuWl5fVYBKHw7EqUVIJJtGbg1ao39/v9wMACTSNQgJNZ1SrB02SJExOTsLj8UAQBPT396Orqysjbj2RSDCJuQfYBnUYDAZmsfNKmuLw8HBVhJmCMtqAgkIIgi/04KDxvH9AHwKt0g7aWhAEARaLBc3NzRn9VbIsIxqNZjhu8/PzCIVCEAQBTqdTFWmLi4uoq6uDxWLh9vxKJpNwOp15f9/v98NqtVb8+YBYHyTQOIaFg5ZKpeDz+TA6Ogqj0YiBgQF0dnZm3FyMRiPTOWQA2xJHgE1QiCiKGBkZAXBNMFVDmKVDs9CIWobXhzjeBY4exI0kSZoRN+tFSwItH4IgwG63w2635wwmEUURU1NTiMViuHr1KiKRCEwm06r+trq6Oi4qRYpV8SgR+zz//OsZEmg6o1I9aMlkEhMTExgdHYXVasWuXbvQ0dGR9webdZqkyWRCJBJhtn41SyzTSxk3b94MANi5c2fVxTHNQiN4xefzbejBi/ceNJ7RQ0iIHkQmDwItH+nBJKFQCDabDbt370YqlUIoFFJ/LSwsZASTZIs2p9Opqe9BsRRHv9+fURpKaAsSaByTz0GTJKlsF8tEIoHx8XGMj4/D4XBgcHAQbW1tRW+IrMJK0tdnLRAr7Sbl6jGz2+2Ymppi4mTRLDSCV9IT4axWa0aUdynBAjzDu4Omh5AQPYQr8SzQ0kl3nYxGIxoaGtDQ0JDxNUq4hlIqOTMzA1EUkUwm1cHb6aKN1fWjmIOmJDjy/POvZ0ig6QzlbUkikdjQxTIej2NsbAxerxf19fXYt28fmpubS/5B1oJA0muJY7HwD5b9b1TiSPDI0NAQAKwKFvD5fBnBAopgUx6+0gfn8vqQw7tAIwdNG6RSKWYtDeWklOMwm83YtGlTRjy9LMuIx+MZ/W1erxehUAiyLKvBJOnXD5vNVtFzt1iKo1LiSGgTEmg6w2AwbKi8LhqNYmxsDBMTE2hqasKBAwfWNcRQCyWOelu/1FRGVgEp5KARvGM2m9HU1JSRaqYEC4iiCFEUEQwG1cG5JpMJdXV1iEQiWFpagtVqXff8JVbwLtD04KDpQaDp4RiA4sEa+RAEAVarFVarNWcwSfqLn9nZWYTDYTWYJHv4djmCSWRZLrkHjdAm/NxFiFUU6v9aa3lhJBLB6OgofD4fWltbcfjw4Q3VJrMucWTt5pRz/bXG5ZODRmyErnMypk7y+8BebtKDBdra2tTP0/tTRkZGEAgEMD8/nzF/Kd1xs9vtmnyA5V2gkYOmDfRS4lju48h3/ZAkCeFwWBVtfr8fk5OTajBJtmhzOp1r6o9V7sUk0PiFBBrnCIKwqsl7LeIoFAphdHQUU1NTaG9vx9GjR1cNglwPenSw1kI5QkLWO8eMlVCiFEeilkjvT/H5fNi2bRva29sRj8dVt00URSwuLiIUCgFARm+K8stisTA9Dt4FmizLXAsDWZYpxVFDVGt+qcFgUK8BHR0d6ufKi5/0MQCjo6OIx+OqQ58u2vIFkyjPH8V60Do7O8t/cERZIIGmQ0px0ERRhMfjwczMDDo7O3Hs2DHU1dWVdQ+1LNA2Uma40QHTrAQapTgSBPLOX8p+W+7z+RCNRmE2m1f1tlU7DY5ngca7g6a8YCUHTRuwPo5CwSSKaAuFQpiamkIoFFKDSbITJVOpFEwmU8GfjUAggN27d1f6kIh1QgKNc3I5aIUE2srKCtxuN+bn5ys6xNhkMiEcDpf9713L+slkktnb4fWIpI0Ks42sXQ7IQSNqmULXGaXXxOl0or29Xf08mUxmvC1PT4NLDxVQflUiVEAPDhrP4ka5ZvJ8DIA+ZrkB1XPQ1kq+/ljFsVeuI4pjrzwXvvXWW+p1xG63w2azqf9OVOKobbR3FhIbJpdA8/v9cLvdWFxcRHd3N06cOAGbzVaxPWjBwQKgvkWqNkajEdFotKSvLZcwS1+bhZNFDhpRq6x3lpjJZEJjY2NGv68sy4jFYuoDlyiKmJubQzgcVuc1ZTtuGxmay7tA491BU66ZvAs01s5TueDpONKDSVpaWtTPZVnG5OQkvF4vHA6HGkzy5ptv4otf/CJ6e3uxc+dOhEIhTE5OYnZ2NqPMcj08//zzePTRR/H6669jenoaTz31FO66666S/uxLL72EkydPYnBwEBcuXNjQPvQECTTOyXVjShdHS0tLcLvd8Pv96OnpweDgYFWicFmXOCoXWFZvw0opcSy3MFMgB40g+EUQBNhsNthstoyHLiVUIL23rRyz23gXaLw7aIpA4/nfAOBL2ORDlmVmL3XLiSAIMBqNsNls6OvrUz/ft28f9u3bhwsXLuDSpUt444038P3vfx+PPPII2traMDg4qP7as2cPDh06VPL3IhQKYWhoCKdPn8YHP/jBkvfq9/vxh3/4h7j99tsxOzu75mPVM3yfhUROTCYTlpeX8eqrryIYDGLbtm0YGhqqajM6awfNYDDAYDAw20MhkVQpYVbK2pWEHDSCqBzpoQLpbGR2G6APgcOzuFFKA3k+BkAfw7YlSeI+dEYh18tpq9WKQ4cO4dChQ5BlGb29vXj66adx3XXX4fLly7h48SIuXbqEJ598Eg8//DDcbnfJ6506dQqnTp1a8z4/+clP4u6774bRaMRPf/rTNf95PUMCTUfIsoz5+XlMTk4iFothx44dOHDgwIbKX9YL65h9ZQ+sHJ1cArXSwkyBHDSCqD6sHrDXO7tNEWyxWAx2u53J3suBHgQmz/sH3nWeeBc2pUTT80Kx6iFZlhEIBNDc3Iy6ujocPnwYhw8fruIOgccffxwejwc/+MEP8Mgjj1R1bR7g/yyscZSQkJmZGXg8HsTjcTQ3NyMcDmP79u3M9sW6xBFg6+Kli6RqCbNca1cTo9GIeDxe9XUJgjXr7UGrFKXMblN62wKBACRJwvz8PDez29LRg4Om9e9xMZTKCd4FWjKZVKtveCeZTBZ8Ob+ysgJJkjJe7FQTl8uFL3zhC3jhhRd0IYgrAX1XOGdpaQnDw8NIpVLo7+/Hli1bsLS0hCtXrjDdF+sUxfQ9sFo7Ho9jeHi4asJMgZVQIgeNILRNrgjvy5cvq6MBeJndlg7vDppeSgMB/gWaHlxAhWQyWTAIzu/3QxCEjICiapFKpXD33XfjoYcews6dO6u+Pi+QQOMcpQm0q6tLvciXMget0phMJuYNt6wEmiiKGB0dRTQahdForJowU2BZ4lhqD1rXORlTJ/l9600QesJkMnE3u02BHDT26GVUQDKZ1I1ASyQSBWfbBgIBNDQ0MDneYDCI1157DW+88QY+9alPAXi3/89kMuFXv/oVbrvttqrvS2uQQOMcp9OJrVu3Znymlf4vgO1MkWoLtPRSxra2NhiNRgwODlZtfQWWJY6lrvvrf70Pu//p2xXeEUFUD15FQr4qBy3PbsveP8/CQC8CzWAwcPszoKCHBEeFYs9eLGegNTQ04OLFixmffec738Gzzz6Ln/zkJxnJk7WMPs7EGibXBdFsNkOSJKZ2vcFggNFoZB61X431c/WYCYKAc+fOMSnxpBRHgqguWutBWwtrvUZpYXZbOuSgsUcvpYF6ctCKCbRAIIBNmzaV7WdHFEWMjIyo/z06OooLFy6gubkZPT09uP/++zE5OYknnngCBoNh1cvr9vZ22Gw2Ji+1tQoJNB2i3PgSiQTTiw1rJ6/SDlqh8A+lB0yJUK4mlOJIEESplOMlUrVnt2Xvn2eBw+IeUW70ItBqyUFbXl4uq4P22muv4dZbb1X/+8yZMwCAe+65B2fPnsX09DS8Xm/Z1qsF9HEmEhlowb0C2Cc5Vipmv5RUxvQSz2rfuFgJJXLQCII/Kun+VWp2Wzq8O1C87x/Qj0DTm4NWyKUud4njLbfcUvBacvbs2YJ//sEHH8SDDz5Ytv3oARJonJPvpqWVoBDWAi0Wi5Xt71tLXL4gCBAEQfO9YOVkLSEhBKE3eC2zY1GGvdHZbcr/V8KoeP3eA/oQaHpwAQG2PfPlRJblkkscCe3C/5lIqLPQ0mFdXqiFPZRLIK5njpkgCFyEdehhXYJgTS31oFWKtcxu83g8SCQSsNlsSCQSmJqaQjQa5WZ2Wzp6iNnXwzEA+nICgcIDt/1+P7MZaERpkEDTKeSgbXz9jQ6YZnX85KARBFEqWhFo+cg1uw241ucriiKGh4cRj8cxPj7Ozey2dPTgoOlJ2Njtdtbb2DDKc0ehf5NAIIDu7u5qbYlYByTQdEAuB00LAo11D9p6+/A2KszS12fpZFX7wYscNILgD60LtHwow7UBYGBgAHa7nZvZbenooTxQLwJNL8ehlDcW+rmmEkftQwJNp7AWRwB/Dlq5hJkCq6AW5QZT7QcvxUHj9YGPINYL7+c8r3uXZTnje8/L7LZ0JEnivu9Jb8KGd0o5DpZz0IjS4P9MJHLeSFj3fyl7iEajTNcvxdEptzBb6/rlRrlRVrsvQFlXD2+ECaJW4FlcKpUjxa5zWpvdlk4qldJs+WWp6EWg6eU4iiU4yrJMDhoHkEDTKWazGeFwmPketOygVUqYKbAscQSu3Wwq8UCRD+UhSS83OYKoBfQg0Nazf5az29LRQw+aHlxAQD9z0Ep10JQSYUKb8H8mEjlvTlroQdNCiWOuXqxKCzMFViWOgiAwmYWW7qAVIpVK0cBKgtAIPAs05VpTToFTjdlt2cfAu0DTgwsI6GcOWikCbWVlhVIcNQ4JNJ2iFYHGOmYfeNfur5YwS1+fVWgGC/dOmf2WT6BJkoSJiQl4PB5Yrdaq7o0gCjH0+Pcw/LE/3tDfwavI4X1EAFCd7305Z7eloxeBpgdhoxcHLZFIFDyOWCyGSCRCAk3j8H8mEjlhXV6ohT0oN4yVlRX4fL6qCbP09VkdP+sEyXQkScLU1BRGRkZgMplw3XXXXWvgv3i+6vsjiErAu8jhVVwqL4NY7X+9s9vSA0kSiQS3338FPQg0Zbgz78cBFHfQlpeXAYB60DQOCTQdoOWQEJYCLRQKQRAEvPbaa9iyZUvVhJmCyWRCLBar2nrpaGEWmizLmJ6exsjICABg586d2Lx5M/cPIwShJ3gXaIpzryWKzW5L728LBoO4cuUKJicnuZndlo0eBJpy39KDg1ZsnlsgEIDdbofNZqviroi1wv+ZSOREKyWOyWSy6g8A6aWMgiBg79696OzsrNr6CizngrF00JLJJGZmZuByuSBJErZv346uri7uy3gIohBaEwlrgde9y7LM1XVFmd2WHs7w6quvYsuWLbBYLNzMbstGD8m9pQx35oViKY7Ly8vYtGkTtz/3tQIJNB2QLyREkiSmb7aUC0Sxi0W5yNVj9vrrrzN7I1ZrJY6yLEOSJFy6dEkVZlu3buXqAYogag3FheIRnveuIMsyHA4HmpubuZndlo0eHDRlLI0e7lfFShyViH3ef3b0Dgk0naIIokQiwezCqaxbaYFWKPyDZZllrYSEyLKMxcVFuFwuxONxdHV14brrruP+hk0QpcJzDxpADhpL8s2r1PLstlzHwPv1Xi/9Z0Bxgeb3+zPOK0KbkEDTAblurgaDgamDA1zbl9ILV6geer2UksrIUqDVQonj0tISXC4XRFFEX18fAKClpUU3NzqC0Dt66EHjmbWkOGpldls2+UQmT+glwREonuLo9/spIIQD9HE2EhAEYdVbXC31oZWTtcTlsxZoehWHfr8fLpcLfr8ffX19OHDgAMxmMxYXF4vOQSMIPcKrUOBZoOnBQStHzH61Z7dlQw6atii1xJHQNiTQdIwWkhzLGbW/njlmLEUSyxLHSg2qXllZgcvlwtLSEnp6ejA0NJSRNJae4kgQhPbhuTxTLw5apYRBpWa3Ze9flmXuxY1eHDQle6BQaavf76cZaBzA/9lI5EUrDtpG97CRAdOsHTS9lDiKooiRkRHMzc2hu7sbg4ODOYdNszxmgmAFzyKHHDR2KOKmmsdQjtltTqcTdrs944Uc7wJNLw6acv8t5qB1d3dXa0vEOiGBphP0WOK4EWGWvj6r7wFrcRiPxzf894RCIbjdbszMzGDLli04ceJEwdkp5KARBF/wLNB4d9CUa6UWROZaZreFQiEAUIUacM2VaWho4GZ2WzZ6cdCSySQEQSh4Tvn9fuzZs6eKuyLWA/9nI5GXcpYXVnMP5RBmCiaTCZFIZF1/dqMYjUY1er7aN+CNOlmRSARutxtTU1PYvHlzyf8G5KARtQrPQoHXvevBQQO0IdDykWt2myzLCIfDCIVCWF5eBgBcvXqVq9lt2ejFQVP6zwr9TFOJIx+QQNMJuX4YtdCDtpY9lFOYpa/P0sUCrl0wq/1W0Wg0rsvJikaj8Hg88Pl86OjowE033QSn01nyn69U7xtBEJWBHDR28CDQciEIApxOp+qgzc7O4tixY1zNbstGLw5asQRH4FovOYWEaB/+z0YiL2azGeFwmOkeTCZT0VK7Sgiz9PVZCzQWgmWt4SjxeBwejwderxdtbW04evQo6uvr17Uu65cCBFFtqAeNDXpw0AwGA7fffyAzwZGn2W3ZJJPJiowDqjbFEhxlWYbf789wRAltQgJNJ+S6wGuhB62QSKykMFNgKdAEQWBW8leqg5ZIJDA6Oorx8XE0Nzfjxhtv3NAAS3LQ9EHXORlTJ/l9aCRKh2eBxqJ8vJzwvn+geMS+Vme35ToOPThoxQQaQDH7vMD/2UjkRQs9aLlKHKshzBRYD+tmJRCLCcNkMonx8XGMjo6isbERBw8eLEtN+npLKwmCd3gUOYrzx+PeAb7FJaAPgbbeMQGsZ7dlo6cetEIOpCRJWFlZoR40DiCBphO06qClC5RqCrP09Vk6OiwdtFzrplIpeL1eeDweOJ1O7N+/P+Ot5kYhB40g+IF3gca7wEmlUlzvHyj/MVRjdlu+46gFBy0QCECWZSpx5AD+z0YiL1oJCYnH4xgeHq6qMEtfn7WDpgWBJkkSJiYm4Ha7YbPZsHfvXrS2tpb9wYwcNKIW4bUHjdd9K+ghJEQPAq3SzlO5Z7flQk8OWiGB5vf7YTQa19VjTlQXEmg6hrWDJooixsfHEYlE0NLSUlVhpmAymSBJErMbIasSS0WgSZKEyclJuN1umEwmXH/99Whvb6/YQw3NQSMIfuDdQaMSR/ZUQ6DlY72z27LTJC0Wi24ctEQiUTB52e/3o7Gxkfvzrhbg/2wkAOQvcZQkqeoX0PRSxra2NgiCgMHBwaqtn45ywWURdQ+wE2gGgwHJZBIvvPACDAYD3vOe96Czs7PiDzM0B43glWAwCKfTue4HFx6Fgh4EGs8PmiTQKkOx2W2iKMLv98Pn86mz2xKJhNrvxsvstlyUUuJIASF8QAJNxyiNoolEoioXmlw9ZgaDAbOzs8xuREqEMSuBVu0SR1mWMTMzA5fLBVmWsX37dnR1dVXte08OGsEr58+fzwgiqK+vz3jDrmd4FWi8C5z1BmxoCS0KtFykz25rb29XP08mkxBFEefPn4cgCFzNbstFKSWOjY2Nmj4G4hok0HRCrh82g8FQFQenUPiHIk5YCSRBEJjPQquGQJNlGfPz83C5XEgkEti2bRuuXLmCzs7Oqj7AkING8MqJEycygggCgQAmJycRiURgsVgyHtKyY7957eUiB40tvAtMgH+RqYSMAMDAwADMZjM3s9tyUSzFcXl5mRw0TiCBpiMEQVj1oFDJPrRSUhkVByuRSDB7C81SNFRaIMuyjIWFBYyMjCASiaC/vx/d3d0QBAFXrlypel09OWgEr+QLIkgmkxkPaumx38rDmSzLCAQCMJvNXLltvAs0SZK47hvSS4ojz/8GwLsvkhWhycvstlxQiaN+4PuniihKJZIc1xKXz9rBAtgmOVYySXNpaQkulwuiKKKvrw89PT3qhVlpnq+2MCUHjeCVDzaeVv//fwb+Wf3/JpMJjY2NGQPcZVlGJBJRH9RkWcbo6CjeeecdWCwW1NfXqw9q9fX1BdPjWMKr86dAKY7s4aXEsRDJZBIGg6Hov4XWZrflO5ZiAo1moPEBCTQdUWkHbb1zzFgPzGZd4hiNRsv6d/r9frhcLgQCAfT29uKGG25YdUEWBIHJTDKag0bogXSxppAu2gRBgMPhgMPhQHt7O7xeL/bv3w+LxZKRHufz+SCKIgCs6mXRQlmU8iKHV5FDJY7s0YNA26gLyGp2WzZKKFyxHjQSaHxAAk3nlEOgbXTANOt5bKwFWrnWXllZgcvlwtLSErZt24ahoaGC5VQs3Cyj0QhZlrmPvyaIbHKJNuCacFNejJlMJmzatCmjhCjdbQsGg1haWoLX680oi8rP6qT1AAAgAElEQVTubavWzw7vP6d6cND0IG54P4ZKzEArNLstvUxybm4Oo6OjiMfja57dlus4ABR10Hp7ezd0bER1IIGmczbiXm1UmCnUeonjRkVSMBjEyMgI5ufn0dPTg8HBQVit1qJ/joVAU24kenjwIIhSUITb/8G/qJ8VctsUlLIo5ZfX682Y1ZSeJOl0OivitvFe4kgOGnv0cK2vZh+dMiQ6e1D0ema3ZZNMJtXqmXyQg8YPJNB0RK43ietxr8olzBRqvcRxvWuHQiGMjIxgdnYWW7duxYkTJ2Cz2da0NgsHDdDHW1WCWC+F3DaFXGVRkiRl9LalhxBkv12vq6uD3W7fkINEDhpb9BKwwfu1vhIO2lpZz+y27N42JTSn0M8E9aDxA99XBqIoZrMZ4XC4pK8ttzBTYF3iyGpYNLA+By0cDsPtdmN6ehpdXV24+eabYbfb17y20WiseqJiuoNGEEQmxXrblAhvp9OJjo4O9XPl7XooFEIwGMTCwgJCodCqyG/lV6kP/bwLNHLQ2ENJlJWj0Ow2RbSFQqGM2W2CIODixYsZL3HsdrvafkApjvygvTOSWDe5brSl9KBVSpgpaKHEMRaLMVl7LS5WNBqFx+OBz+dDZ2cnbrrpJjidzg2tXe3vO6twEoLglVLctlxv17MjvxcWFjA2Nqb2sihJkkqZZL4BuzwLNN4dNL0INNbu00bRgoO2FvIly05NTcHr9aKhoUHtb3vxxRfx1a9+Ff39/RgYGIDBYMD4+DiWlpYyrifr4fnnn8ejjz6K119/HdPT03jqqadw11135f36//zP/8R3v/tdXLhwAbFYDNdffz0efPBB3HnnnRvah14hgaZzCpUXVlqYpe8hEomU/e8tFZPJpNZyV5tSRFIsFoPH48HExATa2tpw9OjRVfXp612bhZNFs9AIYuOU4rblivzO7mVJd9uynTbeBQ45aOzRg0DTqoO2FpSfY7vdjm3btqmf79u3DydPnsQbb7yBixcvYnFxEQ8//DDuvfdebNmyBXv27MHevXuxZ88e7Nu3D4ODgyWvGQqFMDQ0hNOnT+ODH/xg0a9//vnn8Vu/9Vv4yle+gk2bNuHxxx/HBz7wAbz66qvYv3//2g9a5/B9RhIZlOqgVUuYKWjBQdNiiWM8HsfY2BjGx8fR3NyMI0eOoKGhoWxrs5pJRrPQCKIybNRtCwaD6pt1j8eDRCKxqiSqkNumNXgXmLwLNFmWdRESwpuDlo9cM9CsVisOHjyIgwcPQhRFnD17FjMzM7BYLLh06RLefPNNXLx4Ed/5zncgCAJeeumlktc7deoUTp06VfLXf+Mb38j476985Sv42c9+hv/+7/8mgZYDEmg6J73/q9rCLNceWMA6JESSpIwbcTKZxNjYGMbGxtDY2IhDhw5VpCaclVCiEkeCqC7rcdtkWcbCwgLeeeedjJKocDgMo9GYUR6pBBFo7SFWDw6a1r6na0GplOD5GIBrDlqhkTW8UMqQagDYtGkTrFYrbr75Ztx8883V2t4qJElCMBjccKmlXiGBpnPMZjPi8TiGh4erLszS91DLDhpw7QYgSRK8Xi9GR0dRV1eHAwcOVPTCxNJBoxJHgmBLMbdNEASYTCYYjcaMkihJktQAAlEUMTs7C7fbjUQiAYfDsapM0mq1MnOxyEFji3J/4fkYgOLChheKHYff70ddXV1FRnash7//+7+HKIr48Ic/zHormoT/M5JQyb5RiaIIl8ulvmWstjBTYF3iyDLFUXmzOD4+Dq/XC7vdjqGhIbS0tFT8wYKlg0YCjSC0SW637Zj6/w0Gw6o5TbIsIx6PqyWSoihiZmYG4XAYJpNplWirltvGu4PGewKiXgSaHvrogGsCrdAoHr/fj8bGRk281PjXf/1XPPTQQ/jZz36WkVBJvAsJNB2SXsq4efNmAMDAwMCaZmiVEy2UOLIQKpIkwefzAQCmp6cxODiItra2ql0cjUYj4vF4VdbKXpdKHAmCH4qVSAqCAKvVCqvVitbWVvXzVCqV4bYpcd+pVCqn22axWMp6/ePdgeJ9/4qw0cID/0aoJQdNCwLtxz/+MT7xiU/gySefxB133MF0L1qG/zOSUJEkKWcp48zMDFMHSylxZDVzR3HwqrW+JEmYmpqC2+2GwWCAyWTCnj17qj57hBw0giDWSymBJEajEQ0NDRnhRrIsIxaLqaItGAxienoa4XA4Y7huutu2XpHC+xw3vQg03tHLcSQSiaICjfWQ6h/96Ec4ffo0fvzjH+P9738/071oHRJoOkK5WQ4MDGSUMmrBwWKZ9lSt9WVZxszMjFpWumPHDnR1deH5559nIlgoxZEgiHJTittms9lgs9lyum1KmeTU1BREUYQkSavctvr6+pJCG3gXOLyHhOhF2NSKgxYIBDJmp20UURQxMjKi/vfo6CguXLiA5uZm9PT04P7778fk5CSeeOIJANfKGu+55x5885vfxI033oiZmRkA10YDlHNfeoH/M5LIoL+/H7IsZ3xWyrDqSqJcMBKJBDOBBlQuSleWZczNzcHlciGZTGL79u3YsmWL+uDAqgeOVZoiOWgEUVtsxG2LRqOq27aysoKpqSlEIhFYLJZVSZIOhyNDkJGDxhbeBaZCrQjNcjtor732Gm699Vb1v8+cOQMAuOeee3D27FlMT0/D6/Wqv/+9730PyWQS9957L+699171c+XriUxIoOkMQRA0J9AMBgPToA6DwQBBEJBMJmG1Wsv29yox1S6XC7FYDP39/eju7l51w2XVA8dqXXLQCIIASnPb7HY77HY72tra1M+TyWRGb5vP50MoFIIkSXA6nRmDtlmW728EpaqDZ4HGe8gJcO3fQQ+DqoHSHLRytlrccsstq54308kWXc8991zZ1q4F+D8jiaKwFmgA+yTHcq+/uLgIl8uFUCiE/v5+9PT05H0DV2vzyGgOGkEQ+SjFbTOZTGhsbMwoe5JlGZFIRBVtfr8fwLW3+BaLZVVvW7bbpjWUKgMt77EYenCelHuVHo5DkqSCEfp+vx/9/f1V3BWxEUig6Yxc5R6s55AB2uiDK8f3YHl5GS6XCysrK+jr68PBgweLvnljJU4pJIQgCF4oxW1zOBxwOBxob29HKpXCuXPncPTo0YxQEp/PB1EUASDDbVN+aWUGFAk0baDcI3l30Eo5jkAgwDwkhCgdvs9IoiRYiyNlD6wdtI2IlUAgAJfLheXlZfT29mL//v0l3+hrbWA0q3h/giD0RSG3TSmtMpvNsNvtGaVb2W7b8vIyvF4vYrEYrFZrTret2r1sJNC0QTKZVNsgeCaRSMBgMBQ8n8pd4khUFhJoNYDZbEY4HGa+B9YCbT3rB4NBjIyMYH5+Hj09Pdi7d29J6WLpsOq/Y7kuOWgEQVSKdOH2bfwAQGG3TSGRSKiiTRRFeL1ehEIhANV32yRJgiAIJNAYUyv9Z4A2YvaJ0uH/rCQyyFfiqAUHjacSx1AohJGREczOzmLr1q04ceLEugd9swzrkCSp6klnVOJIEES1KaW3zWw2o6mpKeMhVZKkDLdtaWlJddtsNtsq0Wa328tyPeU9IATQR4pjpdKdq00xgSbLMgKBAJqbm6u4K2IjkECrAVi7VwD7EsdS3aRwOAy3243p6Wl0dXXh5ptvht1u3/DaLEr+jEYjZFmuukCjFEeCILRCsd42g8EAp9MJp9OJjo4O9fN0ty0YDGJhYQGhUAiCIKwSbXV1dWt2YfQg0FKplGZ6+tZLrTloVOLID/yflUQGWnXQWIvEYgIxGo3C7XZjcnISnZ2dOH78eMaw70quXSmUt4LVjkIuxUFTyooIgiCqzUbctnA4rAq3hYUFjI2NIR6PZ7ht9fX1cDqdBd02PUTUp1KpdVeWaAU9OWiFxHIymYQoilTiyBEk0GoA1uWFyh6i0SjT9XOJpFgsBo/Hg4mJCbS3t+PYsWOoq6sr69osQ0KA6r/lLHS86UK465yMqZN8N2YTBKEfSnHbFBGWTjwez+htU9y29K9XfjmdTphMJt04aLyLG704aIlEomiCIwASaBzB/1lJZKBVB411iaPJZMoISonH4xgdHYXX60VLSwuOHDmChoaGiqzNKqxDaUCvtjjM5aAlEgl4PB54vV60trbi2LFj+PV734vd//Ttqu6NIAhiLRQTbQBgsVjQ3Nyc0d+juG3BYBChUAhzc3PweDxIJBKw2+2wWCxIJpOYn59HXV0dbDYbd0mCehBoenLQCgk0v98Ps9kMp9NZxV0RG4EEWg1gNpshSRLTN3ZaKHFMpVJIJBIYGxvD2NgYmpqacOjQoYrXZLMKCQHYuHfpa6ZSKYyPj8Pj8aCxsRGHDx/OGD5LEATBG6WUSOZz25SZbTMzMwiHw/B4PAiHwzAajRlJkkqZpJbFgx5CQvTioBUrcVT6z3h3bWsJ/s9KoijKD20ikYDVamWyB9ZlloIgIBgM4vnnn0ddXR1uuOGGqqUZsQzNYLG2wWBAMpmE1+uF2+2GzWbD/v370dLSkvF1yhwjQptQCSpBrI1S3Dar1Qqr1YpEIoFYLIYDBw5AkiSEQiG1RDLdbXM4HKvKJK1WqybcNnLQtEMymSwYaOb3++nlKGeQQNMZuS7aBoMBRqORuUBj4aClUilMTExgZGQEsiyrQqGaNzeW5Z3VFmiyLGNpaQmxWAzj4+O47rrr0N7envH9VpIlKYqfIAi9k89t+z+XH1bdDIPBgPr6etTX16u/L8uy2tsWDAYzXDeTyZSzt63aQkMvQSesnovKSSkljps2bdKEsCdKgwSaDhEEYZU7wdrBqnaJoyRJ8Pl8cLvdsFgs2LZtG6anp9Ha2lq1PSjUgoMmyzLm5+fhcrkQi8VgMBhw0003Zdy8FWEmyzJ+p+6eax9+40jF90YQBKE17rvuS6s+yx62rbht6dUHqVQqw22bmZmBKIpIpVKw2+0ZJZJ1dXWwWCwVeygnB007lFriSPADCbQagXVQiOIiVXomlyRJmJqawsjICEwmE3bv3o2Ojg74/X74fL6KrVsIRSRVex5Z+tqVZHl5GVevXoUoiti+fTtaW1vx0ksvqeJMeVmQSqVwV/0fVXQvBEEQvFJKb5vRaERDQ0NGqJUsy2pvW7pwC4fDMJvNOd22cjhfehBoeupBK5biSAKNL/g/K4lV5HLQtCDQgOJvedaLLMuYnp7GyMgIAGDnzp3YvHmzKohYBnUox87iRlDJFMeVlRW4XC4sLS2hr68PN9xwgzpOQXHKABJmBEEQG6FYb5sgCLDZbLDZbBlVIorbppRITk1NQRRFSJKUt7etVJQydd4Fml4ctGIx+36/nyL2OYMEWo2gV4EmyzJmZ2cxMjKCZDKJHTt2oKura9XbwWo5eLlIn0dWbYFWCWEaDofhcrkwOzuL7u5u7NmzBxaLRf195XhjsRh+r+kTZV2bIAiC2JjbFo1GVadtZWUFU1NTiEQiq9y2+vp6OByOnG6b8hKOd3GjBwdNluWSHDQWLR7E+uH7rCRykkuAsJ5DJghCWfeg9DyNjIwgFoth+/bt2Lp1a96yDdYuliAISCaTVW9GLqeDlj5kevPmzbj55ptXpUYprpkgCCTOCIIgqkwpbpvdbofdbkdbW5v6eTKZzOhtS3fb0uP/lV/KcwbvISF6cNAkSYIsy0UdtIGBgSruitgoJNBqBNYOGlCeoBIlJfDq1asIh8Po7+9HT09P0Qus8vvF3jJVClYlluXoQcs1ZDp7tk96MuPvNnxsQ+sRBEEQ5aMUt81kMqGxsTEjil2WZUQiEbVMUunljkajaiXM2NiYKtryuW1aRg8OmvLim3rQ9AXfZyVRMmazGeFwmOkeNuqgLS8vw+VyYWVlBX19fdi2bVvJF1Zl1ECtxN2XY93sIdO5hnqnCzPqMyMIguCHUtw2h8MBh8Oxym1bWFjA22+/jWQyCZ/PB1EUAUDtbVNSJOvq6irSd14OZFnWRdCJ4gIWEseBQKBqs1+J8kACTYfkKnHUgoO23qj9QCAAl8uF5eVl9Pb2Yv/+/eu64LMs82S1ttFoRDweX9OfSR9RYLVasW/fvlW16yTMCIIg9EepbpvD4YDJZMKuXbsAvOu2KSWSy8vLmJiYQDQahdVqXVUi6XA4mM/kUl5e6sFBK3QMsiyTg8YhfJ+VRMlUew5ZLtZa4hgMBuFyubC4uIienh7s3bs3I4xirdTCPLJc65Y6EDo9CVMQBHVEQb4h0yTMCIIgaoNcwu1z/++7fcbpblt7e7v6eSKRyIj/93q9CIVCAJCzt62abpvyTMS7g1YswRGgFEceIYGmQ7TqoJXqIomiiJGREczNzaG7uxsnTpwoS7gGSweNVXllKcJQlmUsLCzg6tWrSCQSOZMwlfAPSZLeHTJNEARB1Cx/f+r7AL6f8Vm60wZce/ZoamrKEAeyLCMcDquibWlpCV6vF7FYDFarFfX19XA6nWqZpN1ur4jbppQ3snbyNkqpDhoJNL4ggVYjlCOgY6MUc/HC4TBGRkYwMzODLVu25EwJ3AisSxy12IOWPWS6u7t71dtEpU6fHDOCIAiiEKWUSAqCAKfTCafTiY6ODvXzbLdtfHxcdduynba6uroNlybqIcERKC7QRFFEMpkkgcYZJNB0iJYdtFz9UJFIBG63G1NTU+js7MTx48fhcDgqsj6FhFwjGAzi6tWrWFpaQm9vrzpkOh0SZkQt4f7GEWz/zCust0EQuqRYIAmQ222TJCnDbVtYWMDY2Bji8ThsNtsq0bYWt00PCY5AcYHm9/sBgHrQOIP/M5MoCbPZDEmSIEkSsxhck8mUkSQZi8Xg8XgwMTGB9vb2nPHt5V6/1ksciw2ZBqD2mMmyTOKMIAiCqAiluG0Gg0EVX+nE4/EMt21hYQGhUAgGgyGjPLKurg5OpzOngNGTg1aody8QCKChoUEXYrSWoH8tHZLPQQOulRBUe1hy+h6SySTi8ThGR0fh9XrR0tKCo0ePor6+vuLr13KJYzQahcfjgc/nKzhkmgJACIIgCJaU4rZZLBY0NzdnRMdnu21zc3PweDxIJBKw2+2r3DZWc1HLTbHnuuXl5Yz5dgQf8H9mEjkRBEENdgDenQPGUqAJgoBgMIhz586hqakJhw8frupFg3WKYywWq/q6siwjGo3ihRdeKGnINAkzgiAIQmts1G0LBoMZwi0cDkMQBBgMBly5ciVDuPHmqiWTSTidzry/r0Ts8x6GUmuQQKshWAWFJJNJdeCxLMs4dOgQk2ZVk8nERCQpayvNztVAGTLtdrshSRJuvPFGGjJNFGXqpICuc3LxLyQIgtAApbptLS0taGlpUT+TJAkulwuiKMJgMGS4bcqw7fRfVqtVswKnlB406j/jDxJoNUS1g0JSqRS8Xi88Hg+cTid27twJj8fDLEmIdQ9aNdy77CHTu3fvxuXLlzMuziTMCIIgCL1SqttmNBpRV1eHgYEBANfujUpvWzAYRCgUwuzsLMLhsPq16b+cTqcm3DYSaPqEBJpOyS5xBKo3rFqSJExMTMDj8cBqtWLv3r1obW1FKBTC1atXK75+PlgLtEqunW/IdCwWUwM/lK+TZZlmmREEQRA1RS7h9uj5/0f9/4IgwGq1wmq1ZrhtqVQKoVBILZGcmZlRo+uz3bb6+npYLJaqum3FBBrNQOMTEmg1RKUdNEmSMDU1hZGREZhMJlx33XVob29XL1RKUAarJEk9hoQUGzKt/G8ymYQgCOSYEQRBEMT/z18c+HLOz9PdNqPRiIaGBjQ0NKifybKMWCyWkSQ5MzODcDgMs9mcM0myUs89xVIc/X4/hYRwCAk0nZLr7U2letDS3RsA2LlzJzZv3rxqD8oFJJlMrop2rwasHbRyC7RShkwr//27DR8r69oEQRAEoVeK9bYJggCbzQabzYbW1lb182y3bWpqCqFQCKlUKmdv20bdNlmWS3LQdu3ate41CDaQQKshyu2gybKM2dlZuFwuSJKE7du3Z7g32RgMBgiCwEygsU5xLJc4pCHTBEEQBFFdSgkkyee2RaNRVbStrKxgamoKkUgEZrM5Z29bqW5bKpWCLMtFBRo5aPxBAk2n5JuFlj4oer3Isoz5+Xm4XC7E43Fs374dW7duLXpBEQSBWZIkwH+JIw2ZJgiCIAjtUEogiSAIsNvtsNvtaGtrUz9PJpOr3DZRFCFJEpxOZ063LRvlmaZYSAj1oPEHCbQaYqMOmizLWFxchMvlQiQSQX9/f86yumJ7YC2SWPTAKe6dLMtrLmegIdMEQRAEwQ+luG0mkwmNjY0Z7la62xYMBuH3++Hz+RCNRmGxWFaJNkmSYDQaCz5XKHPQCL4ggaZT8jlo6xVHS0tL6syQvr4+9PT0FHxjkw/WLhZwrSSg2gLNZDKpAqpUQZtIJDA6Oorx8XEaMk0QBEEQHLNRty09kMTn8yEUCkGSJADA5cuXc7ptsizD7/ejubm5gkdGVAISaDXEesoL/X4/XC4XAoEAent7ceDAgYJpQZXYQ7lQhFGxxKNKrp1KpYoKNGXI9OjoKOrr63Ho0CEaMk0QBEEQOqRUt23Tpk2rZppOTU1hfHwcNptNddtefPFFfPe738XAwAB2794Nq9WK5eXlomEipfD888/j0Ucfxeuvv47p6Wk89dRTuOuuuwr+meeeew5nzpzBW2+9he7ubnzxi1/EH/3RH21oH7UACbQaYi0ljisrK3C5XFhaWkJPTw+GhobKEuzBssRR6YFjsX4pASnZQ6aHhobQ0tKS4YaSMCMIgiAIfVOq22YwGGCz2dDf369+vnv3buzduxfDw8O4ePEilpaW8NGPfhQAcP3112NoaEj9tXfv3jX1p4VCIQwNDeH06dP44Ac/WPTrR0dH8f73vx+f/OQn8cMf/hC//vWv8YlPfAKbN2/GnXfeWfK6tQgJNJ2Sr8SxmEATRREjIyOYm5tDd3c3BgcHYbVay7YvliWOQOUHRudDEIS8KZKyLGNmZgYulytjyHS2MAOuiTgaMk0QBEEQtYci3BShlssVa2pqwvve9z68733vw+zsLAYGBhAIBDA1NYXh4WG8+eab+NWvfoVHH30U119/PZ5++umS1z916hROnTpV8tc/9thj6Ovrwz/8wz8AuCYeX3zxRfzjP/4jCbQikECrIcxmMyRJyhmSEQ6HMTIygpmZGWzZsgUnTpyAzWYr+x5Yljgq67OchZa+drEh0+lfR5H5BEEQBEH8eP4xJBIJCIKARCJRsG0iEAjAarWirq4Ou3btwq5du/CRj3xE/f14PF7Rvb788su44447Mj6788478ZnPfKai6+oBEmg6JZ+DBlwLn1BcsUgkArfbjampKWzevBnHjx+Hw+Go2L5MJhOi0WjF/v5S1mc1Cy197fQh0/39/ejp6Vl1kSVhRhAEQRAEcM01U16yy7IMURQxPz+PpqYmVWgp7RTKM+Dy8jI2bdqUN+Wx0jNpZ2Zm0NHRkfFZR0cHVlZWEIlEViVSE+9CAk3HCIKglsYB135wjUYjEokEZFlWo9s7Ojpw0003wel0VnxPZrMZoihWfJ18sHbQRFHE+Ph40SHTNMuMIAiCIIinVh5XK2uUVgkl4XnLli3o7e2FwWDI6FFXuHz58ppH+xDagARajWE0GtUes7a2Nhw9ehT19fVVW591Dxqr9cPhMKLRKK5cuYKenp6cvX0kzAiCIAiCUPj0f92DZ599Vo3PNxqNmJ+fh9lsxqFDh9DQ0JDx9Yo4i8Vi+Na3voWvfvWrGBwcZLF1AEBnZydmZ2czPpudnUVDQwO5Z0UggaZj0h00ZaZWPB5HOBzGjTfemDEcsVrUWg9aLBaD2+2Gz+eD2WzG9u3bsWPHjoyvoWRGgiAIgiAUfib+XwDXng8ikQj8fj/Gx8chiiJMJhNisRguXLiA+vp6vPjii7Db7Th48CCuv/56nD9/Hvfddx9kWcYzzzyD48ePM3PRjh49il/+8pcZnz3zzDM4evQok/3wBAk0nZNMJtWZWo2Njaivr0dvby8TcQawjdkHqpfimD5kuqWlBUePHoXb7c7oMyNhRhAEQRBEOoo4UwgEArh69SoaGxuxb98+2O12JBIJiKKIYDCIkZERvPDCCxgdHQVw7dliz549+IM/+AMA18YmleuZT0n6VhgdHcWFCxfQ3NyMnp4e3H///ZicnMQTTzwBAPjkJz+Jb3/72/j85z+P06dP49lnn8W///u/4xe/+EVZ9qNnSKDpGK/XiytXrsDpdGL//v1oaWnB+fPna8rByrV+JVOLCg2ZVo6dhBlBEARBEOlkC7NIJIK3334bwWAQu3btyhi/Yzab0dTUhKamJnzjG9/Az3/+c3zuc5/De97zHpw6dQoLCwtqlP7U1BT6+vowNDSEv/mbv8GePXvWvcfXXnsNt956q/rfZ86cAQDcc889OHv2LKanp+H1etXf7+vrwy9+8Qt89rOfxTe/+U1s3boV3//+9ylivwRIoOkYi8WCvXv3orW1Vf2h1kKJoRJSwsJyN5lMCIfDZf97SxkybTAYkEwmKZmR4IauczKmTlKDOUEQRKXIFmaSJMHr9cLj8aCzsxN79uxRU7izmZ6expkzZ/DCCy/gq1/9Kj7+8Y+vGtWzsLCA4eFhDA8Pb9hJu+WWWzLC57I5e/Zszj/zxhtvbGjdWoQEmo7ZvHnzqkj5UoZVVxKz2ay6R4Vmd1SKcsfspw+ZBlBwyLTRaMSf73u4bGsTBEEQBMEvucoZL1++DFmWsX//fjQ1NeX8c6lUCv/8z/+Mv/7rv8b73vc+XL58GZ2dnTm/trW1Fbfffjtuv/32su+fqBwk0HRMvllolXCQSkWJlE8mk8wEWjlKLGnINEEQBEEQ6yFbmCWTSYyMjGBychK9vb3o6+tb9TyhcPnyZdx3332Ynp7GD37wA7z//e+nKH0dQgKtxmAd0mEwGGAwGDKGZVeTcgg0GjJNEARBEMR6yBZnc3NzeOeddy5u/4UAACAASURBVOBwOHDkyJG8M2mj0Si+9rWv4Vvf+hb++I//GA8//HBVxyQR1YUEmo7J56CxLHFU9sByWPR61w4Gg7h69ao6ZPrAgQOr6sJplhlBEARBENlkCzNlNurS0hJ27tyJrq6unM9tsizjhRdewJ/92Z/B6XTiueeew6FDh8g10zkk0GoM1iEhyh5YCbT1rB0OhzEyMoKZmRl0d3fnHTJNyYwEQRAEQWSTLs5kWYbP58PIyAhaW1tx7NixvBVFS0tL+NKXvoQnn3wSDzzwAD772c/mDQwh9AUJtBpDCw4aS5G4FoGWPmS6s7MTx48fh8PhyPgaEmYEQRAEQeQi2zUTRRGXL19GLBbDnj170NramvPPSZKE//iP/8DnP/95DA0NYXh4GNu3b6/GlgmNQAJNx2i1xJG1g6YIqnwNuLmGTGfXeZMwIwiCIAgiF9nCLJVKqc8V3d3d2L59e96gtPHxcXz2s5/F+fPn8fWvfx1333133ucVQr+QQKsxzGYzJEkqKFCqsQeWAg24lphksVgyfi+VSqmzR7KHTCuQMCMIgiAIIh/Z4mxpaQmXL1+G2WzG4cOH8wZ7JJNJfPe738UjjzyCD33oQ7h8+XJeh43QPyTQdEw+Bw0AsxRFgG2Jo8FggCAIGQJNkiRMTk5iZGQk75BpZZaZJEn4nbp7mOydIAiCIAhtki3M4vE4rl69irm5OezYsQPd3d15Q0CGh4fxqU99CsFgEE899RRuv/12CgGpcUig6RxBEDKmvrOOuQfYljgKgqCuX8qQaYAi8wmCIAiCyE92CMj09DSuXr2KxsZGHD16FHa7PeefC4VC+PKXv4zvfe97+PSnP40vfelLq3rdidqEBFoNwroPzWw2IxQKMVvfYDBgYWEBly5dQiwWw44dO7BlyxYaMk0QBEEQRMn828I/ZbzsDofDePvttyGKInbv3o329va8rtmvf/1rfPrTn0Z7eztefvllDA0NVXPrhMYhgaZzsh00gL1AY1niuLy8jEQiAbfbjR07duQdMq306f1uw8eY7JMgCIIgCG3y8G/+HMFgEC+88ALMZjPq6+shSRICgQDa29tx5MiRvFVKc3NzuP/++/HLX/4SDz/8MO699968gSFE7UICrQZhGdIBsClxDAaDcLlcWFxchNlsxsDAALZu3ZrxNTRkmiAIgiCIQqSXM6ZSKUxPT8Pj8SCVSsHhcGB+fh7z8/NwOp34t3/7N7S2tuLAgQM4ePAgnn76afzVX/0Vjh8/josXL6Knp4fhkRBahnI7axDWDlo1BWI4HMabb76Jl19+GTabDSdOnEB9fX2Gq6gIs1Qqhd+pu4fEGUEQBEEQGfxM/L8Z4iyZTMLlcuHKlSvYunUrTp48iWPHjuG2227DkSNH0NfXB5PJhOeeew5/8id/gt7eXtx7773Yvn079u/fj/Pnz2NsbGxVlVM5+du//VscOnQI9fX1aG9vx1133YUrV64U/XNPPvkkdu3aBZvNhj179uCXv/xlxu/LsowHHngAmzdvht1uxx133KH28xPlgQSazslV+8yyxLBa68diMVy+fBkvvvgiAOD48eO47rrrYLVaM0JCFGH2284/JGFGEARBEMQqshMa5+bm8Jvf/AaiKOLIkSPo7+9X+9gFQYDT6URHRwe+/OUv473vfS8ikQhOnz6Nn/zkJ/jIRz4Cj8eDBx54AAMDA2hqasLJkyfx9ttvl33f586dw7333otXXnkFzzzzDBKJBN773vcWzAH4zW9+g9///d/Hxz/+cbzxxhu46667cNddd+HSpUvq13zta1/Dt771LTz22GN49dVX4XQ6ceeddyIajZb9GGoVYQ3KvXISn6gYyWQSqVQq4zPlIrB7924WW8LKygr+53/+B3fccUfZ/+7sIdMDAwOrZo5cvHgRVqsV/f39JMoY4/7GEdZbILLoOpd5qZ86WTtRz9s/8wrrLRAEoSGyhVk0GsU777wDv9+PnTt3YvPmzXlDQP73f/8X9913H1KpFB577DHcfPPNq75WeZk8PDyMD3zgA2hpaano8czPz6O9vR3nzp3DiRMncn7NRz7yEYRCIfz85z9XPzty5Aj27duHxx57DLIso6urC3/+53+Oz33ucwCAQCCAjo4OnD17Fh/96Ecregw6oeiNlXrQdE6+WWjhcJjBbq6R7mCVa85H+pDpurq6gkOmTSYTzgz9TVnWJQiCIAhCX2QLM1mW4fP54HK50N7ejmPHjqmzVLNZWVnBQw89hCeeeAKf//zn8YUvfCFvYIjVasX+/fuxf//+sh9DLgKBAACgubk579e8/PLLOHPmTMZnd955J376058CAEZHRzEzM5Pxkr2xsRE33ngjXn75ZRJoZYIEWg3COiREGZadSqVgMm3sFMweMr137160trbSkGmCINZM5HdvBADYn3qV8U4IgmBFtjgLBoN4++23EY/HMTQ0lNflkmUZv/jFL3DmzBls374dr732GrNKpVxIkoTPfOYzuOmmmzA4OJj362ZmZtDR0ZHxWUdHB2ZmZtTfVz7L9zXExiGBpnPyOWise9CAa+WI6xVo2UOmd+3ahc7OThoyTRAEQRDEmskWZqlUCh6PB16vFz09Pejv788bhz89PY3Pfe5zOHfuHP7u7/4On/jEJ1bNVmXNvffei0uXLqm9+YS2IYFWg7AOCREEAUajcV0unizLWFhYgMvloiHTBEGUFXLOCKI2yRZni4uLePvtt2E2m3H48OFVvewKqVQKjz/+OB544AHceeedeOutt/D/sXfnYU1d+f/A32Hfd2QP+74FUBDtt2pr67SdsdaZjvY7rdq9M+NWtFqtux3F2jpurdLWinbGurSK39bWttK6O/4gQEEg7MgiQWRNgJCQ3N8fPLnjJQmIskk+r+fhaXNzbzgXMLnve875HDc3t+Fo8oAsXLgQ3333HS5evKixxFBvrq6uqK+v52yrr6+Hq6sr+7x6293nWl9fD4FAMMgt118U0Ma40diDpm7DQANaS0sLiouLIZFI4Ofn1+ci07SW2cPB/QKjV0UoyOhExUEI0U+9g5lcLkdxcTFu376NgIAAeHl56ZwrX1BQgMWLF6O2thZffvklfv/73w/avPrBwjAMFi1ahFOnTuH8+fPw9fXt95jExESkp6dj6dKl7Laff/4ZiYmJAABfX1+4uroiPT2dDWRtbW24fv06/vrXvw7NieghCmh6aKTnoAED68W7e5FpHx8fxMTEsPPY1NQFQFQqFQWzh4j5qevAFKrkSEYOhTNC9NPd4YxhGNTV1aG4uBh2dnaYNGkSzMzMtB4nk8mwfft27Nq1C2+88QY2b96ss4dtpP3973/HkSNHcPr0aVhbW7NzxGxtbWFubg4AmDdvHjw8PLB161YAwJIlSzBlyhR89NFHeOaZZ3D06FFkZmbi008/BdBz43/p0qV4//33ERgYCF9fX6xduxbu7u6YNWvWyJzoGEQBTQ8ZGxtDqVRCpVKN2BhpdSXHvnR0dKC0tBRisRienp549NFHNSohUTAjhNwPCmaE6KfevWbt7e0QiURob29HWFgYxo0bp/U4hmFw+fJlLF68GObm5vj1118RHx8/6nrN7rZv3z4AwNSpUznbDx48iAULFgAAqqqqONeCkyZNwpEjR7BmzRqsXr0agYGBSEtL4xQWWbFiBdrb2/HGG2+gpaUFjzzyCM6ePasz1JKBo3XQ9EBXVxfnsUqlwk8//YRp06bpLP061IRCIZydncHn8zWe6+rqQllZGWpqauDq6oqAgABYWFhw9qFgNnbQWmijy1hfB42CGSH6qXcwU6lUqKysREVFBTw8PBAQEKCzcFlzczPWrl2L48ePY+3atUhKStIYyUPIANA6aKSnO/ruIG5gYAADAwMoFIoRC2jahjgqFApUVlaisrISjo6OSExM1Bg2QMGMEHK/KJwRop96h7OWlhYUFBSAx+MhLi5OY91UNZVKhZMnT2LFihWIjIxETk4OAgIChqPJRM9RQNNTI10o5O4hjr0XmR4/fjzs7e05+9NaZoSQ+0XBjBD91DuYKRQKlJaW4tatW/Dz84O3t7fOqR5VVVV4++23kZmZiY8++ggvvvjiqCudT8YuCmh6oHcPGjDyAc3Y2BhyuRzV1dV9LjINUMl8Qsj9oWBGiP7qXQTk9u3bEIlEsLKyQmJiosbUCbXu7m7s378fmzdvxnPPPYeCggI4OzsPV7MJAUABTW+NZCVHhmHQ2dmJ27dvo6mpiRaZJoQMKgpmhOivpd8ugFKpxNWrV2FtbQ1zc3M0NTWhvb0dwcHBcHNz01rYg2EY5ObmYuHChWhtbcXJkycxffr0UV0EhIxdFND0gLY3l5FYrPruRaY7Ojpgbm6OSZMmaV1kWqVSQaVS4Tmbl4e1jYSQhxuFM0L0k7rHjGEYyGQySCQS1NTUQCwWw9DQEEqlEqWlpaivr4dYLEZ9fT0mTJiAkJAQyGQybNmyBSkpKVi8eDHWrl0LS0vLET4jos8ooOmp4R7i2HuRaRMTE1RXV3PCGS0yTQi5XxTMCNFfdw9n5PF46O7uRkVFBRQKBWJjY+Ho6AiFQgGpVAqJRILLly/j888/R2VlJYyNjWFpaQkDAwO88847mDlzJgwNDYel3RcvXsT27dshFApRV1eHU6dO9bmW2IIFC3Do0CGN7WFhYcjPzwcAbNiwARs3buQ8HxwcDJFINLiNJ0OKApqeGq6Advci097e3uwi0w0NDewQS6rMSAi5XxTMCNFfvYuAKJVKlJWVobq6Gt7e3vD19WXDlrGxMezt7WFvb49FixZh7ty5WLlyJTIzM5GYmAgHBwdcvHgRu3fvhkQiQWhoKGJiYjBjxgz85S9/GZL2t7e3Izo6Gq+88gpmz57d7/67du1CcnIy+7i7uxvR0dF4/vnnOfuFh4fj3Llz7GNdyweQ0Yt+Y3pA2xBHY2NjdHR0DNn37G+RafUQS5VKBaVSSUMZ9VDncwkj3QTyEKNgRoh+6x3O7ty5A5FIBBMTEyQkJMDKykrrcSqVCkeOHMGqVaswadIkpKenw9vbm32eYRhUVVUhJycHOTk5aGpqGrJzeOqpp/DUU0/d8/62trawtbVlH6elpaG5uRkvv8y9hjIyMoKrq+ugtZMMPwpoemqoioR0dXWhvLwc1dXVcHV1xSOPPKJ1kWlDQ0PI5XLMtJw36G0go9/d4cz9AjPmFkMmQ4vCGSH6q3cwk8vlKCoqwp07dxAQEABPT0+dhT1KS0uxZMkSiEQi7N+/H3/605809uXxePD29oa3tzeeffbZITuPwXDgwAFMnz6dEzABoKSkBO7u7jAzM0NiYiK2bt0KPp8/Qq0k94MCmh7Q1YM2mEMcB7rI9P+6/G3Qvjd5+Jifug6AetHIwFAwI0R/9Q5mDMPg1q1bKC4uhoODAxITE2FmZqb1WLlcjj179iA5ORkvvvgiTp48qbHe6sPm1q1b+OGHH3DkyBHO9oSEBKSmpiI4OBh1dXXYuHEj/ud//gc3btzQuC4joxcFND01WFUcaZFp8iDUQc3/1H+3le2cOEKtIaMVBTNC9FvvcNbe3o7CwkJ0dHQgPDwc48aN03ocwzDIzMzEokWL0N3dje+//x6PPvromCidf+jQIdjZ2WkUFbl7yGRUVBQSEhLg7e2N48eP49VXXx3uZpL7RAFNDwxFD5pKpUJtbS1KS0thYmJCi0yTQaPtYpxCm/6icEaI/uodzFQqFSoqKlBZWQkPDw8IBAKdBTDa2tqwadMmpKamYsWKFVi1ahVnLvzDjGEYfPHFF3jppZdgYmLS5752dnYICgpCaWnpMLWODAYKaHrqfuegMQyD+vp6FBcXAwAtMk2GBYW2kTNScwQpmBGi33qHs+bmZhQWFoLH42H8+PGcYhl3YxgGZ86cwbJly+Dr64vMzEyEhYUNR5OHzYULF1BaWnpPPWJSqRRlZWV46aWXhqFlZLBQQNMDunrQlEolVCqVxkLR2jAMg8bGRhQXF6OrqwsBAQHw8PDQucg0rWVGhhqFtrGJghkh+q13MFMoFCgpKUFdXR38/f3B5/N1XrfU1dVh+fLluHDhApKTk/Haa6/d0zXOSJFKpZyerYqKCuTk5MDBwQF8Ph+rVq1CbW0tDh8+zDnuwIEDSEhIQEREhMZrLl++HH/4wx/g7e2NW7duYf369TA0NMQLL7ww5OdDBg8FND1lbGwMoOeNr78u/96LTPP5fI1FHGktMzIa6Lq4p+A2+lEwI4TcHc7UI3aKiopgbW2NxMREjarQakqlEqmpqVi3bh2eeOIJ5Ofnw83Nbbiafd8yMzMxbdo09nFSUhIAYP78+UhNTUVdXR2qqqo4x7S2tuKbb77Brl27tL5mTU0NXnjhBTQ2NsLZ2RmPPPII/vOf/8DZ2XnoToQMOp66gMM9uOcdyegjl8vR+3f9008/YdKkSTrXCum9yLSvry8b7NQomJGHFYU27dwvaL7VD/UQRwpnhOi33r1mnZ2dEIlEaG1tRXBwsNapFGqFhYVYvHgxqqursXfvXvzhD38YE0VAyJjW7x8o9aDpMV2FQvpbZBqgYEYefjREcuRRMCNEv2krAlJdXY2ysjK4uLhg0qRJOotgyGQyfPjhh9i5cydee+01/PDDD7CxsRmOZhMy5Cig6Qkej6fRg9Y7oN3rItMUzMhYRaFteFAwI4T0DmdtbW0oKCiAUqmEQCCAg4OD1uMYhsGVK1ewePFimJqa4pdffkFCQgL1mpExhQKaHlNXcuzu7mbL1qoXe9S2yDRAa5kR/UOhbfBQMCOE9A5mSqUSZWVlqK6uZqdT9J7nrtbc3Iy1a9fi+PHjWLNmDZYtW6Yx9YKQsYACmp7QdmfJ0NAQYrEYhYWFOheZBqhkPiG9UWgbOApnhJAPhKtx69Yt2NjYwMLCAo2NjRCJRDAzM0NCQoLOOfEqlQqnTp3CO++8g8jISOTk5CAgIGCYW0/I8KGApodUKhVu3bqFpqYmGBkZ0SLThAwCCm3aUTAjhByu3Q2JRAKJRIKamhpIJBKoVCoAPQspu7q6siN6ei88XVVVhaSkJGRkZOCjjz7Ciy++OKpL5xMyGCig6Qn1HLT6+nqUlJSAYRg4ODjAwsJCo/SqOpgxDIPnbF4eoRYT8vDT59BGwYwQcvdwRltbWzAMg9raWhQXF8PR0RHOzs6QyWS4ffs2ysrKcOTIEVy6dAkhISGIiIhAR0cHvvzySzz33HMoKCigUvFEb1CZfT1x584d5OXloaurC/7+/vD09ER5eTk6OjoQFRUFgLvItEqlwmzbV0a41YToh9EU2h60zD4FM0IIoDnXTCqVorCwEDKZDCEhIVpvDtfU1ODKlSu4dOkSMjIyUFFRgY6ODnh6eiImJgYCgQAxMTGIiYmBt7f3kBYGuXjxIrZv3w6hUIi6ujqcOnUKs2bN0rn/+fPnOWuaqdXV1cHV1ZV9/PHHH2P79u0Qi8WIjo7Gnj17EB8fPyTnQEYtKrNPevB4PLi6usLb25udfGtkZITu7m5OZUaVSgUejwcDAwONN1cAVCCEkCEwVnraKJwRQrSVzlcXIlMHrd7DGIGe6xRHR0fcuHEDx44dw6JFi7Bu3TooFAr89ttvyM7ORnZ2NtLS0lBQUIBnnnkGp0+fHrLzaG9vR3R0NF555RXMnj37no8rKirilPsfN24c+//Hjh1DUlIS9u/fj4SEBOzcuRMzZsxAUVERZz9CqAdNT6hUKo01z2pra1FdXY3x48ezwUz91RvDMBCLxSgrK4OBgQECAgLg7OwMHo9HoY2QYTIcoe1+etAomBFCAM1w1tTUhMLCQhgaGiIsLEznOmUMw+CXX37BkiVL4OTkhP379yM2Nlbn95HJZGhqaoK7u/ugtl8XHo93zz1ozc3NsLOz07pPQkICJkyYgL179wLouTbz8vLCokWL8O677w5J28moRD1oRJO6x8zU1BQtLS24dOkSbGxsOF/qhSEZhkFjYyNKS0shl8vh7+8PNzc3zgRd6mkjZHiMtp42CmaEEEDzOkChUKCkpARisRh+fn7g8/k6C3s0NDRg9erV+Pbbb7Fp0yYsXLhQaw/b3czMzIYtnA2UQCBAV1cXIiIisGHDBkyePBkAIJfLIRQKsWrVKnZfAwMDTJ8+HdeuXRup5pJRigKanlAXCbl7npmtrS2mTp0KiUSCtrY2tLW14datW+js7ISZmRnMzc0hk8kgl8vh4+PDGR7ZHwpthAyPkQptFM4IIb0/69XFyIqKimBtbY3ExESYm5trPValUuGrr77CqlWrMHHiROTm5sLHx2cYWj003NzcsH//fowfPx5dXV34/PPPMXXqVFy/fh2xsbG4c+cOlEolXFxcOMe5uLhAJBKNUKvJaEUBTU9kZ2ejvr4eUVFRsLa2hqGhITvXzMHBAQ4ODuy+zc3NKCkpQUtLCywsLGBsbIyysjJ27RL1l7W19YAWiKTQRsjwGMrQRsGMEAJofqZ3dnaisLAQEokEwcHBcHFx0VnEo6ysDEuWLEFhYSE++eQT/OlPf3roS+cHBwcjODiYfTxp0iSUlZXhn//8J7788ssRbBl5GFFA0xNXrlzBBx98gNraWgQEBLBVkGJjYyEQCGBpaYnS0lKsXbsWALBhwwZER0fD1NQUQE/XvLqnrbW1FdXV1ZDJZLCwsNAIbf0NTbgbhTZChoeuYHWvwY2CGSEE0F4EpKqqCuXl5XB1dUVkZKTOm7dyuRx79uxBcnIyXnzxRXzzzTewt7cfjmaPiPj4eFy+fBkA4OTkBENDQ9TX13P2qa+v51R5JASgIiF6hWEY1NXVITMzE5mZmRAKhRAKhbh9+zZcXFzQ1NSEuLg4vPXWW3j66adhbm7eZwlbuVzODo1Uf3V1dcHS0lIjtN3r0EhdKLQRMnw6n0tg/9/81PURbAkhZDTpHc5aW1tRWFgIpVKJsLAwnWGLYRhkZmZi0aJFkMvlSElJwaOPPjqkZfIH070UCdHmiSeegLW1NU6ePAmgp0hIfHw89uzZA6An3PL5fCxcuJCKhOiXfv/wKaDpMalUih07dmD79u0IDAxEfHw8KisrIRQK0dzcjLCwME5PW0REBExNTft8Q+3q6tIIbXK5HFZWVpzQZmVlRaGNEEIIeQj0Dmbd3d0oKytDTU0NfHx84Ovrq3OIokQiwaZNm3Dw4EG88847WLVqFczMzIaj2Q9EKpWitLQUABATE4MdO3Zg2rRpcHBwAJ/Px6pVq1BbW4vDhw8DAHbu3AlfX1+Eh4dDJpPh888/x549e/DTTz/h8ccfB9BTZn/+/PlISUlBfHw8du7ciePHj0MkEmnMTSNjGlVxJNp98skn2LhxI/z9/fHdd99hypQp7HPq4QoZGRnIzMzEd999h02bNkEqlbKhLTY2FrGxsQgPD4exsTEb2kxNTeHs7MwuQMkwDCe0NTQ0oKysDN3d3Vp72gYyBp2GRxJCCCFDR9vnbENDA0QiEczMzDBx4kRYWlpqPZZhGHz//fdYtmwZvL29kZmZibCwsKFu8qDJzMzkLDydlJQEAJg/fz5SU1NRV1eHqqoq9nm5XI5ly5ahtrYWFhYWiIqKwrlz5zivMWfOHDQ0NGDdunUQi8UQCAQ4e/YshTOigXrQ9NTatWsxfvx4zJw5856GGKhUKpSXl7OhTSgUIicnBzKZDBEREZzQFhISAiMjI52vyzAMZDKZRk+bUqnU2tP2IBOHKbARQgghA9c7nHV1daGoqAiNjY0IDAyEh4eHzs95sViM5cuX49dff8XWrVvx+uuvP/CoGULGEBriSIaOUqlESUkJG9qysrKQk5MDpVKJqKgozvDIoKCgPouHMAyDzs5OtLW1ccr+q1QqjdBmaWl536GtubkZC7yW3u8pE0IIIWOattL5NTU1KC0thaOjI4KDg9kCYr0plUocOnQIa9euxfTp07Fr165Ru14ZISOIAhoZXt3d3RCJRGwhEnVoMzQ0RHR0NAQCARvaAgIC+ryjxjAMOjo62LCmDm4Mw8Da2lojtPXVE6geS97U1AQfHx/w+XxOYKSeNkIIIfqudziTSqUoKChAV1cXQkND4eTkpPPYwsJCLFmyBFVVVdizZ889j9AhRA9RQCMji2EYKBQKFBQUQCgUIiMjA1lZWcjNzYWpqSkEAgEEAgE7PLKvicbq17s7tKm/AHACm42NDSwsLNDV1YXy8nLU1dXBw8MDfn5+MDExuae2U2gjhBCiD3oHM6VSiYqKCty8eRNeXl7w9/fXeUNVJpPho48+wj//+U+89tpreP/992FjYzMczSbkYUUBjYw+DMNALpcjLy+PU+7/xo0bsLS05AyNjI2NhZeXV7+hrb29nRPYJBIJGIYBwzCwsLCAp6cnnJycYGFh8UB39Ci0EUIIGUuW//AaW6jL2toaSqUSpaWlMDIyQlhYmM6wxTAMrly5gsWLF8PU1BQpKSlISEigXjNC+kcBjTwc1IVDfvvtNza0ZWVlIT8/H/b29oiJieH0tLm7u2sNbTKZDPn5+Whra4O5uTmcnJygUCjY0GZoaKjR02ZmZkahjRBCiF45LT0EuVwOiUQCiUSC1tZWNDU1obu7G4aGhrCzs2OnEzQ1NSEoKIjtRWtubsa6detw7NgxvPfee1i2bNk9j04hhFBAIw8x9XDGnJwcTk+bSCSCs7Mzp6ctOjoa33//PZKTkzF+/Hjs3bsXTk5OnOClUqkglUo5PW1SqRRGRkYac9ootBFCCBmLtBUBEYvFKCoqgq2tLQIDA9Hd3c3O+xaLxZg9ezZMTEzY6o1XrlxBcHAwUlNTERoaOqztv3jxIrZv3w6hUIi6urp+F5A+efIk9u3bh5ycHHR1dSE8PBwbNmzAjBkz2H02bNiAjRs3co4LDg6GSCQasvMgeo0CGhlbGIaBVCpFVlYWG9ouXbqEuro6WFtbIz4+HhMmTMD48eMRExOjEdJ6bi28aQAAIABJREFUUyqVGqGtvb0dRkZGGj1t/S3S3R8KbYQQQkZS73DW0dEBkUgEiUSCkJAQjBs3TuvnnEwmw88//4wDBw6gqqoKKpUKdXV1UCgUiIyMRGxsLHvTNDo6ekgXov7hhx9w5coVxMXFYfbs2f0GtKVLl8Ld3R3Tpk2DnZ0dDh48iA8//BDXr19HTEwMgJ6A9vXXX+PcuXPscUZGRn0WRSHkAVBAI2NXbm4uVq5ciWvXrmHJkiVISEhAXl4eOzyyrKwM3t7enKGRAoEA9vb2/YY29Z1D9X+lUilMTEy0hrYHQaGNEELIUOsdzFQqFW7evIny8nK4ubkhMDAQxsbGWo/t7u7Gp59+ik2bNuHZZ5/FRx99hHHjxkGlUqG0tBTZ2dnIyspCdnY2srOz8X//939ITEwcjtMCj8frN6BpEx4ejjlz5mDdunUAegJaWloacnJyhqKZhPTWb0DTvTAVIaPYkiVL8Omnn+Kvf/0r/vWvf8HR0REA8PTTTwPo6Wlrbm5mK0cKhUIcPHgQlZWV8PX15RQhEQgEsLGxYUObeuy9nZ0d+/3uDm1tbW2or69He3s7TE1NNULbQMbh9/7QBCi0EUIIGTy9P2daW1tRUFAAhmEQGxsLe3t7rccxDIMbN25g4cKFaGpqwokTJ/Dkk0+yn5UGBgYICgpCUFAQ5syZwx4z2qlUKkgkEjg4OHC2l5SUwN3dHWZmZkhMTMTWrVvB5/NHqJVE31EPGnkofffdd4iIiICPj889H8MwDBoaGtihkep12mpraxEQEKAxp83KyqrPnra7x+irvzo6OmBmZqYR2nTdmbxXFNoIIYQMRO9g1t3djdLSUtTW1sLX1xc+Pj46KyR3dHRg69at2LdvHxYuXIj169fD0tJyOJo9IPfTg/bBBx8gOTkZIpEI48aNA9AzbFIqlSI4OBh1dXXYuHEjamtrcePGDVhbWw9V84n+oiGOhPSFYRjU1dWxC2urC5E0NDQgODiYDW3qcfXm5uZ9hjaFQqER2jo7O2Fubs4JbNbW1vcV2lpbW1FSUgKpVIp//v7gg5w6IYSQMUjbyIzbt29DJBLBwsICoaGhOsMWwzD49ddfsXjxYjg6OiIlJQUxMTGjtnT+QAPakSNH8Prrr+P06dOYPn26zv1aWlrg7e2NHTt24NVXXx2s5hKiRgGNkIFiGAY1NTXIyMhge9mEQiGam5sRGhrK6WmLjIzst3iIusz/3V8ymUwjtNnY2MDISPuo487OTpSWluL27dvg8/nw8fHRGvCop40QQvRX73Amk8lQVFTElsl3d3fX+Xl1584drFq1Ct9++y02btyIRYsW6fxMGi0GEtCOHj2KV155BSdOnMAzzzzT7/4TJkzA9OnTsXXr1sFoKiF3o4BGyGBQqVSoqqpiQ5u6EIlUKkVYWBhnTlt4eDiMjY37DG1yuVwjtHV1dcHCwkKj3H9NTQ2qqqrg4uKCgICAAVfHotBGCCFjm7bS+TU1NSgtLYWTkxOCg4N1zo9WqVQ4evQo3n33XSQkJODjjz8e0PSBkXSvAe2rr77CK6+8gqNHj+LZZ5/t93WlUin4fD42bNiAxYsXD1ZzCVGjgEbIUFGpVCgvL+eEtpycHMhkMkRERHBCW0hICIyMjPoMbV1dXZzA1tzcDKVSCQMDAzg4OMDR0ZEdHqleLPR+UWgjhJCxoXc4k0gkKCwshFwuR0hISJ+l4svKyrB06VLk5+dj165deP7553XOSxstpFIpSktLAQAxMTHYsWMHpk2bBgcHB/D5fKxatQq1tbU4fPgwgJ5hjfPnz8euXbswe/Zs9nXMzc1ha2sLAFi+fDn+8Ic/wNvbG7du3cL69euRk5ODgoICODs7D/9JkrGOAhohw0mpVKKkpIQzPDInJwdKpRKRkZHs8Mi4uDgEBQVpDB9RqVRIS0vDuHHjYGBgAB8fHxgZGbEl/1tbW9Hd3Q1LS0tOT5uVlRWFNkII0SO9g5lSqURFRQVu3rwJPp8PPz8/nZ8LCoUCe/bsQXJyMl544QVs27ZNo6rhaHX+/HlMmzZNY/v8+fORmpqKBQsWoLKyEufPnwcATJ06FRcuXNC5PwDMnTsXFy9eRGNjI5ydnfHII4/gH//4B/z9/YfyVIj+ooBGyEjr7u6GSCRiC5GoQ5uBgQGio6PZ0AYAu3btQnV1Nb7++mskJCRo3MlkGEajp62trQ3d3d2wsrLSCG0PeieUQhshhIwu2oqANDY2orCwEMbGxggLC9NZeZBhGAiFQixcuBByuRz79+/HlClTRm0REELGKApoY83HH3+M7du3QywWIzo6Gnv27EF8fLzO/U+cOIG1a9eisrISgYGB2LZtG7tWGNDzZr1+/Xp89tlnaGlpweTJk7Fv3z4EBgYOx+noJYZhoFAoUFBQAKFQiPT0dPz4449obW1FREQE7OzsEB0dzQ6P9PX17TNoMQwDmUymEdqUSiWsra05oc3S0pJCGyGEPKR6hzO5XI7i4mLcvn0bAQEB8PLy0hm2JBIJNm/ejC+++ALLly/H6tWrBzynmRAyKCigjSXHjh3DvHnzsH//fiQkJGDnzp04ceIEioqK2LU87nb16lU8+uij2Lp1K37/+9/jyJEj2LZtG7KyshAREQEA2LZtG7Zu3YpDhw7B19cXa9euRV5eHgoKCuiNe4g1Nzdjy5Yt2Lt3L+bOnYu1a9eiqamJU+7/xo0bsLS05FSOjImJAZ/P7ze0dXZ2aoQ2hmE0QpuFhQWFNkIIGcW0FQGpq6tDcXEx7OzsEBISovMzm2EY/PDDD0hKSgKfz0dKSgrCw8OHo9mEEO0ooI0lCQkJmDBhAvbu3QugZ76Sl5cXFi1ahHfffVdj/zlz5qC9vR3fffcdu23ixIkQCATYv38/GIaBu7s7li1bhuXLlwPoWWfLxcUFqampmDt37vCcmB4SiUSYPHkyYmNj8eGHHyI6OlpjH3XPWG5uLie05efnw87OjhPaYmNj4e7u3m9o6+jo4AQ2iUSiNbRZWlo+8JAXCm2EEPLgeoezjo4OFBYWQiqVIiQkBOPGjdP5fi0Wi/HOO+/gl19+wdatW/H6668/8HxlQsgDo4A2VsjlclhYWODrr7/mlJOdP38+WlpacPr0aY1j+Hw+kpKSsHTpUnbb+vXrkZaWht9++w3l5eXw9/dHdnY2BAIBu8+UKVMgEAiwa9euoT0pPaZSqXDx4sUBj/1Xh6ycnBxOaBOJRHB2dtYIbS4uLn2+PsMwaG9v1whtPB5Pa08bhTZCCBkevYOZSqXCzZs3UV5eDnd3dwQEBGhdD1O976FDh7BmzRo8/vjj2L17N9zd3Yej2YSQ/vV7MTW6VyAkrDt37kCpVMLFxYWz3cXFBSKRSOsxYrFY6/5isZh9Xr1N1z5kaBgYGGDq1KkDPo7H48HS0hKTJ0/G5MmTAfSELKlUiqysLDa0ffPNNygpKYG7uzsb2tTBzcnJiQ1aPB4PVlZWsLKyYj+8VSoVJ7RVV1dDIpHAwMBAI7SZm5sPKLSlSVLR0NCA4uJiGBoaIvmJ/QP+GRBCyFi3Ov1vKCwsZN9zu7u7UVRUBACIi4uDnZ2dzmNFIhGWLFmCyspKHDx4EM8++ywVASHkIUMBjZCHnLq3a8qUKZgyZQqAntDW2tqKrKwsZGRkICsrC1999RVKS0vB5/MhEAjYXraYmBjY29uzH+DqIGZtbQ0PDw8A/w1tra2taGtrQ2VlJaRSKQwNDTmBTb24traLAYlEgqKiIkilUgQEBMDd3R2npYka+1EvGyFEX6VJUtmh6BKJBHV1dRCJRGAYBiYmJnB0dIREIgEAGBoacqo1dnV14aOPPsKOHTvw6quv4syZM7CxsRmpUyGEPAAKaA8JJycnGBoaor6+nrO9vr4erq6uWo9xdXXtc3/1f+vr6+Hm5sbZ5+4hj+Thw+PxYGdnh8ceewyPPfYYgJ7Q1tzcDKFQiIyMDAiFQqSmpqKyshK+vr6coZECgQA2NjZaQ5uaSqWCVCple9oqKioglUphZGTECWympqaorq5GfX09+Hw+oqOjdQ7LAbSXkKbQRggZy+5+37O0tISlpSUMDQ0hFothZ2cHX19fdHd3QyKRoKGhAUKhEC+99BK8vLwQGhoKLy8v/Pjjj7CyskJ6ejomTpw4rL1mFy9exPbt2yEUClFXV4dTp05xpmNoc/78eSQlJSE/Px9eXl5Ys2YNFixYwNlnoJWrCRkraA7aQyQhIQHx8fHYs2cPgJ4LZD6fj4ULF+osEtLR0YFvv/2W3TZp0iRERUVxioQsX74cy5YtAwC0tbVh3LhxVCRETzAMg4aGBnZopHqdttraWgQEBHCGRkZHR8PKyqrPD32lUsmGttbWVjQ2NkIul8PAwAC2trawt7eHjY0NrK2tH7hKKIU2QshY0PumlEwmg0gkQktLC4KCguDm5qbxvqtSqVBZWYkLFy4gLS0NpaWlaG5uRmtrK/z9/dmbbepREs7OzkN6Dj/88AOuXLmCuLg4zJ49u9+AVlFRgYiICLz11lt47bXXkJ6ejqVLl+LMmTOYMWMGgIFXribkIUJFQsaSY8eOYf78+UhJSUF8fDx27tyJ48ePQyQSwcXFBfPmzYOHhwe2bt0KoKfM/pQpU5CcnIxnnnkGR48exZYtWzTK7CcnJ3PK7Ofm5lKZfT2mLt+sXlhbKBQiKysLt2/fRlBQECe0RUVFaRQPUalU+PLLL8Hn82FhYQF/f38YGRlxCpG0t7fDxMREY3ikqanpA7WdQhsh5GGhrXR+dXU1SktLMW7cOAQFBcHExETrsSqVCqdPn8by5csRFhaGffv2ISgoCA0NDcjOzkZWVhb7VVZWhnPnzuHxxx8fjtMCj8frN6CtXLkSZ86cwY0bN9htc+fORUtLC86ePQtg4JWrCXmIUJGQsWTOnDloaGjAunXrIBaLIRAIcPbsWbbIR1VVFafM+qRJk3DkyBGsWbMGq1evRmBgINLS0thwBgArVqxAe3s73njjDbS0tOCRRx7B2bNnhyycDWS4wmeffYbDhw+zb+BxcXHYsmULZ/8FCxbg0CHuh9yMGTPYN3gycDweD+7u7pg5cyZmzpwJoOfCoaamhg1t6enp+OCDD9Dc3IzQ0FA2tBkZGWHfvn24ffs2jhw5gvj4eDa83T2pXT1URx3YxGIxOjo6YGpqqhHadF2gaEPDIwkhD4Pe71USiQQFBQVQKBSIjo6Go6OjzmOrq6uxbNky/Oc//8GHH36IefPmsZ/9zs7OePLJJ/Hkk0+y+7e2to66G67Xrl3D9OnTOdtmzJjBVp2Wy+UQCoVYtWoV+7yBgQGmT5+Oa9euDWtbCRkJ1INGhs1Ahyv85S9/weTJkzFp0iSYmZlh27ZtOHXqFPLz89niFQsWLEB9fT0OHjzIHmdqagp7e/thOy99pVKpUFVVhYyMDKSnp+PUqVNobGxEaGgojI2NER0dzQ6xCQsLg4mJSZ/DIxUKBSe0tbW1obOzE2ZmZhqhra85bPeCQhshZCT0DmZKpRLl5eWoqqoCn8+Hn5+fznXKuru78emnn2LTpk2YOXMmduzYMSqH+t1LD1pQUBBefvllTgD7/vvv8cwzz6CjowPNzc3w8PDA1atXkZj432JSK1aswIULF3D9+vUhPQdChhj1oJHRY8eOHXj99dfx8ssvAwD279+PM2fO4IsvvtA6XOHf//435/Hnn3+Ob775Bunp6Zg3bx673dTUVGehFDJ0DAwM4OjoiOzsbBw+fBh//vOfsXnzZnR1dSEjIwOZmZn45ptvsHbtWshkMkRERLBDI2NiYhAaGgojIyM2tBkbG8PBwQEODg7s91AoFJzAVltbi87OTpibm3MCm7W19YBCG/W0EUKGk7b3nMbGRhQWFsLExATx8fGcIky95eXlYdGiRbhz5w6OHz+OGTNmUOl8QsYwCmhkWAzGcIWOjg4oFArOBTzQUwlq3LhxsLe3x2OPPYb333+/z+EhZHDcvn0bUVFRCAoKwqVLlxAXF8c+FxAQgBdeeAFAzx3ikpISNrR99dVXWLFiBZRKJSIjI9nhkXFxcQgKCoKR0X/floyNjeHo6Mj5fcrlcranrbW1FdXV1ZDJZLCwsNAIbXe/Vn8otBFChkLv9xa5XI7i4mI0NDQgICAAnp6eOsNWR0cHkpOT8cknn+Dvf/871q9fDysrq+Fo9pDSVWVavb6moaHhgCtXEzKWUEAjw+J+FtrubeXKlXB3d+eMW//d736H2bNnw9fXF2VlZVi9ejWeeuopXLt2TecwETI4xo0bh6+//hqTJ0/u806uoaEhQkJCEBISgpdeeglAT2gTiURsaDt06BDefvttGBgYIDo6mlOIJCAggPO7VK8F1Du0qXvZmpubcfPmTXR1dcHS0lIjtA3k74JCGyHkfmkrAnLr1i2UlJTA3t4eiYmJOueGMQyD8+fPY/HixbC3t8elS5cQGxs7ZnrNEhMT8f3333O2/fzzz+xwRhMTE8TFxSE9PZ0dKqlSqZCeno6FCxcOe3sJGW4U0MhDITk5GUePHsX58+c5H2h3LwUQGRmJqKgo+Pv74/z588NWsUqfPfLII/d1nKGhIcLDwxEeHo4FCxaAYRgoFAoUFhYiMzMTGRkZSElJQW5uLkxNTSEQCCAQCNjQ5ufnxymIY2JiAicnJzg5ObHburq62NDW2NiIiooKyOVyWFlZcUKblZXVgEObXC5HWVkZbt26BS8vL7wT+4/7+jkQQsam3uGsvb0dhYWF6OjoQFhYWJ9zx+7cuYP33nsPaWlp2LhxIxYvXjyg0QAjQSqVorS0lH1cUVGBnJwcODg4gM/nY9WqVaitrcXhw4cBAG+99Rb27t2LFStW4JVXXsEvv/yC48eP48yZM+xrJCUlYf78+Rg/fjxbubq9vZ2dJkHIWDa6/8WTMeN+FtpW+/DDD5GcnIxz584hKiqqz339/Pzg5OSE0tJSCmgPER6PBxMTE0RHRyM6OhqvvvoqGIaBXC5HXl4eW+5/9+7duHHjBiwtLRETEwOBQMAWIuHz+ZzQZmpqCmdnZ3b9H4ZhOKGtoaEBZWVl6O7u1trTdvdrqalUKtTU1KCsrAx2dnaYOHEiLC0tqaeNEAJAM5ip1yurqKiAh4cHBAKBzrClUqlw7NgxvPvuu5gwYQJyc3Ph6+s7HM1+YJmZmZg2bRr7OCkpCQAwf/58pKamoq6uDlVVVezzvr6+OHPmDN5++23s2rULnp6e+Pzzz9k10ID+K1cTMpZRFUcybAa60DYAfPDBB/jHP/6BH3/8ERMnTuz3e9TU1IDP5yMtLY0tEU/GDoZhIJPJkJuby4Y2oVCI/Px82NnZcYZGxsbGwt3dXWvQ6v16dxciaWtrg1Kp1Ohp6+rqQklJCYCeCmR399bdKwpthIxN2m7StLS0oKCgADweD2FhYbC1tdV5fHl5OZYuXYobN25g586d+POf/9znexch5KFGC1WT0WOgC21v27YN69atw5EjRzB58mT2daysrGBlZQWpVIqNGzfij3/8I1xdXVFWVoYVK1ZAIpEgLy/vgRc9Jg8HhmHQ0dGBnJwcTmgTiURwdnbmhLaYmBi4urr2OY+DYRh0dnayYa2lpQVtbW1gGAZmZmZwdHSEra0tbGxsYGlp+cAXURTaCHm49Q5nCoUCpaWluHXrFvz8/ODt7a3zfUKhUGDv3r3YunUrXnjhBWzbtk2jEBbpn6enJ1avXo2//e1v7LarV69i+vTpKCwshLe39wi2jhANFNDI6LJ37152oWqBQIDdu3cjISEBADB16lT4+PggNTUVAODj44ObN29qvMb69euxYcMGdHZ2YtasWcjOzkZLSwvc3d3x5JNPYvPmzTQEQs8xDAOpVIqsrCxOaCspKYGbm5tGaHN2dtYIbY2Njfj1119hb28PNzc3uLu7c4KbRCIBwzCwtrbm9LRZWlo+8ER+Cm2EjH7aioDcvn0bIpEIVlZWCA0NhYWFhdZjGYZBVlYWFi5cCJlMhpSUFEyZMmXMFAEZbn/84x9hY2PDronKMAwSEhLwxBNP4B//oDnCZNShgEbIYPr444/ZgBkdHY09e/YgPj5e676pqakak5lNTU0hk8nYxwzDYP369fjss8/Q0tKCyZMnY9++fQgMDBzS89BHDMOgtbUVWVlZyMjIQFZWFrKyslBaWgo+n8/OZ4uKikJOTg52794NgUCAo0ePal2fSN1z13t4JI/H0whtFhYWFNoIGUN6h7POzk6IRCK0trYiODi4z556iUSC999/HwcOHMCyZcvw3nvv6azmSO7N9u3bcejQIdy4cQMAcPjwYaxcuRIlJSVjYlkCMuZQQCNksBw7dgzz5s3D/v37kZCQgJ07d+LEiRMoKirSWpErNTUVS5YsQVFREbuNx+Nxeve2bduGrVu34tChQ/D19cXatWuRl5eHgoIC+sAeBgzDoLm5GUKhEBkZGfjxxx/xn//8B2ZmZggKCoKXlxfi4uIQGxsLgUAAGxubPoOWSqXSCG0SiQQ8Ho8T2NRr/VBoI+Thoq3XrKqqCmVlZXBxcUFgYCBMTEy0HsswDM6ePYukpCR4enoiJSUFERERw9HsMe/SpUuYOnUqWltbwePxEBwcjI0bN+LVV18d6aYRog0FNEIGS0JCAiZMmIC9e/cC6LkY9/LywqJFi7QWOUlNTcXSpUvR0tKi9fUYhoG7uzuWLVuG5cuXAwBaW1vh4uKC1NRUzhICZGhVVVVh5cqV+O6777Bq1Sq8+OKLyM/PR2ZmJjIzM5GVlYXa2loEBARwqkcKBAJYWVn1G9ra29s1QpuhoaFGaDMzM6PQRsgo9cXNHbC2tmYDWFtbGwoLC6FQKBAWFtbn3DGxWIwVK1bg3Llz2LJlC958801aq3MQdXR0wNbWFunp6Th37hy+/fZbCIVCKrRCRqt+P+ipzD4h90Aul0MoFGLVqlXsNgMDA0yfPh3Xrl3TeZxUKoW3tzdUKhViY2OxZcsWhIeHA+hZJ0YsFnMW3ra1tUVCQgKuXbtGAW2YfP3115g/fz7+9Kc/oaioCO7u7gAAPp+Pp556CkBPmK6rq2MD2+XLl7F7927U19cjODiYM6ctKiqKM6TRwMAA1tbWsLa2hoeHB4Ce0CaVStnAVlFRAalUCiMjI43hkQMNbVTyn5DBtTNvAxvGOjs7YWZmBgMDA3R2dmLcuHGIioqCubm51mNVKhUOHz6M9957D4899hhu3LgBT0/PYT6Dsc/CwgKRkZH45ptv8Nlnn+H777+ncEYeahTQCLkHd+7cgVKp1Cg+4uLiApFIpPWY4OBgfPHFF4iKikJrays+/PBDTJo0Cfn5+fD09IRYLGZfo/drqp8jQ2/ChAn45Zdf2GI12vB4PLi7u2PmzJns8g0Mw6CmpoYNbenp6fjggw/Q3NyM0NBQTmiLjIyEqakpJ7SpA5iaUqnkhLby8nK0t7fDyMhIo6ft7te6FxTaCBk4bf9uxGIx+57v4OAAiUSCy5cvw9TUFBcvXkRrayvi4uKQmJgImUyGJUuWoKKiAl988QVmzZo1IkVABjJ3eurUqbhw4YLG9qeffppdRHrBggU4dIj7s5kxYwbOnj07+I0fgIkTJ2LPnj149tlnMXXq1BFtCyEPigIaIUMkMTERiYmJ7ONJkyYhNDQUKSkp2Lx58wi2jNzN29v7vkow83g8eHl5wcvLC8899xyAnrvlVVVVyMjIQGZmJs6cOYPNmzdDKpUiLCyME9rCw8NhYmLCXrAZGhrC1taWs1aSUqmERCLhLK4tlUphYmKiNbQNxGnpIahUKlRXV6O8vBwODg5YN3nHgH8OhIxFvcNZV1cXiouLcefOHQQEBMDT05P9t6tQKCCRSFBYWIisrCx8++23qKmpgbGxMdzc3PC///u/MDAwQG1tLTw8PIY1pB07dgxJSUmcudMzZszQOXf65MmTkMvl7OPGxkZER0fj+eef5+z3u9/9jq2YCGBULGsTHR0NY2NjbN++faSbQsgDozlohNwDuVwOCwsLfP3115g1axa7ff78+WhpacHp06fv6XWef/55GBkZ4auvvkJ5eTn8/f2RnZ0NgUDA7jNlyhQIBALs2rVr0M+DDD+VSoXy8nI2tAmFQuTk5KCzsxMRERGchbVDQ0NhZGTU5wVc79DW1taG9vZ2mJqaaoQ2XcUKgJ4LL3UBm+DgYDg6OmrsQ71sRN9oKwJy69YtFBcXw8HBAcHBwToLODEMg2vXrmHRokUwNTXFG2+8AblcjuzsbAiFQhQWFsLR0RFxcXF48skn8fbbbw/5+Qx07nRvO3fuxLp161BXVwdLS0sAPT1oLS0tSEtLG9K2D9S0adMQGxuLjz76aKSbQkh/aA4aIYPBxMQEcXFxSE9PZwOaSqVCeno6Fi5ceE+voVQqkZeXh6effhoA4OvrC1dXV6Snp7MBra2tDdevX8df//rXoTkRMuwMDAwQEBCAgIAAvPDCCwB6/hZKS0vZ0Hb06FGsXLkSSqUSkZGRbE9bXFwcgoKCYGT037dqQ0ND2NnZwc7Ojt3W3d3NCW11dXXo6OiAmZmZRmjr7u5GcXExmpqa4OfnBy8vL51zNWhoJNEnvf/e29vbUVBQAJlMhoiICDg7O+s8tqWlBevWrcNXX32F1atX45133tG4QdLR0YHffvsNWVlZUKlUQ3IOd7vfudN3O3DgAObOncuGM7Xz589j3LhxsLe3x2OPPYb3339f602eoaZSqdDQ0IADBw6gpKTknm+WEjLaUQ8aIffo2LFjmD9/PlJSUhAfH4+dO3fi+PHjEIlEcHFxwbx58+Dh4YGtW7cCADZt2oSJEyciICAALS0t2L59O9LS0iAUChEWFgagp8x+cnIyp8x+bm4uldnXQ0qlEiKRiA1tWVlZyMnJgYGBAaKjoznDIwMCAvqtAKcedqUOba2trewafGZmZnBzc4ODgwOsra2xatDMAAAgAElEQVRhbGz8QG2n0EYeZr2DmUqlQkVFBSorK+Hp6Ql/f3/OTZK7MQyD06dPY/ny5QgJCcH+/fsRFBQ0HM3u161bt+Dh4YGrV69yhtuvWLECFy5cwPXr1/s8/v/9v/+HhIQEXL9+nTNn7ejRo7CwsICvry/KysqwevVqWFlZ4dq1a8NemfL8+fN47LHHEBISgoMHD/Y5l5iQUYR60AgZLHPmzEFDQwPWrVsHsVgMgUCAs2fPskU+qqqqOD0Rzc3NeP311yEWi2Fvb4+4uDhcvXqVDWdAzwdle3s73njjDbS0tOCRRx7B2bNnKZzpIUNDQ4SHhyM8PBwLFiwAwzBQKBQoLCxEZmYmMjIykJKSgtzcXJiamiI6Opot9x8bGws/Pz/O35+xsTEcHBxgZ2eHnJwcAIC1tTXc3NygUqnYnjaZTAZzc3ONnjZdF6TaUE8beRhp+7ttbm5GYWEheDwexo8fz5kT2ltNTQ2WLVuGq1ev4sMPP8T8+fPHVOXAAwcOIDIyUqOgyN0VhiMjIxEVFQV/f3+cP38ejz/++LC2cerUqcPSG0nIcKMeNEL0jL5U9BqLGIaBXC5HXl4e28smFAqRl5cHS0tLzhptsbGxaG5uRlJSEmpqanDu3Dnw+XyN+W1yuZwzn62trQ1dXV2wtLTUKPn/oHfHKbSR0aJ3OFMoFCgpKYFYLIafnx/4fL7OsKVUKvHZZ59h48aN+P3vf48dO3ZoVOMdDR5k7nR7ezvc3d2xadMmLFmypN/v5ezsjPfffx9vvvnmoLSdkDGOetAIIf+lTxW9xiIejwdTU1OMHz8e48ePB9AT2mQyGXJzc9kiJMnJySgoKIChoSFiY2Px5z//Gb/99hsMDAzg4eHBufA0MTGBk5MTnJyc2G1dXV1sWGtqakJlZSXkcjksLS05gc3a2npAoY162shI01YEpL6+HkVFRbC2tkZiYqLONc0A4MaNG1i0aBEaGhpw9OhR/O53vxuR0vn34kHmTp84cQJdXV148cUX+/0+NTU1aGxshJub26C0mxBCPWiE6BV9quiljxiGwb///W+sWLECfn5+eO2119Da2gqhUAihUAiRSAQnJyfOfLbY2Fi4urr2e5Epk8k0etq6u7s1QpuVlRX1tJFRqXc46+zshEgkQmtrK4KDg/v8d9DZ2Ynk5GR8/PHH+Nvf/oYNGzbAyspqOJr9QAY6d1rtf/7nf+Dh4YGjR49ytkulUmzcuBF//OMf4erqirKyMqxYsQISiQR5eXl0c46Qe0M9aISQHvpQ0UuflZWVYf78+aisrMSOHTswZ84czsUmwzCQSqXIyspie9pOnjyJkpISuLm5cUJbTEwMnJ2dOcebmZnBzMyM7WllGIbT09bQ0ICysjJ0d3fDyspKI7QNZG4O9bSRwaStCEh1dTXKysrg4uKCyZMn6yyUwzAMLly4gMWLF8POzg6XLl1CbGzsqO01622gc6cBoKioCJcvX8ZPP/2k8XqGhobIzc3FoUOH0NLSAnd3dzz55JPYvHkzhTNCBhH1oBGiJ/Shopc+a2howN69e/HOO+/c8519hmHQ1taGrKwsZGRkQCgUIisrC6WlpeDz+Zz5bDExMbC3t+/zwlQ93LJ3T5tSqdSYz2ZpafnABRUotJG+aAv6bW1tKCgogFKpRGhoKBwcHHQef+fOHbz33ntIS0vDhg0bsGTJkgEVzyGEEB36vcNDAY0QPfGgAe3NN9/EtWvXkJub2+d+6gW4z507N+wVvciDYxgGzc3NEAqFnNBWWVkJX19fTk+bQCCAra1tv6Gts7NTI7QxDKMR2iwsLO47tKlUKlRVVWFJxPr7PXUyhvQOZ93d3SgrK0NNTQ18fHzg4+Oj8waSSqXC8ePHsXLlSowfPx6ffPIJfH19h6PZhBD9QEMcCSE9nJycYGhoiPr6es72+vp6uLq69nlse3s7jh49ik2bNvX7ffz8/ODk5ITS0lIKaA8hHo8HBwcHPPHEE3jiiScA9ISshoYGCIVCTsn/mpoaBAQEaIQ2KysrNrTxeDxYWFjAwsKC/TtjGAYdHR1sWKutrYVIJNIa2iwtLfsdTtbU1ASRSAQAOFj1T41eEepp0x/aes0aGhogEolgZmaGhISEPnuYKyoqsHTpUuTm5mL37t2YM2fOmCqdTwh5OFAPGiF6JCEhAfHx8dizZw+AnjvFfD4fCxcu7LNISGpqKt566y3U1tb2O7espqYGfD4faWlpmDlz5qC2n4weDMOgrq4OmZmZbMn/rKwsiMViBAcHc0JbVFQULCws+u1pa29v5/SySSQS8Hg8rT1tPB4PXV1dKC4uRkNDQ7+l0Xuj0Db29A5nXV1dKCoqQmNjIwIDA+Hh4aHzb1ChUODjjz/Gli1bMGfOHHzwwQc0j5YQMlRoiCMh5L+oohcZSgzDoKamhg1t6uqRzc3NCA0N5YS2iIgImJmZ9RnaVCqVRmiTSqXg8XgwMTGBTCaDjY0NAgMDYWdn98CFGyi0PZy0lc6vra1FSUkJHB0dERwcrPO9iGEYZGdnY+HChejo6EBKSgqmTp360BQBIYQ8lCigEUK49u7dyy5ULRAIsHv3biQkJADoWZjax8cHqamp7P5FRUUICQnBTz/9xA55U+vs7MSsWbOQnZ2tUdFrNC7cSoafem5YRkYGG9qysrIgkUgQFhbGKfcfHh4OExOTPi+OGxsbUVhYCKVSCRsbG3R1dUEqlcLQ0JDTy2ZjY9NvALwXFNpGt97hTCqVorCwEDKZDCEhIXB2dtZ5rFQqxebNm3HgwAEkJSVhzZo1MDMzG+omE0IIBTRCCCGji0qlQnl5OSe05eTkoLOzExEREZzQFhoaCiMjI9TU1GDZsmUwNzfHhg0b4O3tzQ5nVKlUkEqlGj1tRkZGGqHN1NSUQtsYsP7iEs7v1cjICDdv3kRlZSU8PT3h7++vs+IiwzA4e/YskpKS4OnpiZSUFERERAzzGRBC9BgFNELI2HLx4kVs374dQqEQdXV1OHXqFGbNmtXnMefPn0dSUhLy8/Ph5eWFNWvWYMGCBZx9Pv74Y7ZnMTo6Gnv27OEsJ0CGllKpRGlpKRvasrKykJ2dDYVCAU9PT9TV1SEiIgKrV6/GtGnT+i13rlQqtYY2ExMTraHtQVFoGx4nW7+ARCLh/F7b29sB9KzR5eLiAmdnZ51hXCwWY+XKlfj555+xZcsWvPnmm7QcCCFkuFFAI4SMLT/88AOuXLmCuLg4zJ49u9+AVlFRgYiICLz11lt47bXXkJ6ejqVLl+LMmTOYMWMGgJ65efPmzcP+/fuRkJCAnTt34sSJEygqKmIXZibD7/Lly3j99dfR3NyMRx99FDU1Nfjtt9/A4/EQFRXFmdMWGBjY74W2UqnUenFvamqqUYiEQtvo03s4o0KhQHFxMcRiMTw8PGBubg6JRAKJRAKpVIpPPvkEbW1tiIyMRFxcHO7cuYPt27fjsccew+7du+Hp6TlCZzKwG0Kpqal4+eWXOdtMTU0hk8nYxwzDYP369fjss8/Q0tKCyZMnY9++fQgMDBzS8yCE3BcKaISQsYvH4/Ub0FauXIkzZ87gxo0b7La5c+eipaUFZ8+eBdBT3XLChAnYu3cvgJ4hc15eXli0aFGf1S3J0GhoaMC7776Lo0ePYvXq1Vi+fDlMTU3BMAwUCgUKCwvZcv9ZWVnIzc2FiYkJBAIBZ3FtPz+/fqs6dnd3a4S2jo4OmJmZaYQ2ExOTBz43Cm0Dp60IiFgsRnFxMWxsbBASEgJzc3POPkqlElevXsXly5dx/fp1FBQUoLa2Fra2tpg0aRLi4uLYL09Pz2EtCjLQG0KpqalYsmQJioqK2G08Ho8zz3fbtm3YunUrDh06BF9fX6xduxZ5eXkoKCigeXWEjD60DhohRL9du3YN06dP52ybMWMGli5dCgCQy+UQCoVYtWoV+7yBgQGmT5+Oa9euDWtbSY9//etfaGpqQn5+Pnx8fNjt6uqN0dHRiI6OxquvvgqGYSCXy5GXl8cOjdyzZw/y8vJgYWHBrs2mDm29S/EbGRnB3t4e9vb27DaFQsEJbbdu3UJnZyfMzMw0hkcaGxsP6Ny0rdNFoU233j+vzs5OFBYWQiKRIDg4GC4uLlrDlaGhIeLj43HlyhVcuXIFCxYswJo1a1BZWclWFz19+jTy8/Ph5OSE559/nr1BM9R27NiB119/ne0V279/P86cOYMvvvhC5w0hHo+nc71KhmGwc+dOrFmzBs8++ywA4PDhw3BxcUFaWhrmzp07NCdCCBkyFNAIIWOaWCzWqCjp4uKCtrY2dHZ2orm5GUqlUus+6sWPyfBaunQp3n777Xval8fjwdTUFOPHj8f48eMB9FywymQy5ObmskVItm/fjvz8fNjZ2UEgEHAKkXh4eHBCm7GxMRwcHDgLXisUCk4vW01NDWQyGczNzTmBzdramkLbIOj9M1FXAy0rK4ObmxsiIyN1/pwZ5v+3d+dBUV1pG8CfTmvLorYQdiKLIqgoNIsg4ESYUHGLFctKRlMpBXUyE0tUZIxKSgFHcR+DiguuyFQSFEdxvklkNBgkiUKkEZVNQUEFAXFhaRAw3f39QXHHlk1U1jy/Ksp4Ofd6TqSs+/RZXjVSUlKwZMkSiEQinD17Fp6enhCJRDA1NYWHh4fQtra2FlevXoVCoejU8TR51Q+EFAoFLC0toVKp4OzsjA0bNsDe3h5A4zLu0tJSjQ+ipFIp3N3dcenSJQY0ol6IAY2IiHqU111uJhKJoK2tDXd3d6GEhFqtRm1tLTIyMoTQtn79euTm5sLAwEBjP5uzszNMTEw0+tG/f3+8/fbbGsWLGxoahJm2yspK3Lt3D3V1ddDR0WkW2to71KRJUw2vwP/zh76+Puzs7IQlar+H0NZSWK2srEROTo4QTp6f7WypbWhoKL7++msEBwdjxYoVbS5N1dHR0Qhsne3hw4cd/kDIzs4Ohw8fhoODAyorK7Ft2zZ4enoiKysL77zzDkpLS4VnvPjMpu8RUe/CgEZEfZqJiQnKyso0rpWVlWHw4MHQ1taGWCyGWCxusU1rS4qo9xGJRNDV1YWXlxe8vLwANIYhhUKB9PR0IbSdPHkSeXl5MDU11QhtTk5OMDQ01AhtEomkxdDWNMv25MkT3LlzB/X19dDV1W0W2l481KS6uho5OTmor6/HmDFjmtXwejG89LXA9uL4fvvtN+Tn56O4uBhWVlawtrZudU+hWq3Gv//9byxfvhy2trZIT0+HnZ1dV3S703l4eGiESE9PT4waNQpRUVFYt25dN/aMiDoLAxoR9WkeHh74/vvvNa6dO3dOeOGRSCRwcXFBYmKicNiISqVCYmIiAgICury/1HVEIhEGDRqEiRMnYuLEiQAaX/SrqqqQnp6Oy5cvQy6XIzY2Fvn5+bCwsNDYz+bk5AQ9Pb1moc3AwAAGBgbCtbq6OmGm7dGjRygoKEBDQwMGDhyIwYMHQ1dXF1VVVXjw4IEQRF7m6Pe+sjSypXGUl5cjJycH2traGD9+PHR1dVu9v7i4GEFBQbh48SK2bt0Kf3//dg+H6S4GBgav/YFQ//794eTkhPz8fAAQ7isrK4OpqanGM2Uy2RvqORF1JQY0IupVFAqF8GICNO6/yMjIgL6+PiwsLBAcHIzi4mLExMQAAD7//HNERkZixYoVmD9/Ps6fP4/jx4/ju+++E54RFBQEPz8/uLq6ws3NDREREaipqWl2tDX1fSKRCFKpFD4+PvDx8QHQGNqePHkCuVwuhLbo6GgUFhbCyspKY2mkTCaDVCrVCG1aWlrQ0tISZsTUajXq6+tRWVmJ0tJSjZ/n8vJy1NfXa8y0dSRs9LbQ9mJ/6+rqcOPGDTx+/Bi2trYwMzNrdcmrUqnEgQMHsHbtWnzwwQfIzs5utsyvp3kTHwgplUpcv34dU6dOBQBYW1vDxMQEiYmJQiCrqqpCamoqFi5c2DkDIaJOxWP2iahXSUpKEl6cn+fn54fo6Gj4+/ujsLAQSUlJGvcsW7YM2dnZeOedd7BmzZpmhaojIyOFukQymQw7d+4U9i8RvUitVqO8vBxyuRxpaWnCCZJFRUWwsbHRWB4pk8kwcOBAjaBx8+ZNxMXFwcvLC7a2tjAxMUF9fb3GQSRVVVVQKpXCTFvT18CBA197hqi7Q1tLR+cXFRUhPz8fBgYGsLW1bbMWXVZWFgICAvDgwQPs3r0bU6ZM6dKj8l/HsWPH4Ofnh6ioKOEDoePHjyM3NxfGxsaYO3cuzM3NsXHjRgDA3//+d4wfPx42NjaoqKjA1q1bER8fD7lcjtGjRwNoPGZ/06ZNGsfsX7t2jcfsE/VMrINGRNRTJScnY+vWrZDL5SgpKWm3ptvJkyexd+9eZGRkoL6+Hvb29ggLCxMKbgNAWFgY1q5dq3GfnZ0dT6TsAk31uZoCm1wuR3p6OkpLS2FnZwcnJyc4ODjg5s2b+PbbbzFlyhQcOnSo1SCiVqvx9OlTjcBWXV0NlUrVLLTp6ur2itDW0gyfQqFAdnY26uvrMWrUKI3loS96+vQpNm/ejMjISCxcuBBr167FwIEDO7PLnaKtD4S8vb1hZWWF6OhoAMCyZctw8uRJlJaWQk9PDy4uLli/fj2cnJyE5zUVqt6/fz8qKiowYcIE7NmzB7a2tt0xPCJqGwMaEVFPdebMGfzyyy9wcXHBzJkz2w1ogYGBMDMzg4+PD4YMGYIjR45g27ZtSE1NFV7WwsLCcOLECfzwww/Cff369WvzpZc6T9PMUFpaGk6ePIn4+HiIxWLo6elBV1dXY6Zt7Nix0NLSanMmqOk0yhdDm1qtblZYW1dX97Vnld5kaHsxnCmVShQUFODOnTsYOnQohg8f3ureO7VajeTkZCxevBhSqRRRUVFwcXHpNbNmRETPYUAjIuoNRCJRuwGtJfb29pg1axZCQkIANAa0+Ph4ZGRkdEY36RU8fPgQK1euxLFjxxAaGoolS5agpKQEly9f1phpq66uxujRozX2tNnb20MikXQ4tFVVVQmHoDwf2nR0dLo8tLU0a/b48WNkZ2ejf//+GD16NAYNGtTq/Y8ePcLq1atx8uRJhIaGIjAw8KXLFhAR9UDt/iPMf+GIiHoplUqF6upqjYLKAJCXlwczMzNoaWnBw8MDGzduhIWFRTf18vft5s2b8PT0hJeXF7KysmBpaQkAsLKygpWVFT7++GMAjX+Xt2/fFg4hOXXqFEJCQvD06VOMGTNGI7SNGjUK/fr1E4JWUwkBXV1d4RQ/lUqlEdru3buH6upqiEQijcDWVG6iI6GtIweRvNi2oaEBeXl5KCsrg42NDYYOHdrqn61SqRAXF4eVK1fCxcUFV69exbBhw166n0REvRVn0IiIeoBXmUHbsmULNm3ahNzcXBgZGQFoXDapUChgZ2eHkpISrF27FsXFxcjMzGxzloI6h0qlwo8//oj33nuvw/cqlUrk5+cLM23p6em4cuUKfvvtN4wdO1ZYHuni4gI7OzuIxeI2g5ZKpUJNTU2z5ZFisbhZaGtvqWVHNe3Pu3HjBqRSKUaOHAltbe1W2xcUFGDZsmW4evUqvvrqK8yePbvHHp1PRNRBXOJIRH3Dt99+i/nz5+P27dvCLMG8efMgl8vx008/QSqVdnMPX09HA9o333yDzz77DKdPn4avr2+r7SoqKmBpaYnt27djwYIFb6q71E2USiVyc3M1QtvVq1chEong4OCgsadtxIgR7dZTU6lUUCgUGqFNoVCgX79+zZZHvmpoq62tRU5ODhQKBUaOHAkjI6NWn/Ps2TPs2bMH4eHhmDVrFrZs2aJRCJyIqA9gQCOivkGtVkMmk+Hdd9/Frl27EBoaisOHDyMlJQXm5ubd3b3X1pGAFhsbi/nz5yMuLg7Tpk1rt/24cePg6+srHNtNfYdarcazZ8+Qk5ODtLQ0XL58Genp6bh27RokEglkMplGce1hw4a1OxOlVCqbhbaamhr069ev2UzbgAED2lyieOfOHdy+fRtmZmawsbFB//79Wx3HlStXEBAQgNraWkRFRcHb25uHgBBRX8Q9aETUN4hEIoSHh+Ojjz6CiYkJdu3ahZ9++qlPhLOOaJpJjI2NfalwplAocOvWLcyZM6cLekddTSQSQSKRwNHREY6OjliwYAHUajUaGhqQmZkpHEKya9cuXL9+HTo6OnB2doajo6MQ2iwtLTVCm1gshlQq1ZiVViqVqK6uFgLbgwcPUFNTA4lE0mJoq6ysRHZ2NtRqNVxcXDBkyJBWx6BQKLB+/XocPHgQy5Ytw+rVq9tc/khE1NdxBo2IehVnZ2dkZWXh7NmzmDhxYnd357UoFArk5+cDAJycnLB9+3b4+PhAX18fFhYWCA4ORnFxMWJiYgA0Lmv08/PDjh07MHPmTOE52trawsv08uXLMX36dFhaWuL+/fsIDQ1FRkYGsrOzYWho2PWDpB5BrVajrq4O165dE0KbXC5HVlYWpFKpxtJIZ2dnmJubv9RM2/OhrWmmTSwWQ6lUCj/HUqkUEomkxT6dPXsWgYGBMDc3R1RUFMaOHdtZ/wuIiHoKLnEkor4jISEBM2fOFGYHRo4c2d1dei1JSUnw8fFpdt3Pzw/R0dHw9/dHYWEhkpKSADQWsL1w4UKr7QFg9uzZSE5OxqNHj2BoaIgJEyYgPDwcw4cP78yhUC/UdDx/RkaGRmjLzc2FgYFBs9BmYmLS5pLDe/fu4fbt25BIJDAwMEBdXR2qqqpQW1uL3NxcnDlzBo6OjnBzc8OIESOwbds2/Pe//0V4eDgWLlzY7n65zrR7926hcLSjoyN27doFNze3FtseOHAAMTExyMzMBAC4uLhgw4YNGu39/f1x9KjmCZaTJk1CQkJC5w2CiHoLBjQi6hvS09Ph7e2NqKgoREdHY/DgwYiLi+vubhGA5ORkbN26FXK5HCUlJe3upWstmJaUlMDExET4fUdemunNUKvVUCgUSE9PFwKbXC7HzZs3YWpqKoS2puBmaGiIgoICBAQEQCwWIyoqCqamphpB7tmzZ7h+/bpQny8zMxNlZWXQ0dGBj48P3n33Xbi6usLZ2bnNpZCd5dixY5g7dy727dsHd3d3REREIC4uDjdu3BBOR33ep59+Ci8vL3h6ekJLSwubN2/GqVOnkJWVJSy59vf3R1lZGY4cOSLcN2DAAOjp6XXZuIiox2JAI6Ler7CwEB4eHli6dClWrVqF1NRUeHh4IC0tDc7Ozt3dvd+9M2fO4JdffoGLiwtmzpz50gHtxo0bGDx4sHDdyMhIWFbX0Zdm6jxqtRpVVVVIT08X6rSlp6cjPz8f+vr6ePr0KWQyGT7//HNhiW5LM203b97EkiVLcOvWLYSHh8Pc3BxyuRxpaWlIS0vDnTt3YGNjA1dXV4SHh3dZzTN3d3eMGzcOkZGRABoPNxk6dCgWL16MVatWtXu/UqmEnp4eIiMjMXfuXACNAa2iogLx8fGd2nci6pUY0Iiod3v8+DE8PT3h7e2Nffv2CdenTZsGpVLJJUM9zMucRtkU0J48edLqjMnrvjRT57p27RoWLFiA4uJiTJ06FU+ePEF6ejoKCwthZWXVrLB2dHQ0tm3bBj8/P2zYsKHFv/fy8nIhsP31r3/tkj2TDQ0N0NHRwYkTJzR+Zv38/FBRUYHTp0+3+4zq6moYGRkhLi4OH3zwAYDGgBYfHw+JRAI9PT388Y9/xPr161kygIgAnuJIRL2dvr4+cnNzm13/7rvvuqE39CbJZDLU19djzJgxCAsLg5eXF4DGl2a5XI7g4GCh7VtvvQVfX19cunSpu7pLAJ4+fYp169YhIiICS5cuxZo1a6CjowOgcabt+ZB1+fJlREVFoaioCGZmZjh79iw8PT1b3cdmaGiIyZMnY/LkyV02nocPH0KpVMLY2FjjurGxcYv/7rRk5cqVMDMz06hHOHnyZMycORPW1ta4desWvvzyS0yZMgWXLl3q1r12RNQ7MKAREVGXMjU1xb59++Dq6or6+nocPHgQ3t7eSE1NhbOz8xt5aabOceXKFfz4449ISUmBg4ODxvdEIhGMjIwwZcoUTJkyBUBjaEtLS8PQoUM19hf2FZs2bUJsbCySkpKgpaUlXJ89e7bw32PHjoWDgwOGDx+OpKQkvPfee93RVSLqRRjQiIioS9nZ2cHOzk74vaenJ27duoWvvvoK//znP7uxZ9QeT09PXLx48aULSItEIowbN66Te/XqDAwMIBaLUVZWpnG9rKys3UC5bds2bNq0CT/88EOzsPqiYcOGwcDAAPn5+QxoRNSutoucEBERdQE3NzehJtzrvDRT53vZcNYbSCQSuLi4IDExUbimUqmQmJgIDw+PVu/bsmUL1q1bh4SEBLi6urb75xQVFeHRo0cwNTV9I/0mor6NAY2IiLpdRkaG8PL6qi/NRK8iKCgIBw4cwNGjR5GTk4OFCxeipqYG8+bNAwDMnTtXYz/k5s2bsWbNGhw+fBhWVlYoLS1FaWkpFAoFgMYC9F988QVSUlJQWFiIxMREfPjhh7CxscGkSZO6ZYxE1LtwiSMREb0WhUIhzH4BQEFBATIyMqCvrw8LCwsEBwejuLgYMTExAICIiAhYW1vD3t4edXV1OHjwIM6fP4+zZ88KzwgKCoKfnx9cXV3h5uaGiIgIjZdmojdl1qxZKC8vR0hICEpLSyGTyZCQkCDsgbx7965Q/gEA9u7di4aGBnz00UcazwkNDUVYWBjEYjGuXbuGo0ePoqKiAmZmZnj//fexbt06DBgwoEvHRkS9E4/ZJyKi19Ja4Wk/Pz9ER0fD398fhYWFSEpKAtC4PGz//v0oLi6Gjo4OHBwcEBIS0uwZkZGRQqFqmUyGnTt3wt3dvSuGRERE1FlYB42IiIiIiKiHaDegcQ8aERHRc5KTkzF9+nSYmZlBJBIhPj6+zfb+/v4QiUTNvuzt7YU2YWFhzb4/cuTIziZ181sAAAcxSURBVB4KERH1QgxoREREz6mpqYGjoyN27979Uu137NiBkpIS4evevXvQ19fHxx9/rNHO3t5eo93PP//cGd0nIqJejoeEEBERPef5QssvQyqVQiqVCr+Pj4/HkydPmh1o0q9fP5YJICKidnEGjYiI6A06dOgQfH19YWlpqXE9Ly8PZmZmGDZsGD799FPcvXu3m3pIREQ9GQMaERHRG3L//n2cOXMGf/7znzWuu7u7Izo6GgkJCdi7dy8KCgrwhz/8AdXV1d3UUyIi6qm4xJGIiOgNOXr0KIYMGYIZM2ZoXH9+yaSDgwPc3d1haWmJ48ePY8GCBV3dTSIi6sE4g0ZERPQGqNVqHD58GHPmzIFEImmz7ZAhQ2Bra6tR4Jsa7d69G1ZWVtDS0oK7uzt+/fXXNtvHxcVh5MiR0NLSwtixY/H9999rfF+tViMkJASmpqbQ1taGr68v8vLyOnMIRESvhQGNiIjoDbhw4QLy8/NfakZMoVDg1q1bMDU17YKe9R7Hjh1DUFAQQkNDkZ6eDkdHR0yaNAkPHjxosf3FixfxySefYMGCBbhy5QpmzJiBGTNmIDMzU2izZcsW7Ny5E/v27UNqaip0dXUxadIk1NXVddWwiIg6hIWqiYiInqNQKISZLScnJ2zfvh0+Pj7Q19eHhYUFgoODUVxcjJiYGI375syZg7y8PKSkpDR75vLlyzF9+nRYWlri/v37CA0NRUZGBrKzs2FoaNgl4+oN3N3dMW7cOERGRgIAVCoVhg4disWLF2PVqlXN2s+aNQs1NTX4z3/+I1wbP348ZDIZ9u3bB7VaDTMzM/ztb3/D8uXLAQCVlZUwNjZGdHQ0Zs+e3TUDIyL6HxaqJiIi6oi0tDQ4OTnByckJABAUFAQnJyeEhIQAAEpKSpqdwFhZWYl//etfrc6eFRUV4ZNPPoGdnR3+9Kc/4e2330ZKSgrD2XMaGhogl8vh6+srXHvrrbfg6+uLS5cutXjPpUuXNNoDwKRJk4T2BQUFKC0t1WgjlUrh7u7e6jOJiLobAxoREdFzvL29oVarm31FR0cDAKKjo5GUlKRxj1QqRW1tLT777LMWnxkbG4v79++jvr4eRUVFiI2NxfDhwzt5JMDGjRsxbtw4DBo0CEZGRpgxYwZu3LjR7n3dsa/r4cOHUCqVMDY21rhubGyM0tLSFu8pLS1ts33Trx15JhFRd2NAIyIi6qMuXLiARYsWISUlBefOncOzZ8/w/vvvo6amptV7uK+LiKh7MaARERH1UQkJCfD394e9vT0cHR0RHR2Nu3fvQi6Xt3rPjh07MHnyZHzxxRcYNWoU1q1bB2dnZ2FfmFqtRkREBFavXo0PP/wQDg4OiImJwf379xEfH//KfTUwMIBYLEZZWZnG9bKyMpiYmLR4j4mJSZvtm37tyDOJiLobAxoREdHvRGVlJQBAX1+/1Tbdta9LIpHAxcUFiYmJwjWVSoXExER4eHi0eI+Hh4dGewA4d+6c0N7a2homJiYabaqqqpCamtrqM4mIuhsLVRMREf0OqFQqBAYGwsvLC2PGjGm1XXfu6woKCoKfnx9cXV3h5uaGiIgI1NTUYN68eQCAuXPnwtzcHBs3bgQALF26FBMnTsQ//vEPTJs2DbGxsUhLS8P+/fsBACKRCIGBgVi/fj1GjBgBa2trrFmzBmZmZs2KiRMR9RQMaERERL8DixYtQmZmJn7++efu7kqrZs2ahfLycoSEhKC0tBQymQwJCQlCGLx79y7eeut/i388PT3xzTffYPXq1fjyyy8xYsQIxMfHawTQFStWoKamBn/5y19QUVGBCRMmICEhAVpaWl0+PiKil8E6aERERH1cQEAATp8+jeTkZFhbW7fZ1sLCAkFBQQgMDBSuhYaGIj4+HlevXsXt27cxfPhwXLlyBTKZTGgzceJEyGQy7Nixo9PGQUTUB7AOGhER0e+VWq1GQEAATp06hfPnz7cbzgDu6yIi6m7isLCwl2370g2JiIio+y1atAhff/01Tpw4ATMzMygUCigUCojFYvTv3x9A476uX3/9VTj0w9zcHKtXr4auri709fURGRmJY8eO4dChQzAyMoJIJIJSqcSGDRswevRoNDQ0YMmSJaitrcWuXbvQrx93TxARtWFtew24xJGIiKiPEolaXklz5MgR+Pv7A2gszG1lZSUU4gYaC1WvXr0ahYWFGDFiBLZs2YKpU6cK31er1QgNDcX+/fuFfV179uyBra1tZw6HiKgvaHeJIwMaERERERFR1+AeNCIiIiIiot6CAY2IiIiIiKiHYEAjIiIiIiLqIRjQiIiIiIiIeoiOnIXb7oY2IiIiIiIienWcQSMiIiIiIuohGNCIiIiIiIh6CAY0IiIiIiKiHoIBjYiIiIiIqIdgQCMiIiIiIuohGNCIiIiIiIh6CAY0IiIiIiKiHoIBjYiIiIiIqIdgQCMiIiIiIuoh/h/XnNRwrAV/SAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Grid, TimeFunction\n", "\n", "# First we need two time-dependent data fields, both initialized with the hat function\n", "grid = Grid(shape=(nx, ny), extent=(2., 2.))\n", "u = TimeFunction(name='u', grid=grid)\n", "init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n", "\n", "v = TimeFunction(name='v', grid=grid)\n", "init_hat(field=v.data[0], dx=dx, dy=dy, value=2.)\n", "\n", "plot_field(u.data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the two `TimeFunction` objects we can again derive our discretized equation, rearrange for the forward stencil point in time and define our variable update expression - only we have to do everything twice now! We again use forward differences for time via `u.dt` and backward differences in space via `u.dxl` and `u.dyl` to match the original tutorial." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "U update:\n", "Eq(u(t + dt, x, y), dt*(-(u(t, x, y)/h_x - u(t, x - h_x, y)/h_x)*u(t, x, y) - (u(t, x, y)/h_y - u(t, x, y - h_y)/h_y)*v(t, x, y) + u(t, x, y)/dt))\n", "\n", "V update:\n", "Eq(v(t + dt, x, y), dt*(-(v(t, x, y)/h_x - v(t, x - h_x, y)/h_x)*u(t, x, y) - (v(t, x, y)/h_y - v(t, x, y - h_y)/h_y)*v(t, x, y) + v(t, x, y)/dt))\n", "\n" ] } ], "source": [ "from devito import Eq, solve\n", "\n", "eq_u = Eq(u.dt + u*u.dxl + v*u.dyl)\n", "eq_v = Eq(v.dt + u*v.dxl + v*v.dyl)\n", "\n", "# We can use the same SymPy trick to generate two\n", "# stencil expressions, one for each field update.\n", "stencil_u = solve(eq_u, u.forward)\n", "stencil_v = solve(eq_v, v.forward)\n", "update_u = Eq(u.forward, stencil_u, subdomain=grid.interior)\n", "update_v = Eq(v.forward, stencil_v, subdomain=grid.interior)\n", "\n", "print(\"U update:\\n%s\\n\" % update_u)\n", "print(\"V update:\\n%s\\n\" % update_v)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then set Dirichlet boundary conditions at all sides of the domain to $1$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc_u = [Eq(u[t+1, 0, y], 1.)] # left\n", "bc_u += [Eq(u[t+1, nx-1, y], 1.)] # right\n", "bc_u += [Eq(u[t+1, x, ny-1], 1.)] # top\n", "bc_u += [Eq(u[t+1, x, 0], 1.)] # bottom\n", "bc_v = [Eq(v[t+1, 0, y], 1.)] # left\n", "bc_v += [Eq(v[t+1, nx-1, y], 1.)] # right\n", "bc_v += [Eq(v[t+1, x, ny-1], 1.)] # top\n", "bc_v += [Eq(v[t+1, x, 0], 1.)] # bottom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally we can put it all together to build an operator and solve our coupled problem." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.07 s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Operator\n", "\n", "# Reset our data field and ICs\n", "init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n", "init_hat(field=v.data[0], dx=dx, dy=dy, value=2.)\n", "\n", "op = Operator([update_u, update_v] + bc_u + bc_v)\n", "op(time=nt, dt=dt)\n", "\n", "plot_field(u.data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Excellent, we have now a scalar implementation of a convection problem, but this can be written as a single vectorial equation:\n", "\n", "$\\frac{d U}{dt} + \\nabla(U)U = 0$\n", "\n", "Let's now use devito vectorial utilities and implement the vectorial equation" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from devito import VectorTimeFunction, grad\n", "\n", "U = VectorTimeFunction(name='U', grid=grid)\n", "init_hat(field=U[0].data[0], dx=dx, dy=dy, value=2.)\n", "init_hat(field=U[1].data[0], dx=dx, dy=dy, value=2.)\n", "\n", "plot_field(U[1].data[0])\n", "\n", "eq_u = Eq(U.dt + grad(U)*U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have a vectorial equation. Unlike in the previous case, we do not need to play with left/right derivatives\n", "as the automated staggering of the vectorial function takes care of this." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\left[\\begin{matrix}\\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} \\frac{\\partial}{\\partial x} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} + \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} \\frac{\\partial}{\\partial y} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} + \\frac{\\partial}{\\partial t} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)}\\\\\\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} \\frac{\\partial}{\\partial x} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} \\frac{\\partial}{\\partial y} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + \\frac{\\partial}{\\partial t} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)}\\end{matrix}\\right] = 0$" ], "text/plain": [ "Eq(Vector(U_x(t, x + h_x/2, y)*Derivative(U_x(t, x + h_x/2, y), x) + U_y(t, x, y + h_y/2)*Derivative(U_x(t, x + h_x/2, y), y) + Derivative(U_x(t, x + h_x/2, y), t), U_x(t, x + h_x/2, y)*Derivative(U_y(t, x, y + h_y/2), x) + U_y(t, x, y + h_y/2)*Derivative(U_y(t, x, y + h_y/2), y) + Derivative(U_y(t, x, y + h_y/2), t)), 0)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eq_u" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we set the nboundary conditions" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc_u = [Eq(U[0][t+1, 0, y], 1.)] # left\n", "bc_u += [Eq(U[0][t+1, nx-1, y], 1.)] # right\n", "bc_u += [Eq(U[0][t+1, x, ny-1], 1.)] # top\n", "bc_u += [Eq(U[0][t+1, x, 0], 1.)] # bottom\n", "bc_v = [Eq(U[1][t+1, 0, y], 1.)] # left\n", "bc_v += [Eq(U[1][t+1, nx-1, y], 1.)] # right\n", "bc_v += [Eq(U[1][t+1, x, ny-1], 1.)] # top\n", "bc_v += [Eq(U[1][t+1, x, 0], 1.)] # bottom" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# We can use the same SymPy trick to generate two\n", "# stencil expressions, one for each field update.\n", "stencil_U = solve(eq_u, U.forward)\n", "update_U = Eq(U.forward, stencil_U, subdomain=grid.interior)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we have the updated (stencil) as a vectorial equation once again" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\left[\\begin{matrix}\\operatorname{U_{x}}{\\left(t + dt,x + \\frac{h_{x}}{2},y \\right)}\\\\\\operatorname{U_{y}}{\\left(t + dt,x,y + \\frac{h_{y}}{2} \\right)}\\end{matrix}\\right] = \\left[\\begin{matrix}dt \\left(- \\left(- \\frac{\\operatorname{U_{x}}{\\left(t,x - \\frac{h_{x}}{2},y \\right)}}{h_{x}} + \\frac{\\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)}}{h_{x}}\\right) \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} - \\left(\\frac{\\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)}}{h_{y}} - \\frac{\\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y - h_{y} \\right)}}{h_{y}}\\right) \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + \\frac{\\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)}}{dt}\\right)\\\\dt \\left(- \\left(\\frac{\\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)}}{h_{x}} - \\frac{\\operatorname{U_{y}}{\\left(t,x - h_{x},y + \\frac{h_{y}}{2} \\right)}}{h_{x}}\\right) \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} - \\left(- \\frac{\\operatorname{U_{y}}{\\left(t,x,y - \\frac{h_{y}}{2} \\right)}}{h_{y}} + \\frac{\\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)}}{h_{y}}\\right) \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + \\frac{\\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)}}{dt}\\right)\\end{matrix}\\right]$" ], "text/plain": [ "Eq(Vector(U_x(t + dt, x + h_x/2, y), U_y(t + dt, x, y + h_y/2)), Vector(dt*(-(-U_x(t, x - h_x/2, y)/h_x + U_x(t, x + h_x/2, y)/h_x)*U_x(t, x + h_x/2, y) - (U_x(t, x + h_x/2, y)/h_y - U_x(t, x + h_x/2, y - h_y)/h_y)*U_y(t, x, y + h_y/2) + U_x(t, x + h_x/2, y)/dt), dt*(-(U_y(t, x, y + h_y/2)/h_x - U_y(t, x - h_x, y + h_y/2)/h_x)*U_x(t, x + h_x/2, y) - (-U_y(t, x, y - h_y/2)/h_y + U_y(t, x, y + h_y/2)/h_y)*U_y(t, x, y + h_y/2) + U_y(t, x, y + h_y/2)/dt)))" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "update_U" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We finally run the operator" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.01 s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "op = Operator([update_U] + bc_u + bc_v)\n", "op(time=nt, dt=dt)\n", "\n", "# The result is indeed the expected one.\n", "plot_field(U[0].data[0])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from devito import norm\n", "assert np.isclose(norm(u), norm(U[0]), rtol=1e-5, atol=0)" ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 4 }