{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1b: Linear convection in 2D, revisited\n", "\n", "We will now revisit the first example of this tutorial with an example that is better suited to the numerical scheme used in Devito. As a reminder, the governing equation is:\n", "\n", "$$\\frac{\\partial u}{\\partial t}+c\\frac{\\partial u}{\\partial x} + c\\frac{\\partial u}{\\partial y} = 0$$\n", "\n", "We then discretized this using forward differences in time and backward differences in space:\n", "\n", "$$u_{i,j}^{n+1} = u_{i,j}^n-c \\frac{\\Delta t}{\\Delta x}(u_{i,j}^n-u_{i-1,j}^n)-c \\frac{\\Delta t}{\\Delta y}(u_{i,j}^n-u_{i,j-1}^n)$$\n", "\n", "In the previous example, the system was initialised with a hat function. As easy as this example seems, it actually highlights a few limitations of finite differences and related methods:\n", " - The governing equation above contains spatial derivatives ($\\frac{\\partial u}{\\partial x}$ and $\\frac{\\partial u}{\\partial y}$). The hat, with its sharp corners, is discontinuous and therefore non-smooth, meaning that the derivatives do not exist at the corners of the hat. This means that the governing equation has no solution in the strict sense for this problem. Mathematically, this problem can be overcome by introducing weak solutions, which still exist in the presence of discontinuities, as long as the problem is smooth almost everywhere. The Finite Volume (FV), Finite Element (FEM) and related schemes are based on this weak form.\n", " - The finite differences method only works well if finite differences are a good approximation of the derivatives. With the chosen discretization above, this requires that $\\frac{u_{i,j}^n-u_{i-1,j}^n}{\\Delta x} \\approx \\frac{\\partial u}{\\partial x}$ and $\\frac{u_{i,j}^n-u_{i,j-1}^n}{\\Delta y} \\approx \\frac{\\partial u}{\\partial y}$. This is the case for systems with a smooth solution if $\\Delta x$ and $\\Delta y$ are sufficiently small. But if the solution is non-smooth, as in this example, then we can't expect much regardless of the grid size.\n", " - First-order methods, such as the backward differences that we have used in this example, are known to create artificial diffusion. Higher-order schemes, such as central differences, avoid this problem. However, in the presence of discontinuities these methods introduce so-called spurious oscillations. These oscillations may even build up (grow infinitely) and cause the computation to diverge.\n", " - Discontinuities can appear by themselves for some equations (such as the Burgers equation that we discuss next), even if the initial condition is smooth. In CFD, discontinuities appear for example as shocks in the simulation of transonic flow. For this reason, numerical schemes that behave well in the presence of discontinuities have been a research subject for a long time. A thorough discussion is beyond the scope of this tutorial, but can be found in [R. LeVeque (1992): Numerical Methods for Conservation Laws, 2nd ed., Birkhäuser Verlag, pp. 8-13].\n", " \n", "In the remainder of this example, we will reproduce the results from the previous example, only this time with a smooth initial condition. This lets us observe Devito in a setting for which it is better equipped.\n", " " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from examples.cfd import plot_field, init_smooth\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 81\n", "ny = 81\n", "nt = 100\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 us now initialise the field with an infinitely smooth bump, as given by [J.A. Krakos (2012): Unsteady Adjoint Analysis for Output Sensitivity\n", "and Mesh Adaptation, PhD thesis, p. 68] as $$\n", "f(r)=\n", "\\begin{cases}\n", "\\frac{1}{A}e^{-1/(r-r^2)} &\\text{ for } 0 < r < 1,\\\\\n", "0 &\\text{ else.}\n", "\\end{cases}\n", "$$\n", "We use this with $A=100$, and define the initial condition in two dimensions as $$u^0(x,y)=1+f\\left(\\frac{2}{3}x\\right)*f\\left(\\frac{2}{3}y\\right).$$" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "\n", "# Create field and assign initial conditions\n", "u = np.empty((nx, ny))\n", "init_smooth(field=u, dx=dx, dy=dy)\n", "\n", "# Plot initial condition\n", "plot_field(u, zmax=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solving this will move the bump again." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Repeat initialisation, so we can re-run the cell\n", "init_smooth(field=u, dx=dx, dy=dy)\n", "\n", "for _ in range(nt + 1):\n", " # Copy previous result into a new buffer\n", " un = u.copy()\n", "\n", " # Update the new result with a 3-point stencil\n", " u[1:, 1:] = (un[1:, 1:] - (c * dt / dy * (un[1:, 1:] - un[1:, :-1])) -\n", " (c * dt / dx * (un[1:, 1:] - un[:-1, 1:])))\n", "\n", " # Apply boundary conditions.\n", " # Note: -1 here is the last index in the array, not the one at x=-1 or y=-1.\n", " u[0, :] = 1. # left\n", " u[-1, :] = 1. # right\n", " u[:, 0] = 1. # bottom\n", " u[:, -1] = 1. # top" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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5fDCZTHjyySdhNpsBPGwqaDAYxFEDwFEn6EAggEAggPn5eSSTSTgcDlH8uFwuWqFTQ0hxdqRIuzoDR59T6edIED/C52hlZQXj4+OwWCw54qehoYGKH8qphIodCtEkEgmMjIwgEong9u3b8Hg8ik7GJIaxeJ7H5uYmpqen0dvbi/Pnz4v7LPacTCYTWltb0draCgBIJpPiRWtqagrZbBYul0sUP2rkaZB2QSfxAkzSnkrlEQnip7m5Gc3NzeB5HplMRnR+lpaWMDY2BqvVmiN+bDYbUc+TQqkUKnYoRMLzPPb29jAyMgKXy4WhoaGy8la0dHYqWVcIWx0cHODGjRuiayNF6boWiwXt7e3iJO54PC6Kn7W1NbExncfjgdfrLftunbSLG2nCq14JysUod08Mw8BkMqGlpQUtLS3geR7pdFoUPwsLCxgdHYXNZssRP1arlajnTaEohYodCnGwLIvp6WmsrKzg4sWL6OrqKtupIMnZkYat5OZ0CRePSvbLMIw4j6mrqws8z4tdeQOBAJaXl6HT6XKSnZVcsEgTGCRB4mtTrQBjGAZms1l0EKXiJxAIYG5uDj6fDw0NDTnix2KxUPFDORFQsUMhimg0ivv37yOTyeDevXtwOBwVraOVs1OOiCoUttIShmGOjSQQerPs7u5ibm4OJpNJdH08Ho+YM0RRDmkXeLXdJjnxk0qlRPEzMzODkZER2O32HPFjNpuJe20oFICKHQoh8DyPjY0NjI2Noa2tDQMDA1VVHNXb2VEStspHK3EmNKY7e/as2JvF7/djfX0dU1NTsNlsOc4PpTilcqzqgdahNYZhYLFY0NbWhra2NvA8j2QyKYa9pqenMTw8DIfDkSN+TCYTca8V5dGEih1K3clkMhgfH8f29jauXLmCtra2qk+Q9azGEsJWQom8kgaBtepaLO3NAkBMUhVCXhMTEzCZTDAYDDg8PKSzmGQ4jWGscmEYBlarFVarVcwdSyaT8Pv9CIVCmJycFKsGvV4vmpub0dTURMUPpW5QsUOpK4FAAPfv34fRaMTQ0BBsNpsq62rZZ6fQuoI7NTMzg97eXvT19ZV1Yq/HRdRoNIoVOgCQSqUwNzeHaDSK2dlZpFIpOJ3OnDJ32pTu9IexykUQP52dnejs7ATP80gkElhYWMDu7i52dnaQTqfhdDrR2NgojrcwGAzEvZaU0wkVO5S6wHEc5ufnMTc3hzNnzqCvr09VB6HWYaxsNovJyUkcHh7i5s2baGxsVP3YtcBsNsNut0Ov1+Py5ctIJBJisvPW1hay2axY6SWUudfiYkXSBZFEZ4fjOKJeI4ZhYLPZ4HA4YDQaMTAwIFYNBoNBbGxsIJPJwOVyic5PY2MjFT8UzaBih1JzkskkfD4fDg8P4XA4cOHCBdVPcLUMY0UiEYyMjMBiseQ0CSx3XS32WwnS90IIVQhdeWOxmCh+VldXAQBut1tMdn5U+rKQ9hxJzCMCHoqw/KpBjuOOiR+hX1RjYyOamppE8UOhqAH9JFFqBs/z2N/fx8jICBwOB86dOwe/36/JSVpLZ0cQJdKw1dmzZ3H+/PmqngtJjoHcXhiGgd1uh91uR3d3NziOQzQahd/vx/7+PhYWFmAwGI6VuWuxl3pCorAgcU/A0b7kwp46ne7YZ0kQ0sFgEKurq2BZFi6XS+wC7fV6qfihVAz95FBqAsdxmJmZweLiIi5cuICenh5sb29r5mZo7exoEbYi7aJeCp1OB6fTCafTid7eXnAcJ07h3t7exuzsLMxms+j6nJaBpiS+T6SKHaXhNZ1Od6xlgtAvyu/3Y3l5WWyWKTg/Xq+XJs9TFEPFDkVzYrEY7t+/j1Qqhbt378LtdgPQNnSjVYKyTqdDNpvFSy+9BKvVWnHYKh+SLlSV7kXavBCA7EDThoaGHOfnpN6pk/R+AeSKHZ7nKxIkUiF95syZHBfx4OAAi4uLAI4Gnwrix+PxUPFDKcjJPNNQTgQ8z2Nrawujo6Nobm7GzZs3YTQaxX/X6XSaiR0twlg8z+Pw8BDRaBR9fX1Vh63k1icFNfYiN9BUED+Li4tIJBIncqApSe+TAKliR63Eaan4EdYVmmUKIVSGYY6JH1o5SBGgYoeiCdlsFhMTE9jc3MSlS5fQ0dFx7KSnVV6NsLaaQkp4PgcHB7Barejr61NtbYCsBGWtkM5iAnIHmk5PTyOTyYhl7l6vV5WBplpBmrAgVewUytmpFmmzTOBoxEw4HEYwGBQ7hev1erjdbrHBIW2b8GhDxQ5FdUKhEO7fvw+GYTA4OIiGhgbZx2np7KgpHsLhMHw+H6xWKy5fvoylpSVV1s2HFMegVhfN/IGmQpm73+/HxsYGOI6D2+1GOp1WNB2+VpDyPkkh5bXJh+O4mggMvV6fE0IVOoUHg0Exf0x4jCB+nE4nFT+PEFTsUFSD4zgxN6O7uxv9/f1FwxKk5+zwPI/19XXMzs7i3LlzOHfuHA4PD4m82KlNrZ+j0JfFZrOJTemEBNX19XVsb29jf3+/7IGmWkCisNDKQamWer1W0k7hPM+D4zhxtIUwr06v14sl7s3NzUQ7iZTqoWKHogrpdFrsnXP9+nU0NzeXPMmRnLOTyWQwOTmJQCCAW7duieMV6tGZ+VFEOtA0EonAZrPB6/XC7/cfG2gqhL1qOdCURLFD2p6A2jk7xWAYBnq9XuzczPM8FhYWEIvFYDKZxBlxJpMJXq83R/yQ+JpSKoOKHUrVHBwcYHh4GDabTfEsKEDbnJ1qXKNQKITR0VFYrVYMDQ3lXETrOXOrVpB4gmcYBi6XCy6XK2egaSAQEO/U8weaSpPh1YSU90kKyWKHtH0JTQ5tNhv6+vrA8zxYls3p8TMxMQGLxSIONW1qaoLdbifuuVCUQ8UOpWI4jsPc3Bzm5+fR19eH3t7esu7iSHN2eJ7H2toa5ubmxLBV/slNS1FC4kWUVPIHmmazWTHZWRhoarfbRdfH5XKpWuZO2kWPVLFDanhN6jgxDAODwSDOiON5HplMRhTTy8vLGBsbg9VqzXF+GhoaiHzNKfJQsUOpiHg8juHhYcTjcdy5c0dMDCwHrXN2ylk7k8lgYmICwWAwJ2yVj5ZuFEmctOcovVgBR2FVIdlZ7YGmJAoLEvcEkOnsAEf7KiR+GYaByWQ6Jn6kbRPGxsbE0KqQ8FyvHDKKMqjYoZQFz/PY2dmBz+eD1+vF0NBQxeECrcNYStcOhULw+XxoaGjAk08+WbTL76OQs3MaTtgmkwmtra1obW0FANmBpi6XK6fMXenzJuV9kkKqqDgJzk4pBPEjtE3geT6nZ9T8/Dx8Ph9sNpvY46e5uRkWi4XI9+RRhYodimJYlsXk5CTW1tYwMDCAzs7Oqk5kgtjR4q5UiZCShq3Onz+Ps2fPltzHoyB2TiP5A02FIZR+vx9ra2sAkDPNvVSIgrSLGHV2yqOaxGmGYWA2m0UxzfM8UqmUKH5mZ2cxMjICu92e4/yYzWYiX4tHBSp2KIqIRCJ4/fXXwfM8BgcHYbfbq15TONlwHKd659xSYSxp2Or27duKw3CPSs4OSXsB1BUX+RO4eZ5HJBJBIBDA4eEhFhcXiw40Je21AcgVO6fB2SkFwzCwWCxoa2tDW1ubKH6kDTOHh4fhcDhyEp6p+KktVOxQiiK4H+Pj4+js7MTFixdVEyZaip1izk45Yat8qLNTe7R+XRiGOTaHSW6gqSB8SHQrSBU7JL5WgLYl8YL4kTbMFLqFB4NBTE5OIplMwuFwiGGvpqYmmEwmIl+r0wIVO5SCZDIZvP766zg8PMS1a9fQ0tKi+h02oM3FTM7Z4Xkeq6urmJ+fVxy2klv3tIuSR/2EKzfQVBA/6+vriEQi0Ol0mJubg8fjgdvt1qzMXSmkip1HwdkpBcMwx8KoQg5ZMBjE+Pg40un0MfFjNBqJfE9PKlTsUGTx+/24f/8+eJ6Hy+USEz3VROrsaLG2VJQIYatQKFRW2CofQeyofXEhTUSRtJd6YzAYxIZ0ALC5uYm1tTXwPI/FxUXE43ExRFGvgaakih0SmgrKUc99yXULF3LIAoEAVldXwfM8nE6nWObe2NgIg8FA5Ht8UqBih5IDx3FYWFgQRyQYjUbs7e1pciyhuZdWTfqEdYPBIEZHR2G32zE0NFRW2EpuXUD9iwtpYodSGIPBAJPJhIsXLwIAUqkU/H6/mJ+RTqfFSi+Px1OTGUykih1S90WSCJPmkLW1teEnP/kJbt26JQ423djYQCaTgcvlEl0fQfxQlENfLYpIIpHAyMgIIpGI6H5sbW1pOo1bq8aCwrorKys5TQ+rPfEKJ0i1hQlJU89JvDiRRP57bzabZQeaBgKBnIGmgvjRohMvFRXlQeq+WJYFADgcDrhcLnR3d4PjOMTjcfj9frHDM8uyOeLH6/VS8VMC+upQwPM89vb2MDIyApfLleN+aNnlGNDO0WBZFtlsFisrK1WFrfLRKs+ItAsVaS4TSa9PMWEhF6KIxWKi87O8vAyGYXJmeqnRjI5UsUPqvkgWOwzD5OxNp9PBbrfDbrejp6cHHMeJnym/34/l5WXwPA+32y3m/Hg8Hip+8qCvxiMOy7KYnp7GysoKLl68iK6urmNftJPm7AhhK57nqw5b5aNlUjVpAoNSPQzDHLtQCWXu+/v7WFhYgNFozClzVzpbTgqJicBCbhtp+wLIFTtKKlN1Op04JFeoHoxGo2LrhKWlJVH8CM6Px+OpeR4ZaVCx8wgTjUZx//59ZDIZ3Lt3Dw6H49hjTpLYkVZb9fT0YGVlRVWhAzwazg5JeyGRatwKnU4nDjTt7e09NtB0ZmZGHEApVHop+QyT6KAI32vS9gWQLXbK3ZdOpzvWOkHI9xEENcMwx8QPic9fS6jYeQTheR4bGxsYGxtDW1sbBgYGClqetQhjqbF+Op3GxMQEwuEwbt++DbPZjOXlZRV2mIuWYockZ4fupThqXcDlBpoKnXiXl5cRi8XEgaaC+JH7rpIodoT3jcSLKqlih2XZqh0YnU4Ht9sNt9strimIn93dXczNzYntFRobG9HS0lLVrLiTAhU7jxiZTAbj4+PY3t7GlStX0NbWVvQkeRKcnWAwCJ/PB4fDIYatkskkAG2qpoR11YTneWISlCnF0VJ8GQwG8e4beDjQVJjBJDSjE5wfp9MJvV5PpNgh1dkRvmskXtxZllV9X3q9PqdvlOAmBoNB7OzsYG5uTnyMMNqiFhWEtYaKnUeIQCCA+/fvw2g0YmhoCDabreTf1ELsVHrx4HkeKysrWFhYOFZtpWWJOKBub6BQKIRIJAKO4/DSSy+JFzKPx6N6GE4JpF2cSKRWr5HSgaYcx8FsNhN1ESfV2RG+u6TtC9Cmm3w++W4iy7IIBoMIBoPY3NzE9PQ0jEYjvF4vGhsbxX4/Wu3rs5/9LD72sY/hwx/+MP7jf/yPBR/3rW99C3/0R3+ElZUV9Pf343Of+xze9a53KT4OFTuPABzHYWlpCdPT0zhz5gz6+voUf3D1ej2Rzk46ncb4+DgikQju3LkjWrbSdQFt7Gq1Qk48z2N9fV0cR8BxHC5evAi/34/V1VVMTk6KwwSFEEatkgxJDB2RQj1dlEIDTYXOzn//93+fk+xcaqCplgijIkgTzySLHS2cnVLo9XqxaSbP8zl5ZOvr6/jiF7+Il19+Gbdu3YLX68UnPvEJDAwMqHLs1157DV/96ldx7dq1oo976aWX8P73vx/PPPMMfv7nfx7PPfcc3vve92J4eBhXr15VdCwqdk45yWQSPp8PwWAQN2/eRGNjY1knHxJzdgKBAEZHR+F0OgtWW2nhwAhU40YJZLNZTE5Owu/349atW1hcXEQ0Gs3p1JtOp8WS5ZmZGaTTabFfi9frhcPhIO5CohUkPU9ShKC0GV0sFoNer0drayv8fr840FQawvB6vbBYLDV7LUkMrQFki51aODvFYBgmp2M4z/N49tln8cMf/hDf/e538dxzz+Fb3/oWurq68KY3vQlvetOb8MY3vhHd3d1lHysajeJf/st/if/yX/4L/sN/+A9FH/ulL30J73jHO/DRj34UAPCpT30Kzz//PL785S/jK1/5iqLjUbFzSuF5HgcHB+K03aGhIZjN5rLXES7sWp24yhFT0rBVf38/zpw5U3BPWjX/A6p3dqLRKHw+H0wmk/i+LC0tHXucyWTKmaScSCRE8bO2tgYAqvdroSiDtNeZ4zgYjcZjJcnhcBiBQEDMzZAONPV4PBWdE8rZE6mCAiDvPQTq4+wUQxiS+973vhdXrlzBc889h729Pfz0pz/Fj370I3z5y1/G008/ja2tLbS0tJS19oc+9CG8+93vxlvf+taSYufll1/G7/3e7+X87u1vfzu+853vKD4eFTunEI7jMDMzg8XFRVy4cAE9PT0Vf4G0nEwurK9EOJQKW+Wj9ZDRStfd3t7GxMQEenp60N/fL76+pdaUNqvr6uoCz/OIRCLw+/3Y29vD/Py8eCETwl6V5vuQeBEgCVKcHSlyNyPSqpyzZ8+KuRlCeGJqago2my0nTKrmQFOSnR2dTkfs3kjthxONRmGxWOByufD2t78db3/728Xf2+32stb65je/ieHhYbz22muKHr+zs3NsPmNrayt2dnYUH5OKnVNGLBbD/fv3kUqlcPfu3ZKioBS1EDulnB1p2OrJJ59UdELWMoxVidgRBOjW1hauX79+7C6okunrQm8NoV+LcCGT5vsI4qfcfB+SLugk7UWAtAulEmEhzc0Ajiozhc+MdKCptMy9mu88yc4OifsCyHN2pITDYdkwaLlCZ319HR/+8Ifx/PPPV9RAs1Ko2Dkl8DyPra0tjI6Oorm5GTdv3lTlLk344rEsq+pdn0CxnJ1ywlZyqJFbI0e5YieRSMDn84kdneWq4KoNjeVfyISSZb/fj9nZWaRSKbhcLvEu3uFwFDypknYhJw0SHYtK9mQ0GtHc3Izm5mYARwNNhUovIUesmoGmQoIyaZAsdkh3dqxWa9Xr3L9/H3t7e7h586b4O5Zl8ZOf/ARf/vKXkUqljr0GbW1t2N3dzfnd7u4u2traFB+Xip1TQDabxcTEBDY3N3Hp0iV0dHSodpLR0iEBCjs7QtgqGo3i7t27cLlcZa+t5UR1pcJkf38/p3ljoROZ2hcFacmydDil3+8X833cbrdYgkrzfZRDotOkhgAzm83HcsTyB5oK4sfr9ZYcaEpHRZSPVjeVahCJRFQ5T7zlLW/B+Ph4zu+efvppDAwM4Pd///dlz5GDg4P4wQ9+gI985CPi755//nkMDg4qPi4VOyecUCiEn/70p9Dr9RgcHERDQ4Oq6wtD6bQUO/kXDyFsJQwlrfTLr6WzU+r14HkeCwsLWFlZweXLl9HZ2VlyTa2QG04p5PtI5zMJrg/HcURe0EmCNGGoRT8puYGmgvhZWVnJGWjq8Xhgs9ly9kCdnfIh2dmJxWKqhJ0cDsexcvGGhgY0NjaKv3/qqafQ2dmJZ555BgDw4Q9/GD/7sz+LP/3TP8W73/1ufPOb38Trr7+Or33ta4qPS8XOCYXjODE3g+M43Lt3T3WhI6C12BHW5nkey8vLWFxcrChslY9WIxhKrZtKpTA2NoZEIlFw5pgctRIYcvk+oVAIfr9f7Nei0+kwPz8Pr9cLl8tV9wnKJF00SRSCWofWpANNu7u7ZQeaGgyGnAR56uyUD8k5O5FIRFEjWjVYW1vLeR2Ghobw3HPP4Q//8A/x8Y9/HP39/fjOd76juMcOQMXOiSSdTsPn8+Hw8BDXr18/ZgmqjZZiR3BJ0uk0xsbGEIvFKg5bFVpbbYo5RoFAAD6fDx6PBzdu3FAsEup5Mc/vqLq9vY3l5WWwLJuT7yPt70PqCbkWkJqzU8v3RG6gaTgcht/vFweaGo1G8DyP3d3dunUDl4NksUO6s6OV2HnhhReK/gwA73vf+/C+972v4mNQsXPCEHrn2Gw2DA0NwWKxENvlWOna8XgcL774Itxud1VhK7m1a+XsSCeuC+X+5VwQSRoEajAYYDAYxC6p0v4+6+vr4Hk+5w4+P3xBqT31FmD585ey2SyWl5ext7d3rDqw2EDTWkCy2CHZ2YlGo5pFD2oBFTsnBI7jMDc3h/n5eZw/fx5nz54VvxQnYVinHDzPiwPpBgYGyhYIpahVgnI2m8X4+DhCoZCiHkBykHqCA45GFHR2doq5G9Fo9Fi+j1T8qN2ojhQRKFBvYSEHaXsyGAxoaGiAzWbDjRs3kE6nEQwG4ff7cwaaCuLH5XLVzNEg2T0heW/xeLxmYSwtoGLnBBCPxzE8PIx4PI47d+6Id08COp0OLMtqdnwtxI4QtopEImhqasKZM2dUXR+ojbMTiUQwMjICq9VacHSF0jVJodheGIbJ6dKbP0dnamoKDQ0NOY3q6p3vowUkvV8AeWIHyA2tmUwmtLS0iP2lksmkmOw8NTUlDjQVxI+WoVLq7FRGLBajzg5FG3iex87ODnw+H7xeb8EQj9ZhLLXX9/v9GB0dhcfjQU9PDxKJhGprS9Ha2dnY2MD09DTOnj2L8+fPV32xIcnBULoXab7P+fPnkclkxBJ34Q7e6XSKjzkN+T6kCgvS9lRMVFgsFrS3t6O9vT1noKkwCoXnebE1gtoDTUkXO6Q6O7FYDE1NTfXeRsVQsUMoLMticnISa2trGBgYQGdnZ8Ev6EkJY/E8j6WlJSwtLeHixYvo7u7GysoK4vG4Crs8jlbODgCxaunGjRuqnABIPfmWi9FozLmDl/b3EXq1SOd50XwfdSBR7Cjdk3SgqTAKJRqNip+bpaUl6HS6nDL3avq9kCx2SA5jJRIJ6uxQ1CUSieD1118Hz/MYHBws2Y5br9cTH8aSlmNLq61qUemlJvF4HJFIRBziqUZHUYCssIiae7FarbBarejo6MjJ9xGmchsMBvHu3ev1Fsz3Ien1OcnCopZUKiqkodKenp6cgaa7u7uYm5uDyWSqOE+MdLFD6t7i8XjZoyFIgoodguB5HmtraxgfH0dnZycuXryoSOWT7uxIw1b55dhaix01nZ3d3V2Mj4/DaDSit7dXNaEDkFWNpRVy+T5CubIQEmxoaMiZ50Vivg+JwoLEPanVVFBuoKm0L5Qw0FTq/BSr6CRZUJCcsyPMTjupkHcmeUTJZDIYHR3F3t4erl27hpaWFsUnClITlOXCVvnPSau8GkC9MBbHcZifn8fa2hoee+wxbG5uqn5hIe1CVQvhJS1Xlub7BAKBnHyfdDqNeDxO1EWKxPeLxD1p8X7l94WSDjRdXl7GxMRE0YGmHMcRKaKFzuUkh7Go2KFUhd/vx/3792E2mysKjZDYZ0catnriiSfgdDoLrq3VhVUNIZVMJjE6OopMJiOGFLe2tlTfMykXcaB+F/JC+T5LS0vY2trC1taWZkmr5UCiA0fiaIZa7anYQFOhKabT6RTFD8uyxDQ4lCKcq0gUO8KsNBrGolQEx3FYWFjA7Owszp07h3PnzlV00auFs1PO+oeHhxgbG1PURbjWc7fK4fDwEKOjo2hqasKtW7fE5/EohJxIQMj32dvbQ1NTE1wuFwKBQE6+jzRvQ425PUohTVg8Ss5OKaQDTQHkDDTd2tpCOp2G1WoVk54dDgcRr51wHiTpxkcKdXYoFZFIJDAyMoJIJILbt2/D4/FU/IUjxdnheR6Li4tYXl4uGLaqdO1KqNTZkYbfBgYG0NXVlfM8tBA7wvqkXLRIE3NySatC3sbm5iamp6dhs9lE4ePxeDQLVZDyHkkhcU+kVBblJ8n7fD4YDAaEQiGsrq4CQNGBprWCZVlx8DKJCGHlkwoVOzWG53ns7e1hZGREnOpdraWq0+mQyWRU2qH8+qVEg9KwVT5a5uxUIkoymQzGxsYQjUYLzujSQuxoGc47jUhLkYGHeRt+vx+Li4viXaggflwul2oXERLfJxLFDomDQAUx4fV60dnZCY7jjnUEFxxDaZl7LSA5OZnjOCQSCVVmFtYLKnZqCMuymJ6exsrKCi5cuIDu7m5VPtx6vR7JZFKFHcqj0+mQzWYL/rsQtvJ6vWUNvxTW1uriUa5rFAqF4PP5YLfbi87o0tLZIQGS9qKU/LyNZDIpzvPa3NwEx3Fwu91i2KvafB/SXiMShQWJeURAbjWWTqeD0+mE0+lEb2+v6BgGAgFsb29jdnYWZrM5xzHUKt+HFCdMjkQiAY7jqLNDKU00GsX9+/eRyWRw7949VWOf9So9l4at5MI91aytBkqFFM/zWF9fx+zsrDh3rNjz0GLPpF0USHMvyn19LBYLOjo6xNBFLBYTxc/y8nJOJZjX6y0r34e01wagzk45FKvqy3cMs9msWOklDDTVqj0Cyc5OJBIBgIrm/pECFTsaI4wVGBsbQ1tbGwYGBlTPJahH6XkqlcLo6CiSyWRZYSsla6uFkhBZNpvF1NQUDg4OcPPmTTQ2Nipa9zQ7O6RR7WvNMAzsdjvsdntOvo+QsDo7Owur1ZpzASvWp4VUYUHankhqFSClnH0ZDAY0NTWJXdKFgaaBQAALCwtiuFSNgaYkOzvhcFj8Hp1UqNjRECH/Y3NzE5cvX67I+VBCrROUhSqlxsZG3Lx5syrxVs+cnWg0Cp/PB6PRiKGhIcV391rl7JACaRdNtZHevZ87dw7ZbFas1pHm+wjiRy7fh7TXiESxQ+KegOpEWLGBptPT08hkMmKZe7mz4Eh2dqLRKCwWC7H7UwIVOxoRCAQwPDwMvV4PnufR1NSk2Re/VmEsnuexsLCAlZWVisNWcmtrmbNTaO3t7W1MTEygp6cH/f39ZX2JT7vYAcgM1WiFwWA4lu8jzGWanJxENpvN6e+j5XetEnieJ1JYnAZnpxT5A02lZe7CLDghV8zj8cButxd8n0h3diwWC3GfsXKgYkdlOI7D0tISZmZm0NPTg76+PvzgBz/QNMyk9WwsvV6PbDaL1157DalUStWcI63DWPmvC8dxmJmZwdbWFq5fvy7eoZW77mkXO48y+RewWCwmip/l5WWxMsVoNJad76MlpF2ITkKCspowDAObzQabzYbOzs6cgaZCrlixgaYkOzuRSKRmVWlaQcWOiiSTSfh8PgSDQdy4cQONjY1gGIaYPjiVEovFEAwG0d7eXnXYKh/BfdHizjTf2UkkEvD5fOB5HkNDQ7DZbBWtq2XojQRIvEDVC2m+T3d3NziOg8/ng06nE6t1LBZLTrVOfr5PQ+zWsXVjDfdV26PwGSftfTuJCcpqItcbKhKJwO/3Hxto6vF4kE6niXV2otFoVZPmSYCKHRXgeR4HBwcYHh6Gw+HA0NBQzhTeWkwl12J9IWy1uroKi8WCxx57TLOZUFpYuFJRsr+/j7GxMbS2tuLSpUtVHUsLsUPaReFRCmOVg06ng9FohNvtRnd3t1itI7g+wlwmr9eLa23/rOA6ggDiwCHRMFLVnkgVO4+as1MKnU4Hl8sFl8uVM9BUaI8QDoeh1+sxOzuraKBpLRHEzkmGip0qEcIii4uL6O/vx5kzZ459kWoRZlL74ivMhEqn07h48SI2NjY0OXEJr5UWF1dBlMzPz2NlZQWXL19GZ2enKuvSaqzaQtLrI3Uh86t1UqkUGjJ3YGZKX6Q4HH1nrbEbyPAssvaxivcDkPUaAdTZKUX+QNOFhQVEo1EwDCMKZ7vdnpMoX68BptFotGInnBSo2KmCWCyG4eFhJJNJ3L17t2APgnr1wamUg4MDjI2NiTOhgsGgpr1wAGiyPsdx8Pv9CIfDqucZneacHRIvmiRRaD+m6HUYwCsSOhn+qEmnnjl6342MHoheq0jwkCp2SHR2hEILkr5vAjzPw2az4cKFCwCOytyLDTRVsyt4KWKxGBU7jyI8z2Nrawujo6Nobm7GjRs3itqNJyWMJQwmXV1dxaVLl9DZ2Sm2Vz9pYkdoAqbX6zE0NKTqHZGWCcqkVGSQJjBII/8iboheg9JPsCB0AIDluaoFj/DdIU1YkCgqSB62yXFcznnKZDKhtbUVra2tAI4PNM1ms3C5XGK+mJYDTanYeQTJZrOYmJjA5uYmLl26hI6OjpIfsFqFsapJ8pWGrfJdEK0rpgD1xA7P81hdXcX8/DyamprAsqzq1q/Wg0ApZJP/HiUjA7AzJqT4LMyMASn+4Zw6HXK/j0bm+GdRTvDspV9Q3KCOZGeHNFFBsthhWbboKIr8gabxeFysEhQGmkrL3KsdiSIlFouhoaFBlbXqBRU7ZRAKhXD//n0wDIPBwUHFb34txA5QeROv/f19jI+Pi2GrfHFwUsJw2WwW4+PjCAaDuH37NqLRKHZ2dlTYYS5aih0SqrxIu2iShvR7JhU6+eQLHQBI8CkAgAG5IkYqeDI8ixbTG/H9v///KrpzJ1XskNj7R3itSBQ75bi6DMOgoaEBDQ0N6OrqAs/ziEQiCAQCODw8xOLioqoDTWOx2InungxQsaMIjuPEuSjd3d3o7+8vK9RQC7EAlN+nIT9s1dXVVXB9rcNw1YqHSCSCkZERWK1WPPnkkzCZTIjH45olPqu5Ls/zWFtbAwC89tpr8Hq9aGxsJKoag5ILwzBIRgZghE4UOmYZ16YQWbDHBE+cS4v/neFZDN36LeyFnoff78fKygoYhhGFj9frFS9eJIaLADKdHZZlwTAMcSIMqK7PDsMw4kDTM2fOFBxoKhU/0orhUsTjcbS1tVW0N1KgYqcE6XQaPp8Ph4eHuH79Opqbm8v+otQiZwc4+rIovTgKYatMJoPBwcGiqp10Z2dzcxNTU1Po7e1FX1+f+P5o1Q9HTbGTTqcxOjqKeDwOADh37hyi0eixMuZCYwu0gobTCiO8Nhmeh7GMU0EW7LGf8wVPPi2ut6Gra1q2R4swjZvUXAoSnR0SBZgAy7Kq5evJDTQVxM/6+jqmpqbEgaYej6fkPLh4PE7DWKcZoXeOzWYra3ZSPrUQO+Vc2IWeMy0tLbh06VLJnBZp8qxWnUcrESUsy2J6ehq7u7t4/PHHxXb/AlqNolBLRIVCIYyMjMDlcuHmzZt48cUX4XK50N7eDuCojNnv94tjC1iWFccWCBc5LS4mpF2gAPL2ZG94Y87P+a6OXAhLDkHwyIXBjNAhAw7pyCWYHNM5PVqEi5ff78fm5iY4jsNrr72WU6Zcz0R3nueJFBYk7klAy+IEg8GAxsZGcdBxJpPJmQcXj8fFGyu5gabxeLzqMNazzz6LZ599FisrKwCAK1eu4BOf+ATe+c53yj7+G9/4Bp5++umc35nNZiSTyYqOT8WODBzHYW5uDvPz8zh//jzOnj1b1RdEa7EDKHNHhJ4za2trZfWc0VrsVOLsxONx+Hw+MAyDoaEh2Xi0Frk1aq27sbGB6elp8fOVTh+FMKTrms3mY2ML/H4/Dg4OsLi4KI4rEP5HQ161ob/v/QAAG3N0MYjzLDJ5tVj5YsfCyF/E4nwWQBbmAg6PIHjykV682traMDIygu7u7pyBlC6XK2cgZS0FI6l5RKSLnVrtzWg05gw0TaVSYrLz9PQ00uk0wuEwXn75Zbz1rW9VJWenq6sLn/3sZ9Hf3w+e5/GXf/mX+IVf+AWMjIzgypUrsn/jdDoxOzsr/lzN54mKnTzi8TiGh4cRj8dx584d0QasBp1Oh0wmU/qBVR6jmKBKJBIYHR1FNpstGbaSWxvQLnm2XAdmb28PY2Nj6OjowMDAQMEThFZhrGocI47jMD09jZ2dHdy4cUNsRlcqQVk6tqCnp0fsvipUYkxOTqoa8iIpjEXSXvKJ88puYiLc0fffoXsoSOMybk4hBHdHDiFnp62tDW1tbeJASr/fj0AgIOaDCcInfyaTFpCaCEyy2KnnbCyz2Xzs8/PKK69gdnYWf/3Xf41IJIK/+Iu/AMuyeMtb3oJr166Vvdf3vOc9OT9/+tOfxrPPPotXXnmloNhhGEa1XCEqdh7A8zx2dnbg8/ng9XoxNDSk2p1yLZydYl2Uqx2VUAuxo2RtqTN19epVMdxTbF2SnJ1kMomRkRFxNpfUjSq39Dy/+6r0zqyWIa9HjUj4ovjfgtAx5r2uxUJYES6TI3gEUmBl3Z3QgzJ2G6PHfugCml1zxx6TnxsjHUjZ1dUl5vsEAoGcfB+p+ClW8lwJpPb+IV3skNBjS/j8vPnNb8ab3/xmZLNZDAwM4MaNG/jRj36EP/mTP4HZbMab3vQmfOITn8Bjjz1W9jFYlsW3vvUtxGIxDA4OFnxcNBoVE65v3ryJz3zmMwWFUSmo2MHRCz85OYm1tTUMDAygs7NT1S9EvcJYUnFw5coVdHR0VLy2lsMvlaxdTkJ1OetWQiVi5/DwEKOjo2KeVP5JrVpBmX9nJoS8hDJUacir1MWNtAsUKawEL6FRB0Q4wFHG6SHD576nES4DvcxrnC94QpJ+PSHu6PwRDF+A25kreEolAktnMvX29oJlWQSDQbHx5uTkJOx2u/jZcLvdVV90qbNTPqQ0FM1Hr9cjm83i/e9/P97xjncgk8ng9ddfxw9/+MOyk5bHx8cxODiIZDIJu92Ob3/727h8+bLsYy9evIi/+Iu/wLVr1xAKhfCFL3wBQ0NDmJycLFg5XIxHXuxEIhHcv38fHMeVHd5RSq2cHekxqglbyaF1F+Vi4kEQCo2NjbJ9gCpdt1LKETs8z2NlZQULCwsYGBhAd3e37OPUPAGrEfIiOXRUD3ZCF0WhowYxjkODzHsuCB6p0AEAIwNk+KP/5VNu1ZNer89JVhXGEvj9fszMzCCdTov9fSrN96HOTvmQvLdEIgGn0wngKN9ncHCwqCNTiIsXL8Ln8yEUCuFv/uZv8Cu/8iv48Y9/LCt48o8xNDSES5cu4atf/So+9alPlX3sR1bsCL1NxsbG4PV6cePGDc1Utdal2/nH2Nvbw/j4uCoTvuXWV5tCa/M8j+XlZSwuLuLixYvo7u4u6+RZb2dH6LYdDAZx586dgrPTpGix33JDXlToHCfJ68A9cGiKuTpKq7CAwoInX+jksxK8hF73w/ydaku8pWMJhHwN4fMhzfeR9vcpdTxhT1TsKEOoXiPR2eE4DqlUSpXZgiaTCX19fQCAW7du4bXXXsOXvvQlfPWrXy35t0ajETdu3MDCwkJFx34kxU4mk8Ho6Cj29vbgdrs1L9OsVRgrm81idna26rBVofVrKXYymQzGx8cRiURw9+5duFyuitatl7MTjUYxMjICs9mMoaEhxTkRtRAapUJeBoMBHMdhd3dXk3yOk8ZK8BJMBSZf5efr5JMfwgKAZIn3OMkzsDDHHyO4Ow1M7rlEzX420nyfzs5OsTOv3+/H/v4+5ufnYTKZcpobyn0+SBUVpAoK4fpA4msWi8XAcZyim7VyEYSUEliWxfj4ON71rndVdKxHTuz4/X7cv39fvAitrKzUPMSkFYuLi9Dr9ZqE47SejyVdOxQKwefzwW63Y3BwsOKLrZbOTrF1d3d3MT4+LnbbLucEVmtXRS7ktbe3h+npaU2qvKrZ52kk390Jcsref6m7o+V0cWln3vx8n7W1NUxNTcFut4vCR8j3IbGhIEC2CANApBALh8MAUNENp5SPfexjeOc734menh5EIhE899xzeOGFF/C9730PAPDUU0+hs7MTzzzzDADgk5/8JO7du4e+vj4Eg0F8/vOfx+rqKn7jN36jouM/MmJHGI0wOzuLc+fO4dy5c9DpdNDr9ZqXhWstdvb29hAMBuFyuXDnzh1NvjBajowQHBie57GxsYGZmRnxParmhFnrPjs8z2Nubg5ra2t47LHHKiqZrHcISa/Xw+VygWEY3L17F+l0OqexYTabFS9staryqudrshK8hAhnQqPuqJFZfgjruDh5+LNXp0PogSZ2Fbm+yoWzynF3aiksCuX7BAIBzM7OIpVKweVyiV2dSRMXpO1HQDi3kigQI5EIdDpd1Z269/b28NRTT2F7exsulwvXrl3D9773PbztbW8DAKytreW8N4FAAB/4wAews7MDj8eDW7du4aWXXiqY0FyKR0LsJBIJjIyMIBKJ4NatW/B6veKHSq/XV9yRUSlauSJC88P19XW4XC60tLRomnek1UVHCMGNj4/j4OAAN2/eFE+m1a6rxZ7l1hXGPiSTyaqctVo4gKWQnnBNJpNqVV4nEanQkXLI6WBhin+nD1iJW8kdCZ5CIawYxyGjIN9nnzXCrTu6ORPcnXq6KNJ8HwBif5/d3V1ks1n8wz/8g5gP5vF46t4CQUsXrBqE8BqJe4tEIrBYLFWLxD//8z8v+u8vvPBCzs9f/OIX8cUvfrGqY0o51WKH53ns7e2JLfnlcifqUSmlBolEAj6fDxzHYWhoCEtLS0TPryoGy7JYW1tDQ0NDVWM58hEcGLUvBvnOjnTsw+DgoOJqMTnq7ewUo9aNDevNSvASgNzzxSFX+fMJcYC5jI9hvruzzx715wlyRmT4hzc1JIWMrFYrOjs7YbPZMD09jatXryIQCGB/fx8LCwswGo05/X3KGUapBiTn7JD6XYlEIpo3oawFp1bsCHOTVlZWcOHCBXR3d8t+mGopdtQ6KQnVVm1tbRgYGIBer6/J/C0t1t/Z2cH+/j6cTifu3Lmj6hdeWEtLsZM/9qHa45AidpTsI7/Ki4SQl1q8cnAXDTr1XSo/Z4RXdzxsHuKOTsU2nfx3TBA6+awEL8HM/5C411UIF0kncUvFsXQYpbS/TzU3CuXsizRIFWHAQ7Fz0jmVYicajeL+/fvIZDK4d+9e0ZK5WokdoPoPtDRsld9BmPTJ5PlwHIfZ2Vlsbm6isbERDodD9ZOQdASD2n1sOI7DxMQEdnd3VQu7AeSInUooFfIyGAw5s7zKCXnV+mLeoDteIZJGdZ+hGH90ui0keORI8gwi3PHTtJFhRXeHJGdHQBhhISVfHAvDKP1+P+bm5pBKpeB0OnP6+6h9TuA4TnNBVQkkOzvRaBQWi4W4z1i5kPeuV4GQ4Do2Nia6HqU+2EJ3SC2RdsetVOzE43GMjo6KYav8zpU6nU4cJqkFaoqd/BDc2tqaZjOsAPUFRDqdRjabRSQSKTiEtFJIEDtqnNSKhbyEKh6Hw5FTxUPKyf7I1Tn6byFf55CzwKF7+P0qla+jsKjqGHFOn+Pu+FkzjEzhm7E4Z8S++R/DpCueD1FrlOTG5A+jlM7z2tjYAMdxOf191HAGqbNTPtFotOrkZBI4NWJH6Muyvb2NK1euoK2tTdEXo5bODsuyFc3bEkqZ29vbxbCV3DFOgrNzcHCA0dHRnIaHDMNo8h6UO29KCYeHh+K09bt376p+gtK6+WQ5qOkYFAt5TU1NIZvN5jQ2bGhoqNudZJw3owEpBDntTvBSdyck49xIyfD6ooIHIK+KR87ZKYWQ7yP094lGo/D7/Tg4OMhxBgXxU0m+D6lih3Rnh4odQggEAhgeHobBYMDQ0FBZb0wtxA7DMBXlvEhDPVeuXCk6+JL0MBbP81hcXMTy8jIuXbqUM9tEq72XmiReDtJuzufOncPCwoLqQoeUC1Yt9iEX8hJCGktLSzkhr1pWqL1ycBdAbZJmC4WzBHfHzxbfhxDKamDSiHX+GoDXNdpp+VRb9cQwDBwOBxwOR06+j+D6TE9Po6GhIccZVBKeIlXskOzsxGIxKnbqDcdxWFpawszMDHp6etDX11f2B8ZgMNTkZFquqBLCVjzPY3BwsOTANa1FWzXOkVCWnUgkZHOotOx0DFQvdoSy+FAohLt378JoNGJ+fl6NLYqoKcxOGtKQV3d3NziOExvXra+vIxaLYWFhAeFwWKzy0urCEOfNaNaHEeRscOvi4u+lISyBnezRBUD/IKTVrC/cwkLI16kUJe4OSVTi7BRD6gyeP39ezPcJBAKYn59HMpkU8308Hg+cTqfs8UkVOyQ7O7FYjCYo15NkMgmfz4dgMIgbN26gsbGxojuJWnU3Lse9EMJWHR0duHjxoqITO6nOTjAYhM/nE8uy5cJ4Wjo71TYWFMY+WCwWsXWB0JdJi8RQEnJ2BOqV+KrT6XIubK+++io8Hg8ymQymp6eRyWQ0DXmVCl8FWfnWCPsPfp/hDWjTRxUdazXrgFuXKG+DEqSJys/vvQFva/lJxWupidaiQi7fR3AGhXwfaX8f4TNCstgh2dnRYkB2rTlxYofneRwcHGB4eBh2ux1DQ0NV9WoQWptr/SVQIqqkYaurV6+W1YFXyw7HQPmjF4RBq3Nzc+jv78eZM2cKXpC0GusAVOca7ezsYHx8HGfOnEF/f7+4f2ku0GkWO6Sg0+ngdrvR0tICnucRj8fFfJ/8kFe5VV5Sfrj/M0X/fSd75EhamNKVVDusXbHgCXLWY4JnPetAA1O64GAz60aLPnL0WIKulbUWylarFVarFR0dHWK+TyAQOFYJmEwmiWjcmQ+pIgw4ijJUOyqCBE6U2OE4DjMzM1hcXBQvoNV+QKTJw/UUO/F4HD6fDwAUha3k1tfS2SlnrIYw7TsQCOD27dvweDxFH1/LuVtK4DgO8/PzWF9fx7Vr18TusNI1AfWFiVbjLSrZB2lIhWZDQwMaGhrEkFd+7xa73Z7T2LCcO2YjI1+ZKQidchAET6UhrBhvyhE80lDWZtYt/l74b7c+Toy7U8+LtzTfp6enJ+czkk6nMTs7i/X1ddH18Xg8dS9HJz1nR82h0vXixIidWCyG4eFhJJNJ3L17V7UJrNVWSimlmPOys7ODiYkJdHR0YGBgoKKTBClhrEgkAp/PJ4Z9lLhuWo+iKGftdDoNn8+HdDqNe/fuydq3WokdrdasFJL2UgidTidesM6fPy/OavL7/WWFvPJdHWm+Toyr3DneYe1wyIybyEfq7hyWCKNJhQ7wMJQVZG1w6+Pyf1RjSBrLIP2M7O/vizP3/H4/FhcXkUgk4HQ6xWTnQvk+WkJyGCuRSNAwVi3geR5bW1sYHR1Fc3Mzbty4oaooESqltO61I+fsCE7V1tZW2WGrfLQOYykRO5ubm5iamkJvby/6+voUn+xIcXaE/CK3242bN28WvNt7VMTOSUQ6q6nckNdh1o42YzBnvX3WCRtzvMGggD6v305GxsXZZ+1olglpRbjSY1Hy3Z1SbGY8uKP40dqhdoKyWnAcB5PJBLfbjebmZgBH+Z9Cf5/x8XEx30cQP7Vog8CyLLFz5eLxOBU7WiOEQzY3N3Hp0iV0dHRo8qGrVa8d6UVXGrYqt1xeyfpqU0yQsCyLmZkZ7Ozs4PHHHxdPImqsXS1KQ0Pr6+uYmZlBX18fent7i37OTrvYIeWOvFqUhrymOz8Nm05e6OSjJF9HjkKCR4pc7k4+K5nGklVZJISySHJ2pMiF1ywWCzo6OsR8H6HzdyAQEAWydJ6XWrP78vdFqrMTj8eLTiE4KRAtdqanp+H3+yvKYSmHWg8DVSNslU+9wliCaGMYpuJuwlrmqpQKYwkz1Pb29hSPfdCqTJyUnB0BUvai1j4KhbyiOj8Os7l3rnJCp1qUCJ7FTFNFoSix544uVVXYTS1IdnaK7Su/87cgkAOBADY3NzEzMwOr1ZojftTI9yE5QZmGsWrA/v4+zp8/r6nQAWojdoRQ2dTUlCphq3xqMQg0/+K+t7eHsbGxqkVbvcJYiUQCIyMjolBTesd22p2dRwWTyYTvZj8Imy73RC4XiqqUZN5aSgRPPkIoS8jVUdJzp97uDqlORbmiQiqQz507h0wmI/aAEvJ9HA6HKHxcLldF50FS++zwPC/mNJ10iBY7BoOhJk3WaiF2eJ7H+vo6rFarKmGrfATBoFXJpzQnSKhWWltbw5UrV6rO1NdS7BRydoSxFW1tbbh06VJZJxo1+vcUggSxQ2L4oV4Uy9fZynrQbTwse00luTqVIO25U293h0RnR40WI0ajEc3NzTn5PkJC/NbWVsVjT0hPUKZhLI0htbtxuezs7GBnZwd2ux1PPPGEJicBtSarF0IQJKlUCqOjo0ilUhgcHFTF3qylsyMd+5A/tqLcdbUoPafUFtuDzshCvs5Oxo1GQ3nOi4BSRyjJG2ApUOIOQLaqai7dKjuJXQ4SQlkk5uwI5wE1z78WiwXt7e1ob28/NvZkeXlZbJAphL0KucekOmEAxO7UJx3ixY7WVVLCcbQQOyzLYnZ2FltbW2htbYXBYNDsbkeNyeql1s9kMnjppZfg9XqLViuVS61ydvLHPlTTKOs0OzsCJO1FiwvnX27+AmxlfB3z83j04LCeeZjj1WYIVbWfQ1Z5uF5JKOuvtv4x/nXHf69qT5VCorOjhdiRIjf2JBwOw+/3Y3t7G7Ozszn5Pm63W6wsJjVnh2VZpFIpKna05iQ7O7FYDKOjo2I+yPb2NqLRyu4YlSB8UbToF8TzPPb29pBIJHD58mV0d3erevGphbMjN/ah2nW1cHZImI1F2h25VoRYm+js7GTcRR+7lfWUFBebWQ86DQHx5/x8HSl7rAMt+kjBf5e6O5uZ4k05c/aZ8aDDeLQHRxVjKKqFRGdH+L7WSlQInb+FnnDZbBbBYFDs7xOPx8X+PplMhrjXCzjqm8bzPO2grDUnVexsb29jcnISnZ2duHjxInQ6XU1Kw7W4WGYyGYyPjyMYDMJkMqGnp0fV9QHtc3aCwSCmpqaOjX2ohkfB2TnN/OXmLwA4njcnDWEFWRuCMo8pxmb2SJhIRU8+Ye6oYrGU4MknxpkLhrJW003ifwtuk1cfrZu7Q6KzI5zj6yUqDAYDmpqa0NR09F6lUimxxD2TyWB0dDRnnpfdbq+7AIpEjj6fajXxrSfEix1h6KKWqCV2pP1mHnvssZwxA7Wq+FJTNITDYYyMjMBut+PatWsYGxtTbW0pWokdjuMQj8cRCARw/fr1Y2MfqoG0MnEtIOX5abWP9ry+OmqymfWgsQwhIxfCKtURWRrK0jE8OJ4cZ4BEZ0cIFZGyL7PZLOb77O7u4urVq0gkEjn5PtIS93pMHo9EItDr9XTqudacJGcnFovB5/NBp9NhcHDwWLVVrXv5VAPP89jY2MDMzAzOnTuHc+fOIRqNat74T81KMiGROp1Oo7e3V1WhA2gTcnoUBBQpSENYcqynvXDoC99o6ZH73rM47mJsZrzoNPqL7qOUu6MkhCXNG8onxNbnIkViDgqJewIgnvvsdjuamppy8n0CgYCY72OxWHLmeWk53kggEonAYrEQIxCrgWixUwuBIBwnlVJW6SDH1tYWJicn0d3djQsXLsh+obQe5yAco9oLMMuymJycxMHBQU6TPa0nkwPqTUqWjn2oZgp2MbQQJhzHIZFIIJlMatKlVSmn4cRWjEIhLIH1tPfY70rl6xRCqeDJF0+FyA9lyQkdPTiw0MHPHlVK1iOUVeup50ogVewI51VpYYk03+fs2bM5+T7Ly8uYmJg41t9Hi8KUSCRyKlwdgHCxU6tqrEpFldB9d3d3F9evX0dLS0vRY2idfFqtoIrFYhgZGYHRaDzWZE/YvxYnMWklWTUnI6GX0ezsLPr7+3HmzBmMjo5q8rqrObxUmJEmfNZffvll2Gw2sVeH2+2uS1nqaXWZQuxDoXOQdaDJ8NBZkRM6lZDkHt51SwWPkK+jlAhnLZhoLAgdEkNZJAoLEvcEPMwlKrY3uXwfocR9amoK2WwWLpdLPGeole9DxU6NIFnsRKNRjI6OQqfTKRqTUI/5W+UgjLDo6uqSdafUdl/k1q5GlLAsi6mpKezv7+PWrVvwer3i2lpctNVydlKpFHw+H7LZLEwmE+x2O65cuSKeyGZmZnImdzc2NsJmsxF316w1aj3fTy8/DYdePl8nztVnEKM/a0ezIXzs9zt5080FiiUqy1GPUBaJCcqkip1KSuLNZjPa2trQ1taWM/A2EAhgZWUlp/Oz1+utWLAIYuc0nG+IFzu1CGOVexwlYat8SE1Q5jgOs7Oz2NzcLDrCQi33RY5qZ03lz+eSOlJahd/UEDuhUAgjIyNwu924ffs2/v7v/x4cx8FoNKKlpQUtLS05J7LDw0MsLS3BaDSKwkeL2P1pOLEVQsjDOcgedYSVujpyj1OLzYwXDn3hUvD9rFNW8ADy7k6xPB3gYSjLpksjzpnw6eWn8e/Ofr38jVcIyQnKpCGMiqj09ZIbeBuJROD3+7Gzs4O5uTmYzWbR9SnnnBGLxaizUwtIc3bKCVtVeoxqKPcYyWQSPp8PLMuWHLaqhvtSiGpmTQljH9rb22Xnc2mV9Fvtupubm5iamsqZsi53sss/kbEsmxO7n5ychNPpFMWPw+Eg7iJzEtjOuOFSOIBTSXKyHBHWWlTwVAqJVVnU2VGO2o1gdTodXC4XXC5XTr5PIBDIyfcRXJ9i+T7RaFT10Ub1gnixQ0o1VjQahc/ng8FgqGi6t9azq6THUIIgElpaWnD58uWSXzatxU65rhTP81haWsLS0hIuX76Mzs5O2cdpVdZeqdgRnLStrS3cuHFDjMELlFpTr9ejsbFRTBxPJpOi67O+vg4AovDxer0wmysfG3DacnaEEFY+2yUaClaanFwuxdydfOKcqWg1WT4uQxwfnfttfP7Cf650e2VBnR3laD0EtFi+z/T0NDKZDFwulyh+pDdMsVisarHz7LPP4tlnn8XKygoA4MqVK/jEJz6Bd77znQX/5lvf+hb+6I/+CCsrK+jv78fnPvc5vOtd76pqH0SLnVpWYxU7jhC26unpQX9/f0UfTL1er3p5tdwxSr1ePM9jcXERy8vLZc2GEpyHekwnz0dodBiJRPDEE08UbWVOkrOTTqfh8/mQTqdl2xNUsqbFYkFHRwc6OjpE+/rw8BCbm5uYnp6G3W7PSXRW8tkl7SKl1vsXzlrg0CdzxEspoSNlNX0kMPXgccZ0UPBx0uRkKRHOgghnETscFyM/X0caytrIKEuizg9luY0JrK6uqprAWghSnR0S50/Vel9y+T6C+FldXQXP8/jP//k/4969e9jc3Kxa7HR1deGzn/0s+vv7wfM8/vIv/xK/8Au/gJGREVy5cuXY41966SW8//3vxzPPPIOf//mfx3PPPYf3vve9GB4extWrVyveB9FiR5h6rrUiLyQSqglbyR1DWFPL+VjFBEM6ncbY2Bji8XhJkVBofa3Ep1IHJhKJYGRkBDabDYODgyXLyrXac7nCT8jPcblcReeKVXNhl9rX586dQyaTgd/vz6nYEO7eGhsbSyYenjZnp9McLPhvxUJYgsjJ/d1DR67LVLy0PB/pSAd/NneQbjnujhSloaxQKCQmsAoiuFoHUA7q7ChHa2enGNIweVdXFziOw97eHvr6+vDtb38bY2NjsNls+OAHP4i3vvWtePOb33zMjS7Fe97znpyfP/3pT+PZZ5/FK6+8Iit2vvSlL+Ed73gHPvrRjwIAPvWpT+H555/Hl7/8ZXzlK1+p+LkSL3YAiJUqWiEndqoNW+Wj5ewq6TEKXdiF3jMulwuDg4MV7UHrsQ6lLq7b29uYmJhAb28v+vr6FJ1MSUhQFpzB8+fP4+zZswX3rfbFwWg0orW1Fa2treJEZr/fj4ODAywsLMBsNovhLo/Ho9pgVxL5/fnfQmfe9TzDy99N+7N2OPRJrKaOTupGXfG8QUEMnTEdVr9RHAmeQkhdnUpCWX9l+Qo+9zNfFgdUbm5uYmZmRvVWB6Q6O6TtCTi6JpDiOOl0OrS1teEzn/kMAOBf/It/gUwmA6fTic985jN4//vfj+vXr+P3f//38c//+T8ve32WZfGtb30LsVgMg4ODso95+eWX8Xu/93s5v3v729+O73znO2UfTwrRZzepG6L1caT5NELyaDVhq3y0ml0lRa70nOd5rK2tYW5uLicZthK0FjuF1pZWjJXrsGlVeq5kXY7jMDc3h42NDTz++ONobm4u+ngtOyhLJzL39PSAZVnRul5cXEQikRD7dAj5QCShlhA8yNjRbio9nVwQOuWwmm5ULHik7k4+hRKeI2X06FlJPfyssTyDFtORW+Q2JnIa1gkOoPBZmJ2dRSqVgtvthsfjQWNjY0UhL1KdHdL2BJArwoCjaMClS5fwhS98AQCwu7uLH/7wh4rTHwTGx8cxODiIZDIJu92Ob3/727h8+bLsY3d2do51vG9tbcXOzk5lT+IBRIsdhmFqUpEliKp0Oo25uTns7e0pujhVchwthVu+YMhms5iYmEAgEMDt27fh8SifnqxkfTUpJASFPjSZTKZkxVg561ZLKWGSTqcxOjqKVCqleN+1nHqu1+tzkhaFmTyHh4dYXV0FAMzPz6OlpUWzLtS14tPLT8OsOzrVCUJnO+1CkzF67LEbaW9Rt0SP3PecRe7FczXdiFaFYaj8EJbAQcaBJqPyuVoCQihrJXlcqO2lnaLgySe/1YHwWRByOISQlxACLdXdW8hNJO0CTnN2yieRSOScu1pbW/H+97+/7HUuXrwIn8+HUCiEv/mbv8Gv/Mqv4Mc//nFBwaMFRIsdoHYl2wDw6quvwmQy4cknn9SkXX8txE46fXSijkQi8Pl8MJvNGBoaUiUmX2tnJxgMYmRkBF6vF7du3aoozFKPpoLCAFWn04kbN24o3nc97zqtVis6OzvR2dkJjuPwwgsvwGQyYX19HVNTU7Db7WLIy+VyEXchK0Y4a4FZly3p6mzIjYkoEcKSYy3diJ48hyfCHT+f7GZcaDWWdpkENlMe2A25/X/yQ1mC0NGBA5fnEK0mGuE2JopWZTEMA5vNBpvNJuZwCCGvra0tzM7OiiEvoWld/oVa+F6Q9hkh1UGpZ85OKeLxOBwOR9XrmEwm9PX1AQBu3bqF1157DV/60pfw1a9+9dhj29rasLu7m/O73d3dgj3glEK82KlF+fn29jYAoLGxEZcuXdLsg6e12BHCWEKOSDm5LeWsrwVSUSI39qGahlu1FDtCXpEwQLXcfZOQFKzT6aDT6dDT0wObzYZ0Oi3e6U9MTIDjuGOJzieJ7bQr5+cIa0GEVefmJvWgEktO8JRDIXcnmrUcEzwCK8mmkmXywYwVbqPyXj+FQl6BQABzc3NIpVI54U+73S6eI0gLGXEcR2ReGkk5O/moJXby4Tiu4DzKwcFB/OAHP8BHPvIR8XfPP/98wRwfpZD3zuehZRgrm81ienoae3t70Ov16O7u1lRha+mMCAQCAezv72sShtN6GCjHcTmDSKVjHyqlVmEsnucxNzeH9fX1iiv3SLs4CJhMppxS1Wg0isPDQ+zt7WF+fh4WiyUn0VntE3c1AvD3538r52dB6MiFsNRGieAp190phbQqS0DP8GB5BlZ9Bgm2uuIIacgLQM6YAiHk5Xa7j/aSydRkMrdSSHV2SA9j2e3y4ValfOxjH8M73/lO9PT0IBKJ4LnnnsMLL7yA733vewCAp556Cp2dnXjmmWcAAB/+8Ifxsz/7s/jTP/1TvPvd78Y3v/lNvP766/ja175W1T6IFztauSFCtZXRaMSTTz6JV155hbgOx+UQj8exvr6ObDaLoaEhTbpeaunsMAyDZDKJV155BXq9/tjYh0qpRRhLyM9JJpO4d+9exScHLROUK0FuLwzDwOFwwOFwoLe3F9lsVkxuFe70pXO8GhoaiBVxcpRT3aSEch2e3Yyr9INkkMvTkQtlCajVYDA/5BWJRLC3twcAeOWVV3KqvLQQwuVAstghcV88zyOZTFbt7Ozt7eGpp57C9vY2XC4Xrl27hu9973t429veBgBYW1vLef5DQ0N47rnn8Id/+If4+Mc/jv7+fnznO9+pqscOcALEjhbOzsbGBqanp3HmzBn09fVBp9MROc5BKXt7exgfHxc/lFq199bSmcpms1hYWEBnZ6fs2IdK0dLZEU7uw8PDcDgcGBwcJNImrwSlAsVgMKC5uVl0EaVzvFZWVqDX63M6OtfjTt9cJO9mM+WGs0BYKJ/85GSlyOXrSCnk7khDWZuph8UF+aGscgeYBjNWxLLq9tUBHvZ5MpvNWF9fxz/6R/8IoVAIfr8f8/PzSCaTOZO5az3ahFRRwbIssecNoUqzGv78z/+86L+/8MILx373vve9D+973/uqOm4+ZL7CEtTM2clms+Jk7Pwwz0kUOxzHYWFhAaurq2JzprW1NdXWz0cLsSN0dI5EIujo6FA9O19LZycSiWBpaUm13CjSnJ1KyL/TD4VCYoXX5OQkHA6HKHycTqemF59/NfoxdBbR/Zspd1Xr51diFT6OB53m3DLzUFa9G5L1pLeooAMehrJqgVDibTKZjglhwQVcW1sDwzBi7peSKi819kWq2CE5jKVFzk49OBFiRw1nR6hOKlRtRepU8kKkUqmc0ma73Y7d3V1Nc4LUFjuZTAZjY2OIRqPixU9ttHB2eJ5HJBJBNBrF448/fqwnRKWQFu6pVnjpdDqxYgc4+swKic7j4+PgeT4n0bnYxa6S16bTFiz4b0qETrmVWKkCYyKOjndc8EgpFL6qpAxdLm9HQJq3o9WsrEJl54IQFir+hMnc29vbmJ2dhdVqzWlsqLbbQarYITVnJ5vNIp1OV+3skMKJEDvViBCe58U5Qb29vTh//rzsB16v19ekn48agsrv92N0dBQejydn9IDWCdBqri+MfWhoaMDQ0BAmJyc12bvazk4mk8Ho6CgSiQQ6OztVEzrA6XB2imE2m9He3o729nZRMB4eHmJnZwdzc3OwWq2i6yPt4qvGa3KQsqPJfJSUnOIenvaUhrDqiTSEJZAfykpxBll3p1jejlYoad4nN5lbcH20CnmRKnZILT0Ph4/6MlGxUyMMBgPi8cJza4ohhK0ODg5kJ0xLOQlhLJ7nsbKygoWFBVy4cAE9PT05J4BaNy2sFLnSeC3DTWqJqGg0iuHhYTQ0NKCtrU31/BOSnB2t98IwDJxOJ5xOp3ixE1yf2dlZpNNpMdFZ6G5eDkIIq1R4R0qh5OTVxFFHaR3Do9dSeTl5KXenEtaTlVUrNhhSmuTtAJWNisjP/ZI2NlQr5EWq2CHV2YlEjhxFKnZqRKXOTn5TvVJfjlqFsSo9hjDpOxwO486dO2J5Z/76Wjs71bxGxcY+aLV3tdyS3d1djI2N4cyZM+jv78fMzIzq4ow0Z6eWezEYDDldfIVEZ7/fj3Q6jcnJSTQ1NaGxsREej6ek0LQZjoTLQeqoMk5wdZSylvTCIBMKWkk+HKXRbSlvAChQXPDspx1oNh0PWQWyNngMld3wSZErQf9Xox/DX19/puq1pagxliG/yaUaIS9SxQ7Jzo7BYFB9SGy9IF7slCtC8sNWShNHa+XsZDKZsv8uHA7D5/PBZrNhaGioYOt+kp0dYexDodJ4rcROtY4Rz/NYWFjAysoKHnvsMbGLpxbChCRnp55IJzF3d3fjxRdfRFdXF9LpNJaXl2UTneVeu0DaBgOT+5naSTrhMckLh7UyXZLVRCPOWMt3etRMTpYiDWXlTEGvcShLbVGhVsiLVLFDqrMTjUZhtVpPzXmJeLFTToJyOWGrfGoldpLJ8nIEhDJ5JR15a+HsVJLXFAgE4PP54PV6cfXqVdkvttYl4pUgJFDHYjHcu3cvpypBi/2S5OyQdIITQl5ConMymRRdn/X1dQAQL3SNjY349Zk/gU3mzLaTrDwBXsfkvi/cg8omIcRVSPTE2eM3JlspFzrM8o0E892dnXThPc9E29FgkO9Cm89q7EjIZXkdWi1HuRhK/7ZctJ6LVSrkBTz8PEhDXqSKHVKdnUgkcuK6oxfjRIgdJSKk3LBVPpW6LuUeQ6mgYllWLJNXKtwEsSNMb1ebcsWUdOK6XI5R/tpaiM1KnZ1oNIqRkRFYrVYMDg4eC5toJXZIghThlY/FYkFHRwc6OjrA8zzC4TAODw/F2U14YNBIXR1B6BRyddYTHlj1D7//ciGsYszFWnHGWn5YS2A/Xby8t5pQ1nIs99yxm3SKggcA3vPTf4//9+4fV7S2HLWeLq405JXNZon8TJPq7EQiEVgsFuLOS5VyIsROMTeB53lsbGxgZmamqn4ntZjBpfSCHovF4PP5yu4kLHxhtPrylCN2hLEPh4eHiiau63Q6TcRmJaJkb28PY2Nj6O7uxoULF2Q/T1qFsUg8GZNAoe80wzBiiOPcuXN4y4vP4LxBWRdkoRJrPVH8s6mU1YRXseApx90pRixrLurQ5AsdA8Mhy+uwm3QizerhNcfhMqtbkVbPiefFQl4sy2JkZKSujQ3lINXZicVi1NmpJcVESDabFS+oN2/eRGNjo+zjlFCrMFapC+/Ozg4mJibQ1dWFCxculPUlEB5bb7ETj8cxMjICg8GAwcFBRWKNhJwdocHh8vIyrl69ivb2dlXWPYnU+wJQKe328LHfZXn575BaIkdKOYKnGjaS8nuX5u0sxpqhq7DrczXU2tkphjTktbW1hccff1xMfs8PeXk8nppf3HmeJ9rZ0aobfz04EWJHztkRknYtFguefPLJqjPG6116znEc5ubmsLGxgatXr1Y0zl4QOyzLatKWX4kg2d/fx9jYGDo6OnDx4kXFYk3Laiwl62azWYyNjSESieCJJ54o2eCQJijXjlqISmkIq1qKCZ5w9qHwL+buAMfzddSqypLiT9ngNau7Zj2dnUII4X2bzQaPx4POzk4xBFrLxoZy+wJA3OsFHDk7VOzUEEEgCHko0rDV2bNncf78eVUuEvUUO8lkEj6fDyzLYnBwEA0NDRWtr9PpajKZXA6pK3LlyhV0dHSUtbZWIRwlDkwsFsPIyAjMZjMGBwcLVrtJeRTCWCTtRQlvefEZtD+YwepP2dBiKVxuvhl3w27UJkEXOBI8zSZl5e5y+TqlcnikyIWy1uLKK8s2Yi5VS9BJcnYE5ESFNASaH/JaWFhAIpGA0+kUE9+1CHkJ+yLR2YlGo1Ts1BKDwSBafTzPY2JiAoFAoOqwVT716rNzeHiI0dFRNDc34/Lly1V/6LVK9AUKh+GKVS0pRes+O4WStvf39zE6Olp22FALYULi3d1Jot0eFvvrCEJnL2k/5lxsxt1lrVuoEksNtlIuGJnyPvcz0TbYi+TpLESaYdIfnQM4MMdCWULejknPIs2qf5El0dkRvqvF9lWsykuo+pM2NlQj5CWcq0l7vYCjdAQqdmqIYCMGg0FMTk7CarViaGhI9UZHtRoXIVzQeZ7H0tISlpaWcOnSJXR1dal+DLWREyTC1G+73S5btVTN2mogCJx8sSN9/Ulxoki6GyZpL4Dy/fhTRydnOVcnnjUhni3t2pVbiSUdPyFlPeFBt1XdjskBjXr0hNPqnU9PirNTCmmVl9x4E4vFkpPvU0nISyiHJ+31Ao4c70qjDCRCvNgRPpz379/HuXPnVAtb5VPLMFY6nRadECX5IeWgZa+d/LWFsQ9qhBO1TFAGckMy2WwW4+PjCIVCFb/+WoWcSAodkbSXSpBzdQS0DGFJqVTwHKSPLjKFSuXVxGbIIJ41qhbKIrGfDcuyYBim4nOU3HiTYDAIv9+PxcXFnJBXsUaXcvsi7bUSiMViqs7+qzfEix2GYWAwGDAwMKCa+yFHrcRONpvFSy+9BKfTiaGhIdUTibV8HoIg4TgOMzMz2N7exuOPPy7avtWgZVNB4GGFWjwex/DwMEwmU9Fu1ErWVXu/pJ70TgL/+LU/AWAWwzd7SXtd91MOeykHWszlTTaPZs05oSwhb2c9VnmF2W6s/PCzHFr1+aoGtQWYwWBAU1OT2P8skUiI+T7lhLxIrcQCaBirLhgMBs3tNIPBoGlDPp7nsb29DQDo6enB2bNniWj8V+7aLMvipz/9qZhMrdaXQatSbqmzU2mlmBw0jHV6ULMSSw7B3ZFWYgkE0uWd13YVdoFOs/q65e2Q6OxovSer1Qqr1So2uhQaG+7u7hYNebEsS7TYsdtPzk1DKU6M2KmF6wIcffjULjeU9gMCULSTcLVomaAcjUaRSqXQ2NiIK1euqPol1TpnZ2VlBaurq7h8+TI6OzurXlcLcUarseRRug/h4i7HTtwBp6k2oSsASLK5ju16wgOXMVHw8YXcnUDapjiUVY2rYzMcCT41uimTmKBcSwEmDXn19vYWDXmRmq8DHImdSopNSOXEiJ1aJA8D6osdYeyAUNb84x//WBNBJaBFgjLP81hdXcXc3BwYhsFjjz2m+hdUqzCWIPw2Nzdx9+5duFwuVdY97c7OSWLoR19AU5Eb0J248hP2atQDg+7h5zDfEeHA4EyD9k0DKyHJGmDRV3eeTGarD6uTmqBcLwGWH/KSznY7PDwEy7IYHx9XtcpLDRKJBHV2ak2tysIZhlH1OEIC75kzZ9DX16fJMfJR29kRXCm/34/HHnsMY2NjJyb8JnRyBoAbN26oJnQAbcSOUCKfTCbLnu2mNqRdrIrRZC/cz0YQOsVcnQRrxF5C+Ul9NeatSPBsxt3otAUL/rvg7hzkhbYEdyc/hJWft1MMuVCWVvA8T1xohqTQmnS22+bmJra2tuBwOEqGvGpNIpGgzk6tqYWzA6gnqqQJvNevX0dLS4v4b1qGmQB1nR2h2Z7RaMTQ0JCY06RFXpPaYaHDw0P4fD60t7cjGo2qfsJQW+xEIhGxff3LL78Mm82GxsZGNDY2wuVy1eVETUoYq1IK5aLkV2JJhY7U1SmGMEW8zXp8PEU92Iofz+WR5u1I2Yg+FP0sp0Oz7aFYtBrTVYeyqLOjHJ7nYTab0dvbWzLkJczyqsXz4HlePPZp4cSIHa2dHUAdsZNIJODz+cDzvGwCr5Z9cAD1HBJhGGZnZ6eYzJtKHV0ktKggUGvfPM9jZWUFCwsLYv+ira0tovNr9vb2MDo6CpfLBb/fjyeffBKBQACHh4eYnJwEy7LweDyi+Km361MPCl08hRCWcFEPJGzwWBXmuETdAABzFaGfjZgbXQ1BxY9X4u7oZJoMBtLqFAJIhY7AftyOLHd0AXVZElWHsh71nJ1yyN9XsZCXVo0NC5FMJqmzU2tOirMjVPu0tbVhYGBAVhBoHZKr1jnieR4LCwtYWVk5NgxTy0GjauTssCyLiYkJ+P1+3LlzB263W7W181FD7EgbGz722GPiic1oNKK1tRWtra3geR7RaDSnmZng+gjze7Q4iZN2Z64UJUJHEDlAdUJHQIngiWaON+0rtxJLdt28UFaxvB05oaMF1NlRTqk+O9KQVzlVXmqQSCRUDf3XGyp2JFQqRHiex/z8PFZXV0t249Va7FTjHAnNDuPxuOzYB0HgaNX8r5p1E4kERkZGoNPpjnXY1qpyqpr9CkmJwWBQbGy4uroqexyHwwGHw4He3l5kMhnR9ZmamspxfdS+0zsJYSyTMYtwygL9g5EOgtg5iDfAaU7WbB9SwZNfiZVPKXdHjr2EHe4Cz0cuhCUHzzNgGGXv6dCPvoCX3vS/K95f7nHIdHZIyyMCyis9L6fKq9qQVzqdRiaToWGsWmMwGJBMan/iqmRkRCqVwtjYGJLJpKK5UFrn7FS6fjgcxsjICBwOR8GxD9IGfWojCJJK8oGE/Jy2tjZcunTp2BecNGdHKswGBwdFYabkxGQ0GtHS0oKWlpYc10e407NarWK4SyvXp9YUep2HfvQFmMqMuGxHnbAYtemrU05Iq5Cr408didUmS0yVPQl5O5sR+Tt0vY4Dy+lg0HHIcjocRKuvvqHOjnKqEWHFQl4bGxvgeb7ikFckctQGgTo7NYbUnJ1AIACfzwePx4MbN24oshC1ztmpRLBtbm5iamoK586dw7lz5wqeqIR261qPdVB6ohRK4ufn5zEwMIDu7u6Ca2sxtLOSNQOBAEZGRtDS0oLLly8fm8JcDvmuTzabFctZp6enkclkcnJ9yjnZkXaxKoeDeK6QECqxtqPl3aXKlZ2XYjHchM6GUMnHxbNGsbeNUoIpi6y7E8+YYDOmxZ/zQ1mFhI4cRgOLTFaPBnO69IMLQKKwIFGAAeq2OikV8jKbzTnh72Ld+8Pho8R7IRXgNHAixE4tSs8B5aJKmgR74cKFspoE1iJnR6kYqWTsg1ZiTeoaKTlRsiwrNmq8ffs2PJ7CDdVIcXY2NjYwPT1d8DNT7QXCYDDkuD6xWAyHh4fY29vD/Py86PoIJ7tSd5QnIYwFQAxhAQ+FTqEQVjFXR2klloCQ1FtPdlQa8aAmj8K4CLXQKrxWLOS1tLQkNgz0er1obGw8FvIKh8MwmUx1K3vXghPxTEjK2clkMpiYmEAoFMpJglXzGNWgNIyVTCbh8/nAcVxZYx9qObCzEMlkUuyfMzg4WLI6SasGgErX5DgOs7Oz2Nrawo0bN0TbWW5NNfdnt9tht9tx5swZZLNZMddnZmYmx/Xxer0nbgbOUQhL2TmhXEenWjZjrhx3Ry45OZI2I5I2o9Um3yPoINmgSihr68FzNz4QcrXI2yFRWJCcs1OL16pYyGtzcxMcx8Hj8WB9fR29vb0Ih8OwWCxVnZOeeeYZ/Lf/9t8wMzMDq9WKoaEhfO5zn8PFixcL/s03vvENPP300zm/M5vNqqSxnBixQ0IYKxwOw+fzwWazVTxEkoQEZb/fD5/Ph+bmZly+fLmsk4DWYkfp3uXCQMXWrpfYyWQyGB0dRSKRwL1794rOeNPypGcwGNDc3Izm5mbR9fH7/djf38f8/DwsFktOrg9pd+aKJkjz5Ow5X/BUg7QPUKFQVjXk5+0AQCxlQipT2eWB1ARl0vYE1E+E5Ye8hNy/b37zm/gf/+N/wOl0IpPJ4L/+1/+Kt7zlLUWd80L8+Mc/xoc+9CHcuXMH2WwWH//4x/FzP/dzmJqaKnoedDqdmJ2dFX9W61x0YsROvZ0dIQRx9uxZnD9/vuI3QMtBnaXWl+a4XLx4Ed3d3WU/D61nWBXb+/r6OmZnZ8vee73CWNFoFMPDw2hoaMDg4CAxlrDU9enp6ZF1fRiGwcHBAWw224lzfaQcRO2wmuRDV2qUnUtJsbnvrxLBsxu3i+6OkJxcCaXydspByNupFBLzYziOI+b7J6VWzk4xpLl/f/VXf4VwOIxPfepTeO655/DHf/zH+OVf/mXcuXMHb3vb2/Cud70L9+7dU7Tud7/73Zyfv/GNb6ClpQX379/HG97whqL7aWtrq+o5yUHeuy9DLZ0doXGeAMuymJ6exu7ubtEQRDnH0NrZkVs/m81iYmICgUCgovCbgJZip5Ao4TgOU1NT2Nvbw61bt+D1estaux7Ozv7+PkZHR9Hd3Y0LFy4oOvnXc3aP1PURxmyEw2G8+uqrousj9PKodzjg2n//MuwPUlViCTOcttqVmJeLXAhLKaVCWaXydbZUCN8N/egL+H/6f7msUCd1dpRDYnjN6XSKDVknJyexsbGB559/Hs8//zz+03/6T4rFTj6h0JHwL3X+jkajOHPmDDiOw82bN/GZz3wGV65cqeiYUk6E2KmkwkiN48RiMfh8Puj1egwNDanSw0Sv1yOT0ab0FZAXI/ljH6Q9aNRYXy3kRIk0P2doaKii7sFaOTtya0qT10v1XJJbs94wDIOGhgaYTCacPXsWHo8HwWAQh4eHmJubQzqdhtvtzqnwqvW+7Y6H4kYQOuG4BQ3WoxuVdMYAmIu7OuWipBJLjlDaApepuBiTujv5HCSrbzwIABlOV1HeDgAx1Cmt5inWwI5UZ4dEsUOCsyNHNBoVxW1XVxeefvrpY7k05cBxHD7ykY/gySefxNWrVws+7uLFi/iLv/gLXLt2DaFQCF/4whcwNDSEyclJdHV1VXx84ISIHcHZ0TrLX+qK7O7uYnx8PGdcglrH0LJnUH6CsjD2oaurCxcuXKj6eWjZJyhfSAml/Y2Njbhy5UrFd0C1cnakFWKVTFgn6aQnfM+kiY2C63N4eIiDgwMsLCyIF8DGxkbNXB+5965UcrIa/WJqyW7cDqPMHKtgwgqnJfd8EUzJC35pKGs34oDRoPx7Kpe3YzZmkcoYcOPGDbAsi0AgAL/fj4WFBSSTSbhcLrGax263i58Z6uwoh0RnB8gVO2rwoQ99CBMTE/iHf/iHoo8bHBzE4OCg+PPQ0BAuXbqEr371q/jUpz5V1R5OjNgB1O1JIIfg7MzMzGBjYwNXr15VPXaodc6OkKBcbOxDNWjt7Ahrr6+vY2ZmpuzSfjm0cHby+wKVWyFWaJ8AOSfAfJEhuD4NDQ3o6ekRL4BS18flconix2azqX5zIoSwYokjd9JpS+a4OsUoVna+H8sVR7o856PVHsn5WWnZeTJjRDJjRGvDw7+PpCt3Vsshk9WXJXikSPN2bn73Sxh+x4dzqnkSiQQODw/h9/uxuroKvV4vNq9jWZY6Owoh1dmJxWKqdWP/nd/5Hfzd3/0dfvKTn5TtzhiNRty4cQMLCwtV74OKHQkcxyEcDiOTyWBwcLBoxnil1Kr0/P79+wXHPlS7vlZih2EYZLNZTE5OYmdnBzdv3kRjY2PV62rl7ABHgiAcDmN4eFgVB0pY8ySg1+tzXB/hAnh4eIilpSWYTCZFYY9yMJqzSKUN0OmOXqNwvPKhqLuRh98LYb1CbEeO8l/aHZVNOd+NOXIETz6RtBlehQNMAVQ9rDOfw3ADeJ6Bo+G468xmjl+MrVYrurq60NXVBY7jEAqFxGGV2WwWU1NTaG5uhtfrhcvlqvsFnVSxQ8qNTT7xeLzq6x/P8/jd3/1dfPvb38YLL7yAs2fPlr2GMFbnXe96V1V7AU6I2NHpdNDpdMhms1XlmxRDuDtlGAaDg4OafQC1FjuJRALpdFocRVCsS2YlaC12ZmZmxPlWat1ZaNVnBwC2trYwPT2Nvr4+9Pb2Vu1AAWSInUq6OQuVW93d3WBZVsz1EcIe0lyfcl0ftZ2CYLyyz5YgepobcnNs8iux1CSctBwLZcXSJjSY5LscS0WcFLm8ncNw7gUtErOAY3VwOZULL51OB4/HA4/Hg/Pnz+NHP/oR2tvbEY1GMTExIfZw0WJ+m1JIFDs8zxPt7FQrdj70oQ/hueeew9/+7d/C4XBgZ2cHwNEICuEz8NRTT6GzsxPPPPMMAOCTn/wk7t27h76+PgSDQXz+85/H6uoqfuM3fqO6J4QTInYA7USCdPJ0d3c3dnZ2NFXaWoqdjY0NTE1NgWEY3LhxQxMrWSuxEwwGkUwm4fF4cOvWLVXfA61GXADAzMyM4u7TpdBy9lglVCO69Hq9KGwAiLk+QgdXo9GYk+ujxPW59t+/DKO5uAsTiVlgNhXP59kP2ysO7wjsRhxodRR2amT/poS740/YynJ35IhnlPf+yhc6DMOD5xno9BxCYRtsthTMChs35tPS0oIzZ84UnN8mndRdC2eDVLEDgEhnJxaLlVVcIcezzz4LAHjjG9+Y8/uvf/3r+NVf/VUAwNraWs77EggE8IEPfAA7OzviteCll17C5cuXq9oLcILEjha9dtLpNMbHxxGNRnH37l0AR3fqWqKFWOA4DtPT09jZ2cHVq1cxNjam6vpStNi/0MPIZDKhp6dH9S+/2mGsbDYrvsa3b99WbX6M0saKJ5FSro8016ehoaEioR6JFQ9p7YfVTVquRPCUk68TTFTvgFSTtyPl+v/7nzD6nt8t+ThhmK/wWZab3yYkOs/NzSGVSomOn9frrfi9LwWJYke46SVtX8DRzYndXt33Rck594UXXsj5+Ytf/CK++MUvVnXcQpwosaOmIxIKhTAyMgKn04mhoSEYjUZEo1HN+/mo7ewIibE8z2NoaEgUClrFgtUUO9LZXDdv3sTc3JwmIRw1nZ14PI7h4WGxe7aaFQsk5exoXfWY7/oIA0yXl5ePuT7lIHV1pGXngYgNBoUX/fzkZK5IZ+ZyBU9+8798Crk70lDW4YP5X3KhrMNIg6IxGofhhpLl5/G4GWxGB5NNefm+8D0r9PnJ7+mUSCTE935paQkGg0Gs8PJ6vaqF4UkUO8JrRaKzk0gkqhY7pPHIiR1pJ97z58/j7Nmz4hdTECJalrirKXYODw8xOjqaM/ZBcL9YltXkS6TWINBUKgWfz4dsNivO5tIikRhQz9k5PDyEz+dDR0cH+vv78f3vf19VF4YksQPUbh+C69PV1SW6Pn6/H4uLi0gkEkdC/offgNEsfxHnOKaoq1OO0FECx+WeG3YjDrhtCUV/m8wYjomdWlVnAUd5O+GodjkzwmdGibCQ5nkJic7Ce7+6uorJyUk4nc6CwyrLgUSxI+TrkFa5Bqjj7JDGiRE7ajQWFCp9/H6/bCderV0R4RjVXiCljesGBgbQ1dWVI9gA7UIhavTZEVw1t9uN27dvi3vWsjtzNevyPI+1tTXMzc2JnUWFk7qagoC0nJ16IHV9+vv7kUgk8Morrxx7XCpuhFmB4xCIlHbeSlViKeEg0oAmR26342RG3pXwx23w2qrLzSlGOmNQ5O7INReU5u1w7JE4SMeNMNkyeOxvnsX4P/2tomuWcnaKodPpxFwe4OiGSHB9Njc3wfN8TqJzOe0dSBQ7JO5JgIqdOlJtzk40GoXP54PJZCrYRVi46GrligDViwVh7EMwGJQd+1Bs7IIa6HS6qjpAb25uYmpqSrZ6iUSxIx1Vcfv2bTGsIrzOWogdUpwdErBarTkXhHKEiRKhoyZygqcS/ImjfeuQ+1zDyeIX98OIfPWMNG8nGLaV9RrqjRzYjA7psBm6As6alHKcnVKYzWa0t7ejvb0dPM8jEong8PAQ29vbmJ2dhc1mE8WR2+0ues4mUViQWokFHKVHqNmyhAROlNipVCRsb29jYmICPT096O/vL/gBE36fzWYrmmiuBGnTv3LvfqSCbXBwsGAZfi27HCuF4zjMzs5ia2ur4IwxLSeqV/J6pNNpjIyMgGVZDA4OHiuZVVvskJSgrEW5fqX8zsYMmLzzrhJXpxBqJOxKybLlX7BKuTv5Qkcgw+Ve0IuVoNeDapydYjAMA6fTCafTibNnzyKTyYiJzsLwWrfbLYa8pK0NeJ4nVuyQmK8j5FI5ndXPViOJEyV2ynV2hATYra0tXL9+HS0tLUUfzzBMTQZ1AuU3SBTGV3R3dxcVbMIxatHlWCnpdBo+nw/pdFrMz5FDqwtsJc6O0CjQ7Xbjsccekz0paSV2KLkwjgx4jkE6YRTDLoLYScZMMFmPC59oxAKDSfvhwfmo5e5Ui1woKxg++t5xHFNR6I5LGUqGsmo1KsJoNKKlpQUtLS3iGBNporPRaBSFjzC2hbTvF6kNBYGjBGXq7NQJg8GAdFr5HUwikYDP5xOrlJRWzdRK7Ci9+PI8j/n5eayuruKxxx5TNL6CJGdHyM9xuVy4efNmUYGnpbNTjijZ2dnB+Pg4zp07h3PnzhW8S9VKnJHg7JxEhEqsegkdgYNIA+yW0ucqf9xW0GUKJyxwWo93M44nTbApWFspSvN2YOCArK5kKKseQ0ClY0ykrQ38fj+Wl5cRix2Jz/X1dTQ3N8PhcBCRFEyi2yQgtIM4TZwosZNIKKt42N/fx9jYGNra2jAwMFCWetZa7AhfMiXHSKfTGB0dRTKZxODgoOKEMa2dHaWvz9bWFiYnJ49VvRVbu545OzzPY3FxEcvLy7h27RpaW1tLrquF2CEhfERKGOux//urgFl/dLHNo5CrUw3llJ0XI5o0HRM8yYw2p9tY2oRkqniJdiDQAEZf2fsp5O0ogYQhoPmtDSKRCF577TXE43H4fD4AyClv16orfylIzdlJJpPIZrNU7NQLJWEs6fDLy5cvo7Ozs+zj1ELsKDmG1BEZHBwsK+RVq2GdheA4DnNzc9jY2Ciru3A9nZ1sNovx8XGEw2HF88Sos1MDzA9fC6kDkYwdz6mLRuQTeLUsOy9ENqvsBisSs8jOowKOuzuhCkdcqAkXKZ7LWA9npxTCufPq1as5ic6bm5uYnp6G3W7PSXSulQAhNWcnHD6a/0bFTp0oJRAEFySRSFQ1/FJrsaPkGEJHYaWOSD71DGMJ70MqlSp7mKpWVWSl1k0kEhgeHobRaMTg4KDi5HSt9kuCo0IUea4OX6HbIocaZeeFCEatcNuVudFSogl1nAalJehlYeKK5u2QGJoR9iRUULpcLrhcLpw7dw6ZTAZ+vx9+vx9TU1PIZrPweDyi82O1WjUTb6Tm7AhihyYo14li1ViBQAA+nw8ejwc3btyoarqy2p2a5SgkRoQy593d3aomftcrQTkcDotdqSt5H7QSacUcGL/fD5/Ph9bWVly6dKmsE/VpdnZIuzvXCo5jch2hB0/b7VLWB6dUJValgqcY+Xk7kYgVxiLzwITnx7OMGMqSJinL5e3I8iBvB+nCz5mEMFY+xQSY0WhEa2srWltbwfM8YrEY/H4/Dg4OsLCwALPZLIa7lM5wUwqpYaxIJAKz2UykEKuGEyV28sNYPM9jdXUV8/Pz6O/vx5kzZ6o+SdfK2cm/oOUnVFczGbgezo5Q3l8qqbfU2tX08Cm2rpwoWV9fx8zMDC5evIienh7V1q0WUpydeu/j+te/Big0aNMRM5gykpIjoaPvF1PA2QmGHhQ08IDTpa5YObaXMkJZhcikDUUFTzmkQkfOEsMx0DvK+z6SGMZS6jYxDAO73Q673Y6enh6wLCuWtwvdvF0ul+j62O32qp4rqc5OJBLR1NGqFydK7Egv4EKORSgUymn2Vi31CGMJYx9aWlpw6dKlqr8AtXR2eJ7H3Nwc1tfXFZX3F6NWYaz8mVyVOminOUGZBDiH5HuY0AM2+Yt5OUInGTOhtHTIJfxAGFUqeoJRKyxm9UW8EgrlMRVCEDoCbMQIcMyx175QKOukOTvF0Ov1aGpqEnuCSed4ra6uih2fBeen3N5spDo70Wi0rO7UJ4UTI3ak4yIikQhGRkZgtVoxNDSkagPAWoqd/LEP3d3dqqxfqwTldDqNsbExMU+q2vbitUhQzs8pqmaQ52kWO8Tc1WUYwAAwDy62fNwAWB98P7PyF4pCZeeJiAWMrvLPVzhkhd1RrlQqjLSCqpi7AxxPTlZags5l9dApTNDOFzq5BzQ8FDwmDrqI/A3ZSXZ2SmG1WtHZ2YnOzk5wHIdwOIzDw0Osr69jamoKdrtdFD4ul6vkMTmO06x5bTVQZ6fOCGEsYdzA2bNncf78edXfEDVmcJVCp9OJjfZCoRDu3r2raua7loJNECSRSATDw8Ow2+24d++eKtOJtQoLCc5ONBrN2XO18ffTnLMD1Fd05YSwSrg6pUgodTfyTyUyTz8SssJRwuGRq8SKRiyKhJJccnI4UXj/kchDEaQklFUobycVtACl8nbCD77jNhacWf6xp8nZKYZOp4Pb7Ybb7cb58+eRTqfFROfJyUmwLHss0TkfUp2dWCxWVRoFqZwosSOEH8opZy4XvV5fVvPCSuB5HktLS3A4HKo7U4C2zo4gpF555RX09vair69PNcGppbOTyWTwyiuv4MyZM6rt+TQ7O0SQ1AGS3jA5ro5CMonqRbh4/Adl50K+TynRUy6RmKVgDpEc8WTx80YyqqyqK13A0eF1PBiOAXT8USgrj+tf/xpGn/5gzu9Os7NTDJPJhLa2NrS1tYHneUSjURweHmJvbw/z8/OwWCw5ic5CqgGpOTvVON6kcqLEDgA88cQTmk5j1TqMtbOzg0AgALfbjVu3bmnyJdQqQVlICOc4Djdu3CjZdK9ctMjZ4Xkeu7u7SCQSuH79Otrb21VbW22xE4lE8OV/8tcAgM8P/zt0dnbWLXZe7wsWZ8x9Xfl4+aeqdNgExlj4/SlHWMgRCVlhtacUP16pu0MsBh7IFv9cPCrOTjEYhoHD4YDD4UBvby+y2ayY6Dw3N4dUKgW3241kMgmbzVbRnEQticViVOzUE0HsqFn6J4dWYofjOMzPz2NtbU3z5lVahOIymQzGxsYQjUYBoKpE5EKoHcZiWRYTExM4PDyExWJRVegA6oqz7e1tfODcR8WfP3rz0+J//8nffwSdnZ3weDw1PWnXy2G6/vWvAaUMmagBsMi/9ulwbfIgeE6HeNgKm1Pbai0ASMeNMFU4/LRY3k4hV6cYuvDROZiTef1JdXbq6aAYDAY0NzeL0QhhjtfS0hLW1tawvb2dk+isRkpANUSj0VMpdsiS4EVgGAY6nU7zfBot+uyk02ncv38fe3t7YqM9Ld0jtcNB0WgUL7/8MgDg9u3bALTJK1Fz38lkEq+++ioSiQSuXLmiypr5qOHsCNVsUqGTz5/8zH/EB859FP/U8xv4RdevYWVlRfNQKxFUON6gENUkJ6uFUB1VaLxDSqYztNzvACAt8/tMuvTNIM8+FCOM9CVR2KyRMzx8X248+2e5a1NnpyQ2mw1dXV2wWq24dOkSrly5ApPJhNXVVfz93/89XnvtNSwtLSEYDNYlfy8ej5fVDPakcGKcHaA2Df/Udnbkxj7UYtioWuvv7u5ibGwMZ86cQX9/v7iuFndLaomdYDCIkZERNDU14cqVKwiFQpq4FNU6USzL4hfsv1L23/3e9U+K//3JF38PXV1dcDqdqp7QSbs7zyHP1ZGWnXPJ2t/Bl3J3suncPZWaY1UObFoPvUz1mZJ8HTZU2gErlbeT7+6Q6uyQtifgaF9GoxEej0dsnZJKpcRE5/HxcfA8n5PoXIuwdiwWo2Kn3iiZj1UtagoFoWldX18fent7xS+c1knQaogG6Zwx6bR14YJaz4GdxRCq9aRNJrWs8qp03Uwmg3/ifLrqPXziyf8r5+cvTfx7tLe3ax7u1YrrX//asXydHKKFnxcfMQLG+rg35YSzsmm9bHl8+kEydSpmgrnh+PlBaSgrkzaAT+vAmDR4LUrk7ZDmogBk7gmQr8Yym81ob29He3t7zhyvnZ0dzM3NwWq1iuEut9utSXguFotV3HuMZE7UGfGkODssy2J6errg2AetnZ1qE5Sz2SxGR0cRi8WOzRkrZ2p7uVQjSniex+zsLDY2NnDjxg2xERigbbPCSvYbjUbxy82/qfp+AODDV/9Y/O9Pv/JRdHV1oaGhoaKTPXFVYWzhiywfqdItUVB2Xop42AqTjczwYn7ejhJXpxS6pA66vKdLahiLxKqnUvtiGAZOpxNOpxNnz55FNpsVXZ/Z2Vmk02m43W5xiGlDQ4MqDlYikaDOTr0hYUhnKRKJBEZGRsAwTMGxD1qOcwCq66AcjUbFho2Dg4PHkuUEp4SknJ1MJiMOgZUbPkqSs7O7u4tf7/3fVN+LHP/u3udzfv7y9H9AS0vLiXB9dEkduAYWurgenK34d6WQ0ClWiVUuvMJp56mwGWZn6QqtdNQEk720MCqUr1OMbLQ84cdwAF+mPuEMPHQPHB5pCTqJIaOT5OwUw2AwoKWlBS0tLeB5Xkx0FpKdjUajGO7yeDwVJzrH4/GKB2mTDPlnPQm1CmNVeoyDgwOMjo6ira2t6FBJLcc5AJWLhr29PYyNjaG7uxsXLlwoeNLSSjxUsu9YLIbh4WHYbLaCzQ1JcHZ4nsfi4iI+8tifqL4PpfzOpT8U//uzr/0BOjs7YbVaZT+n9bhg3frSnwEPBi1zDdre1FRbdq41pUJZ0uTkQnk7heAEV0cuAZxnjjUXLJW3k/NYQp0dEgV+NY4TwzBoaGhAQ0MDuru7wbIsQqEQDg8Psby8jMnJSTgcDjHk5XQ6FX+n4/G4pu1d6gV5n4Ai1DKMVU7vA57nsby8jMXFRVy6dAldXV2KjqEV5TpHwoV4eXkZV69eLVmireV08nJEycHBAXw+X0lxplXzP6Xr8jyP99j+terHr4Y/uPPZnJ+/Mv9ZeL3enItCrcNYWScHsAx0LKPY1dFF9OBMtRcuPFf4gl7K3eEeJCyXcncqcXWk5OftlDM6oihF8nZIDBmR6OxwHAee51V7rfR6vRjOAo6qUQXXZ319HQDEf29sbITZXDiBPZFInEpnh6xPQAlq5ewAyhNws9ksfD4f1tbWcPfu3ZJCRzgGKWEsYf+bm5t44oknFPWiqcUMq2IIM8VGRkZw+fJlXLx4sagwFU50al+8lYizTCZDnNCR4zf7/wD/rPGD+EXXr2FxcbHuIyt08dyLgC4m+flBBVA5QqfWZeep8NHFJL8SqxDpMjo9p+OV5ydxKuTq5KxnAnQpRixBJ9XZIXFPADTbl8ViQUdHB65evYqf+ZmfwfXr19HQ0ICtrS289NJLePXVV7GwsAC/359zLeJ5vmqx88wzz+DOnTtwOBxoaWnBe9/7XszOzpb8u29961sYGBiAxWLBY489hv/5P/9nxXuQgzo7eQhih2XZkqpbyG+xWCxljX2oRc6OkvVjsRhGRkZgNpsxODhY1v7rlbPDcRwmJydxcHCAO3fuwO12l1xXEEJq33WWcnZisRj+edO/Ue14tULa0PDf/8O/RWdnp6ZNMIGjEJbOzICr4ozEl1GJVeiir3Orl2CsROgozd0phRDKKjdfR6BY3o4haBATtlmHxCmS5O0Iico0Z0cZwvm5FvtiGAYulwsulwtnz55FJpNBIBDA4eEhpqenkclkcHh4iPn5ebzrXe+qOmfnxz/+MT70oQ/hzp07yGaz+PjHP46f+7mfw9TUVMHE55deegnvf//78cwzz+Dnf/7n8dxzz+G9730vhoeHcfXq1Yr3IuXEiZ1kUtt261KxU4ydnR2Mj4+L/WfK+YKTkLOzv7+P0dFRdHV14cKFC2V96bQWO4VCiKlUCiMjI+B5HoODg4p7Tmjl7BRzovb39/F0z79V9Xj14I//0Rdzfv6/Rj+Bjo4O1ee5FRosCRy5OtJ+LoUmbheD53RARHK6K5CzwwUfPi+dqzoRwiYN0FtKO9HluDoAjiaQlzkjTBaWKZm3YwjmXiL0ER0YjkG2Qf77T50dZbAsKxZ71Bqj0ZiT6ByLxfD9738f/+t//S98/vOfRzabxde+9jVkMhm8+c1vhtPpLGv97373uzk/f+Mb30BLSwvu37+PN7zhDbJ/86UvfQnveMc78NGPHjVX/dSnPoXnn38eX/7yl/GVr3ylsieaB1mfgBLUohqLYZiix+E4DrOzs5iYmMC1a9eK5ooUop45O0J+js/nw+XLlzEwMFD2F04rsSO8jnICIhQK4eWXX4bVasXdu3fLaq4ldXbUpJCzs7S0dCqEjhy/d/2T+OXm38Qvun4Nk5OTCIVC6n8WJF+nnPBVpcuFDLlCRyFcyFRW2IeXyWPhIgr+vlBJfUJ/9D+FsDJOEp9++N1mQgYwJWZbSTGEJK9Z3p8ZYjrR1QGOxOqNZ/+MOjsKISW3iWEY2O12vPe978UPf/hDLC4uAgDsdjv+4A/+AI2NjXjDG96Az3zmM4jFYhUdIxQKAYCYTyTHyy+/jLe+9a05v3v7298udu5XgxPn7GgtdoDCYiSVSmF0dBTpdBr37t2rOGO9Fjk7PM8fc0iy2SzGx8cRCoVw9+5duFyuitfXytkBjoud7e1tTExM4Pz58zh79mzZJ1Mtc3aka5KYiKwlfzT0pzk/V9rQ8NaX/gww43gIq8q3iwmpc3rjAmYwVbo8qpPQH3N3pMKmWkShw6Dg+2CIMcg28Ed5O+mj/1FnRxkk7gk4cn14nsenP/1p9Pb2YnV1Fd/73vfw4x//uGhScyE4jsNHPvIRPPnkk0XDUTs7O8cGS7e2tmJnZ6fsYxbixIkdrROUAXkxEgwG4fP54Ha7cfPmzapKGQWxoNW0W2mXY+HuIR6PY3h4GCaTqaz8okLrayl2hH3zPC8OT71+/XrFw0dr4exUOvrhNCFtaPiZV/8PdHV1wWazqXpSN0R1RUNeAvkJzrn/WL6K4h84PJWIHi5igs5x9HecwoTlSmBSOvDmyj/jQt6OIaQ/3mSxAILgEaDOjjLK7bFTK8LhMACIN8JnzpzBBz/4QXzwgx+saL0PfehDmJiYwD/8wz+otsdKOXFip9bODs/z2NjYkB37UClyYkRNhPWFJGuh/09HRwcuXrxY9ZesFmInm82KU9arcdGAI1GiRfm5sGYikcD7vB9Qde2Tzsef+D9zfv7Ps59BU1OT7E2CVLwY4rkXz2KPLYQ+bABvUPe9FuBDJsCh8g2XMM+rocC6Mi5OOfBpHXSJAt/5vLwdQ+jBXngoFjzGMAPWcrTGv/n+fXznX76r4r1qAalih4QwVj7hcFgMbVXL7/zO7+Dv/u7v8JOf/KRklXJbWxt2d3dzfre7uyuOKVKDEyd2aunssCyLqakp7O/vy459qGZ9QLsPvHT95eVlLCws4PLly+js7FRlfa1zdmKxGKampmA2m3Hv3j1VkmG1aCzIMAxisRgVOgr47YsfF//7c69/DN3d3TCZTLjzn/4CKOGO67IAh+OuTn7ZuT4sfzortztwKZiQAbyr9HmIyTw8sNTdqYq45DlWKIKYLFOZGHwQ0hKaDHKGo/cGAPTJI8GjTzOYnZ3F3t4eGhsb0djYCKvVWle3h0SxQ0rOTj7RaBQWi6WqvfE8j9/93d/Ft7/9bbzwwgs4e/Zsyb8ZHBzED37wA3zkIx8Rf/f8889jcHCw4n3kc+LETq2cnXg8jldffVUc+6DmtFmp86IFwollamoKkUikqvwcObQWO8PDw+js7FTFhZKurbazEw6H8e/f8CVV13wU+P3bzzz84ZNDAABdmgFn4EVXxxBjkLVJHIdo8c9BQedCI5QKHiklQ1gxw0N3p4zEZABiAnY1oSxDSC8vDIvk7eTDmoC+vj7wPI+DgwMsLCzAbDaLwsfj8dT8Ik+i2CE5jGWxWKoSpx/60Ifw3HPP4W//9m/hcDjEvBuXyyWOT3rqqafQ2dmJZ545Ohd8+MMfxs/+7M/iT//0T/Hud78b3/zmN/H666/ja1/7WvVP6gEnSuxUM8qhHFiWxeLiIjo6OoqOfaiUUhVf1RKPxwEcJVQPDg5WlFhWDK3EztraGgCgt7cXfX19qq6t5oiLRy0RWWv0SeYoV6RECIs0pIJHrhLrGCk9YK7wO19FKEsf0St2ciqZk8XrAYYFjBEGrAn4Z9/4Hl7+o99AT08PWJYVe7rMzc0hnU7D5XKJ4sdms2nu+pAodkh1diKRSNU39s8++ywA4I1vfGPO77/+9a/jV3/1VwEcneul78nQ0BCee+45/OEf/iE+/vGPo7+/H9/5zndU67EDnDCxo7Wzw/M8lpaWEA6H0dLSgitXrmh2LK0Ew+HhIXw+H3Q6HS5duqS60AHUb4rIcZw4JV6v11eciFwMtcJYNBFZPVY/OZQ/hgmG2NGFT+rqlMIQ1oNTcehnOVTi8BRF6u7kU67bI6Fo6Ipl5J2zMvJ2cpaTXCv1ej2amprQ1NQk5rcdHh7i8PAQS0tLMJlM4vwmj8ejyQwrEsUOqc5ONBqtWoAqual84YUXjv3ufe97H973vvdVfNxSnDixw3GcJh/eTCaD8fFxhMNhNDU1aT4ITW1nh+d5rK6uYn5+HpcuXcLCwoJms43UFGrpdBojIyPIZrMYHBzEK6+8otmQ0WrXTSaT+Kee31BpR5RqMYTlL/6qJicrmHau8xvBOhXk8KQZIG0AL01wTso8h5hBvmKMl9lLhQJIi7wdzgjo00ehLNk/ZRjYbDbYbDZxeGUgEIDf78fCwgKSySTcbrfqrg+JYodUZycajYqhptPGiRM7gPqqOBKJYGRkBDabDUNDQ1hYWKjZwFE1YFkWExMT8Pv94giF5eVlzbo063Q6VcKJkUgEw8PDcDqduHXrFgwGg6YTyqtZNxgM4l+1/46KO6Lo00cXyGIYow8rfVShymnnTB1HhukSOnBWmQ3khdCkeTt6Bd2mDWF96deljLwdABj81J/h5T8qfmMgdX2Ao/D74eEh/H4/lpaWYDQac3J9KnF9hBYfpIkd0p2d08iJEjuCEs5mszAaKx+GJ0VoWCfkiQj5NLUYOKrGRT2RSGBkZAQ6nQ5DQ0Ni2EqrMJlaa+/u7mJsbAxnz57F+fPnxTu4eg8ZlWN9fR2/deFjKu/o0Wb3I0PifxfKEckXOtJKLF2SrAuFPmzIcXeklVj5MJE8dycPXVJXcto7aQh5OwBgjOaGspSS7/oEg0EcHh6Kro8016ehoUGR6yN850kTFqQ6O7FYjDo7JKBmYi/HcZibm8PGxsaxhnUGgwGpVKrqYxRDjbwXIT+nra3tWCK1lgnQ1QgSIS9qaWkJ165dO9Y1U8tKr3LXpYnI2pGxl3Z1CmEI68Ap7Eagdtl5MfIFT82Om2LAKug/JBe6EkOBHCO6O5UkKauNXq8XhQ1w5Pr4/X4cHh5ieXlZseuj9XTxSmFZVrUbdjWJRqMFh3WedE6U2AHU6bWTSqXg8/mQyWQwODh47M2txQyuao7B8zzW1tYwNzeHgYEBdHd3H3sMic5ONpvFxMQEgsEg7t27JztZV4sScaB8Z4cmItcPhjtydeQwhI9ftOqVnAwATN5cK6WCh4kYwBfZty6ul3V3Coay8tdPlb64K5qTVWaSsiBgdWlloSylCK5PV1eX6Pr4/X4sLi4ikUgUdH1IFTukOjvxeJyKHVKotiIrGAxiZGQEHo9HzBPJh2Sxw7IsJicncXh4iNu3b8Pj8ai6vhIqETtCuE2v1xcdV6Gls6NU7KRSKfyS+9dV3wPlCGkIS58Asg2AIQFkS7jnckKHRIqFsCql0PgLfazwsYwRXVHHxxjWHZ9HpgBTmBHzdxju6P2TQ6eRySV1ffr7+8UKL7/fL7o+Xq8XjY2NYs8Y0kZYkJqzE4vFqNghhUrzaXiex/r6OmZnZ9Hf348zZ84U/ALUQuxUclFPJpMYGRkBcNRxslg/BC2dnXLzjQKBAEZGRtDa2lqyb1G9w1ihUAj/su1Dqh+f8pCMpNCx0IWyUopVGJlCuuMFTQ9+zrjU+74rdV/0UR1YuzqfdaWhrGowhpljrQIAwBCrLEdHLaxWK7q6utDV1QWO48Rcn6WlJSQSCfA8j5WVFTQ2NsJutxMhfEh2dvJTC04LJ07sVOLsCG7IwcEBbt26VXTUPECms+P3++Hz+dDS0oLLly+XvCtQuxdO/tpKBcnGxgamp6dx8eJF9PT0qLp2OSgJY21tbeGD5/8P1Y9NOQ6TBfTZh2KnlKsjNKwrF1OoyPdEcs0zhh5eeETho6DsvBCGsA5Z58PPMZNWtpY08braUBZwXAQVLTkvkrdjDBXfvyGWK1yFnCo1Q1lK0Ol08Hq98Hq96O/vx/7+PiYnJxEOh7G6uprjCnk8nrrlzZDq7MTjcc3brtSLEyl2ynF24vG42GRP6diHWlVjKREjUkfq4sWL6O7uVnRnola1lxxKBAnHcZidncXW1lZZc8XqUXrO8zxmZ2fxv9/4D6ofl5LL7keGoEsdVe8AR+Er4KHYMcQA9sF/C5VYlQgdU/DoQsJLbp7l2tTIIQifjCP386K07FyXUfY4QF13R4oxUvxCanwQEtRlUTKUZQoy8o4YfySIGO7odTbEHoausg+ql7UKZSnFaDTCaDTi2rVrousjhLsmJyfhdDpF8VNL14dkZ4eKHUIox9nZ39/H2NgY2tvbMTAwoFhJk+LscByHqakp7O3tKXKkpNQzQTmdTmN0dFQcV1FO3wY1xzooWZcmItcWfQpgq7yZLlaJJYgcNTCFdEi7Kv8O5bs7JxFTCUeHdKQNBaWuT19fH5LJpNjNWXB9hFwfr9erqetDqrOTSCRozg4pKHF2pOXNlUz7rsXAUZ1Oh0ym8C2gkJ/D83xFg0jrlaAcjUYxPDwMu92Oe/fuld0IrJY5O5lMBv/E+bTqx6LIc/CbQ0gXuWmUujrAkaNTCkMcSD+YcWsKMblOjgo3zkIYrFLRo0TwFHN3CiUm6xK6Y05Tobyd/N+b/ZUlJgNH7phc3o6AtKOywBv+4M/wk8/Wp/N4se7JFosFnZ2d6OzsBMdxCIVCODw8xMrKCqampuB0OkXx43A4VHV9WJYl1tlxOp313oYmnEixU+wiLox9iEQieOKJJyp64+rt7AQCAfh8PjQ2NuLKlSsVfSlKialqKCRI9vf3MTo6ip6eHvT391d0cqhVNVYkEsH7W35L9eNQCnMsiVVyDTLEKl+3Fu6DKaQ7HtZilR1Xab4OEUjydkxBpqLZWABgCh/9f9Zy5ObVC6WjInQ6HTweDzwej+j6CH19hKGVguPT2NhYtetDYhiL53kkk0kaxiIFg8EgTvXORzr2YXBwsGB5cyn0ej14ntd0pkohsbO+vo6ZmRlcuHABPT09Fd9N1DJBWah2WFhYwNWrV9He3l7x2lrl7Ej3vLu7i1/v/d9UPwalOEII65jjckIiPcaQDpkKHB598vjIC10qrz9PVAe+wNnYEGcUD0bVpxjoyhRXcnk7xnDeCAq+cM6TNG9H6KIsdXhY9WcRK6bSc7jFYkFHRwc6OjpE18fv92NtbQ3T09NwOBxirk8lrg+J87qAozAWdXYIoZBIkBv7UM0xAG3jqvnPQ5j8vbOzU1ZCb7H1a5GzI+37c/fuXbhcrqrX1iJnRxBRc3Nz+L3rn1R9fUpx/L8+VPpBEgxRgCtxkTSFcy/SaoStSlGJ4NFlVJ7v9QB9ggFrLW9dU1hFl6mMeVn1CmWpISqkrs/58+eRSqXEXJ/19XUwDJOT66PkJpvknB0qdgghP4wlVP1sbm4eG/tQKVKxo1WSmtR5SaVSGBkZAcdxGBoaUmU2SS0SlKV9f6RzudRYWwv+7bV/r8m6lNJwJuTk6xiSDyt28skXOnKVWEKYpGJKXPOLVV5VIniMkeNhsGowxMoTLfl5O8WqsPJdnXzKydsxJMurTlMbLcJFZrM5x/UJh8NiuCs/18fpdB678RaGk5IWxhLO6VTsEII0QbnU2IdKYRhG0zAQ8NB5ETo6V5OfI4fWYSyWZfHyyy+jqakJV65cUe0uRYt9ZzIZfPyJ/1PVNSmVYUgBmQIih1HwthuSAJLlH1dp2XlB8nSKMaRD1n78il/Nhd0QZY6taYgz4v8rDWVVC8NKXLIyx0VIISGUpXW4SKfTwe12w+12i66PkOuzsbEhuj6C+DGZTOLNHGliJxaLged5uN3uem9FE06k2GFZVkzi9Xq9Bcc+VIPWScp6vR7JZBKvvfZayY7Ola6vlUOyt7cHAOjt7UVvb6+q+1Y7ZycajeKXm39TtfUo5SOEsAypo/wOqatjiB8lsQoYonXYYIUYwwwyTuUCRG13BzgeyjI8mCkmV55fLIQlOD2mUOFjlZu3k089Qlkcx9W0Y7LZbEZ7ezva29tzXB+huarD4RDFBAmdnKWEw0d2KXV2CEGv1yORSOD111/XRCRIj6OV2OE4Duvr60in07hz507V+TlyaLF/nucxNzeH9fV1AFDc4LAc1MzZ2d/fx9M9/1aVtSiVw5kqn3AuxRgBeMk6xcqntc7fEcJcagseOXeHaArk7ciVoNeDeiYC57s+6XQah4eH4s3iiy++KDo+gutTTyKRCHQ6He2zQwqCs1NsCKYaaNVFWQi9pVIpGAwGTYQOoH7uSyaTwdjYGOLxOO7cuYOXX35Z86qpShH6LH346h+rtCuK2hgeFFRmFbSPMka03Uu1lCt48iuxgKOKrVJUG8rSZXJFZ37eTjFXJ59SeTtSOONRJZ4urXx9tSCpxNtkMqG9vR0OhwOBQADXr18/5vpIc31qLdIikQgsFguRidNqcCLFDsMwmgodQBtnJBQKYWRkBG63GwMDA/jpT3+q6vpS1Mx9icViGB4ehtVqxb1798STB4lih+d5vMf2r1XcEaUaQv96UNHjjHEgW8cS5WopJHh0meMixhhlkCni3pRyd/KTkyupyipFOXk7QrI4wwGZPFMg3+GpdSiLxBJvjuNgMBjgcrngcrlw7tw5pNNpMddnfHwcPM/nVHipUfxRikgkAqvVSlx4TS1OpNhhWRY8z2v6pqgtdjY3NzE1NYW+vj709vYimUxq+jzUytk5ODjA6OgoOjs7cfHiRXGv9ZhhVQraEZk8MvaHn21e4TVHWomlU9iQrhZl56VQu+pISE4u9Tvx36IP/02Xzs3bMSrIhcoROIUeI8nbya+I43WA8UFzyHr21pEiCAuSkCs7N5lMaGtrQ1tbG3ieF3N9Njc3MT09DbvdLoa7tHJ9BGfntELWp0ABBoNBbPinpT2p1sgI6UDMGzduoKmpCQBy3BEtnocaDsnq6irm5+dlR27Uczq5HPF4HP+s8YOq74dSOUJicql8nUKujjFa/RytSlA68DMfY4RBxqHss6vE3UEZ1zN9QuFU9Yz8+2Ess5TfLA15yeTtiGFKSeUdZzoSYW/6yH/Bj/7jB8o7YIWQ6uwUO+czDFPS9fF4PKL4Ucv1iUaj1NkhCUGlaz1bRA1nJ51Ow+fzIZ1OHxuIKXwBtXoe1YSxhAGk+/v7uHPnjmwpopZip9x1Dw4O8KvdH1F9L5Tq0Kd5cKbiJ06jfDN0WfgyhA/DSiq75CZ2P0CYq1WUMj6O5QgeElAy9Twfcxm5PcbI0bwzzvjQ+apl4jKJYqfchoL5rk8kEsHh4SG2trYwMzMDu90uhrxcLlfFzzcWi5U1tPmkceLEjk6nA8MwyGazmmavVyt2wuEwhoeH4XK5cPPmzWNWqpZ5L8L6PM+XHSaTNjgcHBwsaGvWcmBnMZaXl/G7l/9I9X1Q1EWfALJ5+RyFHBQlIZdCCEm2nML7B2lSriLhowClgqeUuyOHPnH0/8fmjMkghLJKvZ6FXB25vJ1KmjnqE4Auy4O11N4xIFHsVOPmMwwDp9MJp9OJs2fPIpPJ4PDwEH6/HxMTE+A4LifXp5ywlJCzc1o5cWKHYZi6D+osxdbWFiYnJ3H+/HmcPXtWVmxo3bhQ6hwpjVkLAs3j8eDq1atFv5D1dnZoIjLZhP71oJivI1ygAcCQALIqnE/z3QipaFEqdPIR1sg4ij+u0jAXIF+RVKgSyxAv3GVa7rFq5MkoydspRql+O0d5REzNQlkkih01R0UYjUZZ12d7exuzs7Ow2WxiuKuU60OdHQKRdlHWikrEjjB7aWNjA48//jiam5tVP4ZSynWOdnZ2MD4+XlSgSalnzg7LsvgF+6+ofmyKuuhTPDj9g8+R7kjolMIULe+iLTgNSpOflSA4HZkqeqsZI4wi98UYZWTDSIYKukTrU8dfO136eLJyqRL0QhR1dQr025GKHn3yobtTq1AWiWJHqzxNOddHyPWZnJwEy7I5uT75rs9pFztkfQoUolbycDHK7bOTTqdx//59HBwcYHBwsKTQAbQf6QCUFjs8z2N+fh4TExO4fv06zp07pyjsVS9nJ5FIUKFDOLH33YM+LS9YBVfHEJP/W6VCxxRWYT5WCcpN2j329xr2B9JXIIbkUPocq32tOcPROcUUefi5eNtvfq26RZUcl0CxU6shoEajEa2trbh8+TKefPJJ3Lx5E06nEzs7O3j55Zfx6quvYmFhAd///veRTCYRi8Vgt9tLL1yEn/zkJ3jPe96Djo4OMAyD73znO0Uf/8ILL4BhmGP/29nZqWofcpxIZ0erhn/5x1AqRMLhMEZGRuB0OnHjxg3FYSMtRzoIH5pizyGbzWJ8fBzhcBhPPPEEHI4S/r2EeuTs+P1+PNX5/1H9mBR1yVqYsjomC5VY+a5OoUosYxjgpdPONbxuGMNHYZm0hh30jbHj/WkEygllya5dQf6TNJSl1pwsOWrh7pAodurR6JBhGDgcDjgcDvT29iKTySAQCGB9fR0f+MAHEIvFxOqv1dVVnDlzpqLjxGIxXL9+Hb/2a7+GX/zFX1T8d7OzszljKtQY6J3PiRQ7tXJ2lBxje3sbExMTOHfunGJXpNxjVEoxMRWPxzE8PAyTyYTBwcGyk71rHcZaW1vDb1/8uOrHo6iPPs2DMxbIQxH6sEjydkwKLsiGBJAxVu+2lLxYF4igmsLFBU+hC7cxUjoHSCn6AmFAg6SiTS6UJYcuU3i9fMp1dYrl7bBGwJDikTXXJlmZRLFTK2enGEajES0tLWhpacHi4iJ++tOf4rd/+7exurqKvr4+9Pf3453vfCfe+c534md+5mcUl7cLf1MuLS0tmg8gJetToBASxA7P85idncXk5CSuX7+O8+fPl92fQGuxU0iQ+P1+vPzyy/B6vbh9+3ZFVW1aheDy98zzPH7e+q+o0DkhJN77hPjf0nwdNahI6FR5TZUmI2sRNtM/aJpoLBDWA3LFTM7flhHKKjWqoZBYM5UTiis0JFTGxDBFj15YrUNZJIodkkZYAEfn3Hv37qGzsxNPPfUUDg4O8KlPfQqhUAi/+qu/ir/927/VfA+PP/442tvb8ba3vQ0vvviiJsc4sc5OPcNY6XQaY2NjSCQSuHfvXsVxTi1zdgD557C2tobZ2VkMDAygu7u74rVrkbNDE5FPHmmHrmC+TqWYIrkJtHwdz1qmMJAp8+suuDvVzIYyxOUnjhcTPNWU8GsBZ2Cgy+Z+NrQOZZEodliWrfvQTzni8TjsdjtcLhd+6Zd+Cb/0S78kNvDVivb2dnzlK1/B7du3kUql8Gd/9md44xvfiFdffRU3b95U9VgnVuzUy9mJRCIYGRlBQ0MD7t27B6Ox8havWubsALnCgeM4zMzMYHt7G7du3YLX61VtbTURcnZSqRR+yf3rqq9P0Q4hMTnTUOAWX+bjYozyYIuENMpyFlB52blSGPaoRL1UT5780RHGiPLk60oqscrFGC3+WjHsw4aPDCfJi1Ipb4czMtCneeiyPN711FfxP/9//6b6ReWOQ6DYIc3ZEYjH48fyNoVWL1px8eJFXLx4Ufx5aGgIi4uL+OIXv4i/+qu/UvVYZH0KFFKLBGU5QbWzs4NXXnkF7e3tuHnzZlVCB6hNzg7Lskin03j99dcRCAQwNDRUtdABtHd2qNA5eegyR3ft+tTD8IwhWdjlyRc6+WKgXKFTS8qZEK6UYqGsQshVtekLzBPLd5Z0Wpx6FAih/MRztkSX7WogUeyQkLMjRyKRqLoaSw3u3r2LhYUF1dc9kc6O0WhEOl2FJ6wAqRARyrNXV1dx7do1tLa2qn4MLdDpdIjFYpiZmYHT6ZTt5FzN2lqInb29PXz5n/y16utSNITRIf2OW2DNzFFvnf9/e2ceHzWZ//FPJjO9uMtVylluRaDIUYoXaAVZZMETWFcORdcDFVFRXCko7g9EUbxZBZdDAekqdVWsdFFglcPlqIICC1hEoOUubaftHMnz+2MmaZJJMsnc0z7v12te7SRPnjzTmSaf+Z5WBsQiFzrWKgK3UGOFI7D4cbGEKrU6nBix8EgxEqysZdVhq81lZWkJHj2k9XYSKgIrLphwiYDxvu1CvBPDA06vtc9WReBKiUxwsuCCiTVhEe5WR4FACEF1dTWaNAlRGfEgKCoqQps2bUI+b1yKnUhWUHa5XPjpp59gt9uRnZ0dUuUb7pgdt9uNI0eOICMjA127dg1pg7dQu+BoReQ4hfFW6k70/HQ1kN9Y3AHc2GwV8qJ3egXvQpp2HkCoUeLF0GVbAfoVjM2koet1YA8oHZ33/7dOuKT9B0ywEzCcfL+Qscc6w+PKErI6Y03sxKobKxSWncrKSplVpri4GEVFRUhNTUWHDh0wa9YsnDx5EitXrgQALF68GBkZGejVqxdqamqwdOlSfPPNN9i4cWNQ61AjLsVOpAKUeZ7H9u3b0aBBA2RnZwftttI6R6ghhODXX3+F3W5H27Zt0a1bt5Cfw2wPKz1oIHIcwshvIKzXhSUUjxOwVnm2uw32RQpnIT6zsSZG20KYSS+Xjg3E+qIGWy1P5QcA1glwKjGwaq4sZeyO4D7UFF4qcTsJ5b5CR0xBt8j/lonese7k2kksboIDBw6gXbt2aNCgQUgEinB9ikWxE2trAoCamhpZrZtA2LVrF4YNGyY+nzFjBgBg0qRJWL58OUpKSnD8+HFxv9PpxBNPPIGTJ08iJSUFffr0wb///W/ZHKGCih0NLly4AMCT/9+jR4+wtL1nWRYOR4iueF44jsO+fftQVlaGZs2ahc0Hy7IsXC6dr48GoYHIcYhC6LhzroSzoQWsI7gsrLAKnShjNBNLEEDBFBIMhkCyo5RChzAQXVmy7SzjY92R8sT8rUj6bKf4/M1f5qF169YBu95jVezEYswOx3GoqakJ2o01dOhQ3XY/y5cvlz2fOXMmZs6cGdQ5jRK3Yidc7h9CCI4cOYJjx44BADp16hQWoQOE3h1XXV2NvXv3gmVZZGdn49ChQ2FtRxGsZae8vBx/av1QiFZEiQgKocNYGPAJcqGj5+6wVRHVrCRbJTEUqOov7TxRUgvHJ1Xb+zzQashqjS0FArXumEXqytJquaF77kp5n6xgSbhETFvMeKtHVCVUeK4fgtVPWbLgkctni78v+O8zaNu2LZKTkw0LBeHaF67rd6DEYsxOZaXHtxmsZSeWiUuxE66YHbfbjZ9++gkVFRUYPHgwtm3bFpWif4Fw8eJF7N27F61atcLll18Oi8UStiBiIPi1l5SU4L7OT4VwRZRIw1gYuK7vJz5XxusosVXJb2ayTKwAM3IYXnLTN/hlWVocMJRtIMR6OgYMnrYKfdEhFTVGKh1LXVlCVpeWK0t3XZXaMUPKuB2fGB2NZqBaqNXdcY0YCNvX//UZ+8zABbLn7/5vPpo3b65r9RHcRbEmdmIxZqe83PNPEe4qxtEkLsVOONxYlZWV2Lt3L5KSksT2CZFKDQ+WEydO4MCBA+jevTs6dOgg/nOHu9FoIGKHEIL//e9/eCJzXhhWRQkbKhYdAOATLLA4eXA2z8XbWs2rih5B6Bix6hjpqyW4TsQqzQEiEz4hCDS2VcBQt/NgCLZflk8XdJW4HQGtuJ3EMqJa5FCJMm5HzZUlVFPmEhjYHMauKQ92nyX+/vKev6Jt27Y+XbxjNTYmFtdVUVEBlmWRnJzsf3CcErdiJ5Q38TNnzuCnn35C+/bt0b17d1EshLt4YbBih+d5HDp0CKdOncKVV16J5s2bh3R+PQIROzQQOU7REDqCVcfVgAVbw8u+9UtTjLUCfW2V5mN8pPEhwQod37nNWXqMBjBrYbUDbo0GoH6P1WghEQxClpZeRpgqKgHLWnE7AoIry/N7rYWHT7R4rDsbdwPE2B/4qSv/Jv4+9z/T0a5dOzRt2jQmRYWQDh9rlp2KigokJSXF3N8rlMSt2HG73SCEBGWiFLKWfv31V1xxxRU+uf2xbNlxuVwoKiqCw+FAdnY2UlJ8v+pZLJaQBBGrYVbsuFwu3NJ4SljWQgkTGiJHwOL0fiO3SS7cIXYZSNPOEypIQLVfABhuACpYeoJxb9kq/beUUHN1KbOzBEGjakFRERJsNWBR/EtKXVmhah+RqJNiHgpXlmj5kX7+DAqfudcslj1/7F+T4HQ6Y6Y9g3C9jzVRIYidukxs/cUNIvhpgxEibrcbRUVFOHHiBLKyslSLGEWrUac/KisrsX37drGBm5rQEeYPp2XH6NwVFRVU6MQbjP6lgR/SB+6Gnv9DtoaHO6V2vDI2Rw2b3dgdMaGCiA8zGHGx6JFYFtzxUmGhl4kVSJAxAFiDTOI006dLGpidWFb7PuhZbtTwV6eHdRJYnDz4RAvI1X0Vi7DUPkzw+h9XYHzLB3Brk3uwf/9+XLp0KawtevwhnDsWLTt12YUFxLFlB/CInUDSEu12O/bu3YvExEQxPkeNWLTsnD17Fj/++CM6dOiAbt266Vq2wtl7y6hQO336NO7t9ERY1kAJE34sOgzLglgYWJy86MJSIriwbHYe7mT5fDa7PEbHaHBywFadAAnWymPEwuMPtgZwm7gHsQ7jPbikJJYRnxpJptDpmaWssyPE7Wi5sgCAS2TVb04GLTxq5F71quz56/ufR5s2bUJWVd4IsZohVlFRgZSUlJhbVyiJS7EjRNgHIkQEsdCuXTt0795d15wYS2KHEIJjx47hyJEj6NWrF9LT0/0eE80AZUIIjh49ium954bl/JQwYUDo8P0vE5+rCR0Bm12+z+Imhuu4CJYcverJ8skNjguAhHLAZTC2Rvn6jFhQgondMQLrNJ7aL6AWt6NWOFAPf3E7Wlgr3eBtHusO892PioVZghI8Uh67Yo74+//tnIm2bduGrKChFkK8TqyJCrvdTi07sYrZjCxCCIqLi3H06FHDYiFWxA7Hcfj5559x/vx5DBo0yHDhp2hZdmjrhzhFR+gwErM7n8CCT6gdK7qwJBdwQegorTr+sNYQIAb7YiVUBJatZTT9W6+asrVabt0R+mdZHYBbYsWxGUhRlyJkZdlMugj9dj5XidtJKPdaNLyXDGnGnixA2fu5sjh5cIksbN7PIOElEwYQy+OPZ7MWyp6/ffBvaNmyZcitPrFYUBDwhEZQsROjmMmUcrvd2L9/P8rKykyLhUjE7OgFWtfU1GDv3r0AgOzsbFNBZNGw7NBA5DjFqNCRWHVCnQ1lhmicWyp4zGRi2exyy5BacHIorTtarizWqW/dsbi1XVmJZUQ15oYh+vFRCeWePxSxMGB4Irq0bHYeDOfpl+Vq5LkNqQUr80P6wLLtJ9nnMdzCBwAe7vlX8fcF/30G7du3R2JiYtBCJRYzsQCPZadBgzCaF2OAuBU7LMsasuxUVVVhz549SEhIwJAhQ0xF5Rs9R6CwLAtCiKbYuXTpEvbs2YPmzZujV69epv9JwmnZUZvbbrdjXIvQNvOjRADJDUPNbSXCsuATWFhcvMyyAwBWR21Xc6iUi7fZeVkRQTUSy3l5vZ0YvDqZtfAYKTAYDErrjhqBpPgDwaWgJ5YLLc+hm51FWAa2Cje4ZPmJhPpNAMBc0QPk58OimIm08FEWNPz7kZfQvHnzgIRPrFp27Ha7ZqJLXSEGLyfGMGLZOXfuHH788Uekp6ejR48epj9kkXBjAer/AKdOncLPP/+Mrl27BtyyIpIVlM+ePYspHR4Py7koYcJAfI4Iy4LP7A4AcDewwuLgwKdYwTp4wI+VRRm7o0S8MYYLg2nn4nA/y0moMB7DI6C07qihtO6wEnee0pUVKoy4sMxmwiVeMv9+stUcLBwBl8TKhY6bB9c40ROSpRAzMqGjJEzCBwD+0vVp8feX9/wV7dq1Q2KisajwWLbsULETo+jF7EiDeS+//HK0bds2oHOEqtmlFoLA4ThO7KhOCMHhw4dx/PhxZGZmomXLlkHNHy6xJu16/uuvv+LRXrlhOQ8lTJgROt64BcbFw8IwACFwe4UOlyK/cFtreLgTfWN3tFpDWGuM3UjNWBiCTTs3QkI5gbNx7ASZKuN1jLqyWBfASSpW67myZO0iJFYcqStLT+goXVlq1ZTZGg6MiwefWPuGs1UukCt7gvnxsGcejgMYCxjvEBLGL6T+kBY0fP67x9G2bVs0bdpU84t1rFp2qqqqkJqaGu1lhJW4FjtqN3KO47B//35cvHjRVHyOmXOECiGrTBANbrcbP/74I+x2OwYPHhx0x/JIuLFuTv5zWOanhBGjQkcSnMn37SYGJlsc6v8TVkVmln8LCQ/eFnx/rHCj9TqUgsdfppnN7j9YWS92x1oNVStVsDV39Egq4w3HR2la6Ay4shiOgGcZWLzix+LgZILH4uRgyWgP/rcTYIg8aJlhWdF6o2vtCTNzrn5N9vzVH3PRtm1b8YssENuWnQ4dOkR7GWElrsWO0rJTVVWFvXv3wmq1Ijs727BpUYtwu7Gk5xBii4TaP9J/kEAJpxuLEIK3bvkwLHNTwojBQGTRmmOzgXRpJ7PqAPC4r1Rw+4nLERA6XoeahHJezApzRMDyYtbCE0hzzmBIukA0z5cQYCyPGuFwRVrtnhR0AWJjwVittbqJ91WXTISyt4wwo+8L4u/ztj2B9u3bw+12x6Rlp7q6mgYoxypKIXL+/HkUFRWhTZs26NmzZ0g+UJESOxcuXMCRI0fQtm1bv7V/zM4djvVXV1fjzub3h3xeSpgJQOgwiQngEq2ytHItF5YUaxUPLkn9cxwKoSO9uWpV5k1UqQvjaBK8APJpZGlC8KhlRPm0ibBru+2s1QTuZIPn0rD4GHVlJYZJkAL6jUGJzQLG5Tm3xcWD4XhPYDwAdG4P5rdTgNsNeAWN4NbyPIlOELM/Zg9ZJHv+xs8vIC0tLaIFDfWoqqoK2pMQ68TGXzoAbDYbnE4nCCH47bffcPjwYVx22WVo165dyM4RbrEjNIU7dOgQLr/88pCuHfBYdvSyvQLhwoULmNj20ZDMRYkggQidBBtIWgswLh4kgRVjObSsOuIUVdr7Eyp5cDb/n0W1TCyhqF0wlZSlfZ1CIXwEki74Ch6tTKyESgJnw9Cd2yp0lE8KvyVLLW4nQZp55Qchbsdnu4orS7VvFs+DSWsJcrIUYC1gJF8MZaIHiGoQsz+kMY7zf3ga7dq1Q3JyctSsPlVVVWjUKIBCUnFE3Iodq9WKqqoq7Nu3D+fPn8fAgQPRtGnTkJ4jnGKH53n88ssvcLvd6N69e8iFDiAPgA7FN4hjx45h2mXPBT0PJcIYTS1XCB2kNgU4DoyLEfdbnDw4nUKBgtCRWnWE4GSjQkdJYrnxuBFT83qFT6jcXaEMWpZ2jRcwGswtzuHtP6bmOvPnwpJadSxeEaJGglH3lckGoVLrDgAwHA+4eZAEKxgXB6Zlc+BCGcBxAGsRTyEeL7RlUHNrxRizBr0ke/7u/+ajefPmEbX6VFdXU7ETqzAMgzNnzqBhw4YYMmRI0PE5aoSrzo7D4UBRURE4jkPDhg3DVrlSCIQLNm6HVkSOUwLJuBKETqOGIIk28AlWkAQWjFMu+tkaN7gUFmwVp+vOAjwiRw1eR/hI3VSmhE4AFkzB3eVozJgqFihgtAWGlGCsO1quLLaGGLbuWFxE9vdXurIiibWKg1vjM8RbGVjAgnHXfv6IjQUDgEltClRUAtU1AMOACPWdOM77WWfjSvQIPNh9lvj7wt3Pol27dkhISAib1YcQgpqaGip2YpWEhAQkJydj0KBBYfsQhMOyU15ejj179qBp06bo3bs3du/eHdYqx0BwYofjOIxpOClUS6JECpM1dEAImIQEj9Cx2QCLRWbV4VIEq463CW+SFWyV4nPLBX4jkcaQJJZzwTWlDJDEcgKGJ3A0lljCTP7rmLHuJFQSXUuXmnUnEgjij9cQP4IrSxCkYqq/vzYSwjBFCjoA2Co9itGdzIKt5nyKDAIASWTBODiA5z2Cx+kCEhM91h2egCHEI26EzzbHiZ9zpegBYiOWxx8z+/+f+PucrY+hbdu2SE1NDfk9r7q6Go0bB9jxNk6IW7FjtVphtVrD6uMMtdgpLS3Fvn370LlzZ3Tu3BkMw4TVVcYwTFC1dmpqanB7s6khXhUl7JgVOkCt0ElIABqmgFgtIFYr+AYJYJycWOQN8Fp1kryix/uNnK3iwCX6/i/a7JxPtWU1EssD+4xqBScHQ2I5LxM8Zkko17C8OI2JQavD/zgzgcqec9e6sgT3lhmUrqyAsq+8rqyECndtULJiKYLosVZ6Ap44b/o5scqtOwCABI8aY1w2wCt0RHHjcov/B/EUy6PH89e+Lnu+qGg22rZta6orgBZU7MQwZhuBBoJQSybYAF9CCI4cOYJjx46hT58+aN26tbgvnIX/hPkDseyUlZXhz22mhWFFlLASrNBhLQDHA1ZvHISK+8ooNntgn+toWHWUCDdzZ0PF39Og9cqoGEmwEzgbBG7dEYKTBQRXlhFBE2lXVkK5ymfHK4BEa48iO8tq94gePtFzqyJe8cO43Z7PaYINcNoAlwtMchKI2w243IDwueeJ3Lojydby69KKIaGjxhOZ88Tfn//ucbRv3x6NGzc2bQBwu91wOp1U7MQqkUoLB4IL8HW73di3bx/Ky8sxePBgH79oOAv/CfOb/Tv9/vvvMr8xJU4wmnEl+Z2xWgGe96Tx2myAlQVJtIJYrWA4DsTGgliFrua+p/RxZcFjBbB4hY7UqqPmsrFVesYRgwInmEysQEi8xMPRxLyVx+ImSKggcDYKjelJLTjZWq1+s2ZNBjJLkabrW1zqrqzEcg5E+tny0wwU8BU6ainn8v0WMBwPYrWAcfOw2J2e7YmKD4AgeACP4GEsIDar+FElwhfiOI/j8YeyoOHifXPRpk0bQ/XaysvLASCoArzxQNyKnUhYdgSBE6jYqa6uxp49e2Cz2ZCdna1qboxUZ3Uj0EDkOCZQoQOPZQcJNk/tEgsDxs0DDAc+KQEWpxucVf65FVxYsm0qLiw9WAevWQcm1tATPIEEJysxYt0JhbuOdXqsOYEidWV5Ym5U1qwSt2OrCMH1zWoB3DwsVV7RI3x2nZ54HVHwAGDcALFYQFwuT8A6x8vq8MR7HI8RpveeK/7+4vYn0b59ezRo0EDV6lNRUQGg7oud2CvlaJBwt3IAPDEvDMMEdJ4LFy5g+/btaNasGQYMGKDpV42EG8vI/BzHUaETr4RC6Nis4k8+yfNZtThr7+QWh7EecdYq/3d/pXtLz6oT7kws2eE63/ATL/EBNbgMV6XoUCEVP7ZK3q+bzmxslSGh433bBPFEWOGn7+2JeD/Dlhqv6ElgPZ9d4b3zWicZq9WTWWizeVyzwlyMBWAsHlHj/V35/+N70th+D/3xXPYrmNTuMdzebCpubXIPTp48KTMUlJeXw2q1IikpKeBzbN26FaNHj0Z6ejoYhkF+fr7fYzZv3owrr7wSiYmJ6Nq1K5YvXx7w+Y0Q15YdjuNCWjBPSaABxL///jsOHjyIHj16+O03wrIsnE5nMMv0O78/y47D4cBtTe8N2xooYSRkQicBJNEKxs2D4SRWnZQEWBwu8Elyc7g0SFkgEKETyzAqS00sJ6br8iRU8LJGqAKs5N9esO4YCU4WENxYbkW6uc2unYKuVsFZDy1XlhI1V5ZU6BCGAUPkr82fK0sc53VlCdYdwJt+7uJqXayAp3yC0trPcWAsFo8VR/jfEF1adcOFZZZHLp8t/p52VxKuv/56JCcnB3Uftdvt6Nu3L+655x7ceuutfscXFxdj1KhReOCBB/DRRx9h06ZNmDp1Ktq0aYMRI0YEvA494lrsAKErmKeFGbHD8zwOHjyIkpIS9O/f31AX2XDH7PhzY126dAl3pT0ctvNTwoTKt1EzQke05AjxOjwPxu1J6QVqrTpqFh21IGVB6EibNyqzsEItdMKRiWWEQASPERLsRLVyNOsVQKayr1Rq7ggd6ANeXwUv+5vrubKEWKxwQFgWjOCCcvOez7DN6glMBjzWHcjrGIoxPEJqusY1PZZ6a0WC0o9qsPqjDcjCCNx888148MEH8Yc//MF0kPPIkSMxcuRIw+OXLFmCjIwMLFrkaaNx2WWX4bvvvsNrr70WNrETt24sIXg4EhlZRsSO0+nErl27cOHCBWRnZxsSOmbmDxQ9N9apU6eo0IlHVKw5poWOV+DAZqu17nhTexmX+ufF4lD/X2M4/zcAaeq6HrGQiaWFtOaOWt8tAWWLAwCwhbDpphKzlZWVWFwENknhRz1ri5G6QwkVAVyT/biyZBYcL4IwB+D5LBOv8AE8n2WvOwtAbeahVsdxiTtL09pTx4SOkv/+978YPXo0EhMT0bt3byxevDhs59q+fTtycnJk20aMGIHt27eH7ZxxK3YsFkvY410AY2KkoqICO3bsgM1mw+DBg5GSkmJ4/nC/BjXLESEEBw8exP1dZobtvJQw4Se1XIhHIDyRCx1v4UBB6DA2q0fo8Lz4LZckJ3hcA4meb8bCDYdPsvkIHbUgZTWslW5YK+XHBipobJUcEi7VPhLLedkjoZyTPcKNnuBRw4jg0UsZ18q+Mnq8gNF6PwIWl/HYIz2hQ1TcJMRsGxCv6CFS0WKV/G7zZheyFlG8A6j9jAvXWkH8KL4oCNvqGxu5dThz5gzOnz+P5557znDcTaCUlpbKSrAAQOvWrVFeXo7q6uqwnDNu3VhA5Grt6J3jzJkz+Omnn9CxY0d07drVtN8z0pYdWhE5jjEgdMRfJUGbjM37b26VCJ3ExFrzf1Ki58Yg/abs4gDWc5yWRQcA2Gq3ZtFApcgJBGnKsqrLRPdY+f+Vs3Fo89YZLrTp5WYwInzMtI8IFC1XFkOIqrgxAlvlEi00opVJ+MLGEZCE2tuWELsDQB6zY7UC8NTiYaxWbXcWoOrSqk/urI3cOvG+lZqaijlz5mDOnDlRXlXoiXuxEy3LDiEExcXFOHr0KHr37o20tLSA5w93nR1hfpfLhVsaTwnbuShhxIzQYVmZ0CE87wlGhkT4CEIHkLmvSKLNI3SEuZxu0dIjFHYDPCJHD6vdDd7mXwQoM7FkQa0mNIS/Oi+AXPwohY9eJpbfeSt4w4LHVkngasjIgpMFhNgcm53ApZGKrlWs0FpDfAKVZefVidcR9kktbgxHRKuLrZKTvU+yzucSEi65A/YVsN6KycogZjUYp7u2mjLPeyw7brfY302M31EKHrdbjNdhWBZELTFEkqLueVr30tKlSIVOJElLS8Pp06dl206fPo3GjRuHrVdk3LqxgPA16lSeQyl2OI7DTz/9hOPHjyMrKytgoaM1fygRApQrKiqo0IlXzAodAdZSK3QIqbX22Gy132aFG4TgCvAKHZJklQkdLaRWHSFWxajQkWKrcMMWSKxHgPhzdallYunOp+PmsShivM3E77Aq2VlaVh212B2tAoNmXVmMShySFJtadWQVlNYea4XTY8nxh17ArCB83O7a372iibjdIISXFRcEJJYdNXdWHIsXM0RL6ABAdnY2Nm3aJNtWWFiI7OzssJ0zrsVONCw7NTU12LlzJ6qrq5GdnR10ie1IiJ3y8nJMaPVg2M5BCSNBCB0R4dsyT4DEBM8FX3BdAbWmf1ftDYtx6ty8dO57VrvvcXq9saQih1cJQtXEbKyHBpGK7zFLIP2rrNXqN+lgKiqbzqqSLMGflUbof6WKRYjNUbzPQuCyIM7VRJBE8Ij/E8L/gyRQuXaft8igYLlRyXSsa0HLBa61IRU6lZWVKCoqQlFREQBPanlRURGOHz8OAJg1axYmTpwojn/ggQfw66+/YubMmTh48CDeeecdrFu3Do8//njI1qQk7sVOJC07ZWVl2L59Oxo1aoRBgwYhMTEx6PkD7V1lBEIILl265FNKnBInhEDoMN4gZDErRRDWbkHwuD0/XW6QRI+ri6gFH3tvXJYa9RsUa6DGDgCwNZ7z2yrdYtNHI5iN1zFLQgWva50xkoWUVMapZmKpYSQNXEvwaIkazXmqeU1LjnQdyrUbzcpKuGSs4KSAtdLlK3QE71GgN2ClhdKi8r+hEDziPpVKyspig4LlR/V/0EhhwhiiwLVWzGYOFbt27UK/fv3Qr18/AMCMGTPQr18/5ObmAgBKSkpE4QMAGRkZ+PLLL1FYWIi+ffti0aJFWLp0adjSzgGAIcSAkzRG+eGHH9CkSRN06tQpbOc4cOAAAKBx48b45Zdf0K1bN3Ts2DFkqriiogI7d+70ScMLFhqIHOf4uXhKxY3sAiypOSWMYRISQAgvCh8I1bytim+2iQlgnC4QbwFBwYXFOFyyoFBe4triEyyi0CEJkho7EjeW1LIjiB0B6Td3pWVHGhfiI3YU3/iNxOzowUiugs5GFh83lprYUYoBi/e5snmo0o0FAKy3crGrgeRvo+KyUqu7I4gdd7JFdTunrG8kbvf9IynbR0jjdmyVnI9lRRq7QywQrXIykSJ93xTXSVuFIk5Gevvx/o1lFiGdQGUA8tgdoNZK6eZ8tomZWBzvaSUhPb/Cuk54omm1iWcrTziETrxAA5T9wLIszpw5g1OnTqFfv35o0aJFyOcP9WuggchxTjBCx3vxllZJNiN0fM6lKCooFTqMmwcrVLTVEDpSrJUuWb0UvbTjaBUMBLzxNxyBq5H2TUHP6pFQyfsIHimsSn8qNaETapTVk612TtfFaAZZ9hUPUfBIt/sIHcDT4kNZWVml2nJAWCzeAGYrSHWNZ5vyWiucX5KZJXNnKQQMFTrxS/zY3lQId4Cyy+VCaWkpqqurMXjw4JALHcDzGgghIXNlVVZWUqETz/gTOhbGc2ElvK9JXSp0CAEIAREuwrzkp7TwmjCvV+gQSVsIQehIrTpmsTg5dbdFCAmlVUdKMA0sE7xF+tSsOrJz6LizWCcPW5X2fqk7S8u1ZfPj8lIWezTjyrKZcF+pCh2fxWjvEoWx1z0lCnOXG3A4AJcLqHF4PtNOb+q6y+URN06XT3yOLGZHYX3ScmepCh3v/2Ks85VzTb0WOkCci51wWnbsdjt27NgBhmHQrFkzNGjQICznEcpyh0LsnDlzBuNbPhD0PJQoonPh1KySDMgrxArfihNsnrRbYazg4kqweW4K3hgdKCw6jMMNRqW2DuNtE8FWOcFW+b95sXbjN8NoBCdrIrnB2yo4Q6LHoiIKEi8auzaZaeNgJF6HNVitWg+twGR/WVmqc/kTOnohAdLYmyqH51HtmY+pdnjHKGJyhGMUsTpKwSNu44SWKbWvTSZ4VNLQJQP1XllMsMGxOqwtleKF2H+ndAhXgPLZs2exfft2tGrVCp06dUI4w5oEtR2MaCOE4OjRo7in44xQLYsSTVQEj/LbplAlWezerLhYw3sRZxK8lhrpPmllWaerVvQAosghifKLo1To+IO1u1SFjlrJ/3iA4UlE0+KVGLXuGEEIVLYG2afMWuF9f6UCQSX+xlrh9HFTGUFwfVnsDliqnLBUOSWdy73/Cypd0TVRETzE7fakpCstOeKvKsUS9YKUY5Avqj+EzWagk2s9IK7lXqgtO4QQ/Pbbbzh8+DB69eqF9PR0lJSUhNVVZrFYwDBMwK+DEILRKXeHeFWUqKKXhaXcp1ZXR3px46VWHk5skojEBB+LjtY3bEHoSCss89IqtpJ4HYvdKe9ZFALCnYllFFuFG65G5i6ZtkoOrob+/x7WKg7uFO1xtioerhSNWCgVwWPGumNx8rLYncQyl8zSJi0wGHYsAHiPyBHFk0pcjwhr8VhmLCzAc5Ln3ngdSbaVrIigNy1dDFq2MLX/K4LbStinKDSo6c6KMT6vWhWSjOG6QtyLnVAJEZ7n8fPPP+PcuXMYOHAgmjZtCiD8dXCCOQcNRK6DBCF0ZEiqJotCR4ogdASrjsslBi8LVh2mxgWS4P9bocVeexMxKnT0bp5WuwuuRrXntSnjfRSijDCAq3Fkvr0aFTyMJAhZKnjUgpPVmqSqiRVbFW8qPsnqtQjxiaG1OtguOQ0JUGuFXFzouqu8gsZid4hWIdVAZUHMGBJAcsHDJCfVBip7jxf+hwjH1Vp4FKnomkHJMcy/7CuRlJQU7WXEFHEvdkIhRBwOB/bu3QtCCLKzs2UfkkiJHbMxO1VVVbiz+f1hWhEl4qiYwfUaEmrW1WFZmdAhHAeG8+632WpTc6XWH4nQEefRqKdjBmK6irLn5kgsDGwVtefXzdry7rKV+67XiADSCk7WI+GS25C1RooRC48/6w5bw/ukmwvbuSTjf+vEiy6f9HTBuiPUPrK4eePWHZ6IQkHIvrLaDQQkK7DYhRgcyIoTeiY2Yd2R4nbXWmiE5riixaZ2ToZlQYSimoosLMbC1M4BDREUQ+0j1pf/I2wtF+KZuBc7wVp2Ll26hL179yI1NRW9evXyiViPRHq72c7n586dw+T208O3IEpkMSJ0tAoIWiQXbEkQonBxZqSWGaXQ4TiP0FGeW03oSC02XmFuqfGKEwNZHlrxOmylC2AZGJYOJupbSQWQYcuPTvaRbG6D7inlMf6sLP4ET7SxemOxtBqAesaYEzqWyhrNfaatOy53rZhR7hNcVQrBI7aSUHNluU2K/igLnU/KlqFhw4ZRXUOsEtdiJ1irS0lJCfbv348uXbogIyNDtVBgrLmxiouL8cjls8O6HkoE0QhslH5r9KmrI1xQpdsFoUOIrLAg4OkPxCiDFDmuthGogNMps/joubDMCB0lrN0JotfrKAwEJHwA3QahguBRy8QKBr14G2u13LrD1vDiT6l1xyoJarY4eB+RxTp5H+tOyJDU2ZGh4soSrTlKzFh3BNeUcp/EVeUTm0MIiGBNl84rCDieeI5RxOuILyUGXVvrzr8XdPuiukxci51ArS6EEBw+fBjHjx9H37590apVK82xghAhhIStaZoRsUMDkesgBjI4NAsICggXXeFiLRU6Fsm3VnGbxTd+JyHBI3S01uBwgtiSvb+7NONy9OJ1WGlcjwmhE47AWEH4hCLOx1bJweLmDQcuW+0c3A0kAd0qwiac1h213mUCCWVOmQVO6cqyXXL6dKkX8bqyWBP1lESho+eigoZ1x+mUZxhK55FaboRdguCR9n+zWOSCB6hdh9JC43Vt+RU5GuIo3Kw9uwTNmjWL6DnjjdjMlzNIIG4st9uNvXv3orS0FIMHD9YVOkBtani4+lcB/vtjcRxHhU5dw4jQkRQQBKCebg54uplLkQZbArVWHWnKuXCMy+1X6Hh+unyqKethcbrB2p3iwyiRzLyylbtUY330MNIji1EJQgakXeHNf0ETLDiAXsNPnc7rjuAyttRQWr0CEjq6g1S21ThqLTniOJWBagUDOWmXUm+MkcUCRno8w8gClJVfMPTi6KLFk19NDanQmT9/PgYOHIhGjRqhVatWGDt2LA4dOuT3uLy8PPTs2RNJSUno3bs3NmzYINtPCEFubi7atGmD5ORk5OTk4PDhwyFbtz/iXuzwPG9YiFRVVWHHjh3gOA6DBw825NsMRR0cI+fQmr+6upr2uKqLCCJG4xug0SwsQeh4TO6M7zdam7eAoJvzZGVJcSm+KEhdXYSIQkfq7jKSbWWpNnAjiwGE4ORARI8Ss3V4/Akea1V0OrEzbmVFZc9zIxWwGel1WOuSLGRc+RzsR0TUOFVEjlqRPz/blMJG+NXijQPiePWMSEXAsq7oiaBVJ2W0E+PGjUN6ejruuecefPLJJ6iurg5qzi1btuDhhx/Gjh07UFhYCJfLheHDh8Nut2ses23bNkyYMAH33nsv9u7di7Fjx2Ls2LHYv3+/OGbhwoV44403sGTJEuzcuRMNGjTAiBEjUFOjHbMVSuK6Eajb7caXX36JG264wW/hpPPnz6OoqAjp6eno0aOHWLnYH4QQfP3117j22muRkpISimX7sHfvXjRr1synoemFCxcwse2jYTknJUbwF5ysl4quFrMDeMSJ91usbLtaDI7UKmSzAYLAkY7VEDvKeB1GamWV7FMGJ8vcWMpGk4qbiMyNpZJyHgw+mVjeS6GroaRlhsJ6oWbZsUgEgquR1a9lR4C3qb8AqcVFcGepWW20Xr+1mgOX6CtKrVVun15YQtyOVdK1Xvl+8VaLTOzIm4F6frdWCpl0kmNVLrEWu0Nb2KjdinjUVkqWighhrPT9EcSWdB6OAxHKLKg0GAVQu19tSRoByrHQI+uD315F+/bt4XK5sG3bNnz55ZfYsGEDNm3ahNatW4fsPGfPnkWrVq2wZcsWXHvttapjxo0bB7vdji+++ELcNnjwYGRmZmLJkiUghCA9PR1PPPEEnnzySQCe5KDWrVtj+fLlGD9+fMjWq0VcW3YEq4s/V9bx48exZ88e9OjRA5dddplhoQMADMOEPUhZbf7jx49ToVPXMZtubsSEToi20HG7azOy1HAEkC5c44SlxikXOnGOT10fHSwKS4gZC4+y43goYR3GrldGXFl6Vh29AG6ldUe06Gh9v1YRQYzUSqjm+rWoWG0YBsTh8Dykn0uFhUe1grIEMUA5BqsjLy1+Be3btwcA2Gw2XHfddVi4cCH2798fUqEDeEQJAKSmpmqO2b59O3JycmTbRowYge3btwPwJNaUlpbKxjRp0gRZWVnimHAT1wHK/oQIz/M4cOAATp8+jQEDBgTs1wy32JHG7NBA5HqCkQuoXul6lpXH7Ag3EJXsKMJxYNze45UWIMDjzpIep2HVgZsTU9CZaicYq4ZLSydDK9rByUaxVbrAcERW3NDwsXY3XA38X1otLh4WF2TByErxYa3iNOOY2BoOXJK5QGZltWTPOeQCjXHzMuuO73Mis+4IVh3A48oKRaYdU60SgCwboMigEsYKMWaMpbYJriylnKmtpKw1ByCrq+MZGzsByksOL0DHjh3DNr8Unucxffp0XHXVVbjiiis0x5WWlvqIrNatW6O0tFTcL2zTGhNu4lrsANoZWU6nE3v37oXb7UZ2dnZQRZYiZdnhOI7G59QHdISOcDGVxgn4NP3UCk6WjmNqC6H5BDALKGN2tKjxfru2WsUmjNASOkEQK20hpNgqaqs5GwpO9qahKwWP0oUVLqzVtdcp1lHrzlIKGikWFw9eowCkv6BjMfjcT8yNT5yOTkVl8TOmulNS8E+ZxeVwyESLquBxu32zsCSCh/j5n2AsTFTTzt/8ZR66dOkSsfM9/PDD2L9/P7777ruInTNcxJ59ziRqGVkVFRXYvn07EhMTkZWVFXQ1yUiIHYfDQYVOfcFMcLLvztpf1bKwhIcWaq4sLUuMw1krdHTQa/BptPmnxe6QZW+xdifYCsWj0iE+Iom0mrOp43TSvKX4C0Zma3z3W7xuKrV9oUAZqKx8rnusIlDZUOaVcKxU6BgVvzUOeUahNBNR+H+RFhsEfDOwAE9LCa3g4xgIUH7tpzno2bNnWOZWY9q0afjiiy/w7bffol27drpj09LScPr0adm206dPIy0tTdwvbNMaE27iXuwohcjp06exY8cOtGvXDn379g1Ja/twix2n04m/Dn45bPNT4gefVFeZtcYiE0qE48SHDMlnXszWMmrFIcQjchzOsFhvLHZH7aPGKf7u/0D5U7bSAWuF5FFpLt5IKzhZC1uFyyd2RRmvo3qc3W3IqmOt4nTjZwIVNWqxO9LaPmy1tz2ESyU1XS9Wx03kJQU0/n66763kGKbKAabKoCgSBEyNQx5npmVdcqnH7YiCh+N9XGbi/6HOlxJVwiR0Xt7zV103UighhGDatGlYv349vvnmG2RkZPg9Jjs7G5s2bZJtKywsRHZ2NgAgIyMDaWlpsjHl5eXYuXOnOCbc1Ak3ltvtBiEER48eRXFxMfr06RPSIK1wtow4ceIEnhm4ICxzU2IcvUwr735ZJWWL5EIqzcSSCiKpuOc4GDa4C20jtL4cGPzSwDjcIN4YFKbKAUbSt8tUvE4ABTyVgsfdMEFjZOBYK11wNzRRgdnNw+rm4W4gP0ZNXKihVnRQiRC7I3VhSdFzYZlBGbtjGK2KykZQxNKI+LM4ah0HyFxXjMUCItTfUYu3UfTJEoikK2v+D08jMzMzYud7+OGHsXr1anz22Wdo1KiRGFPTpEkT0UsyceJEtG3bFvPnzwcAPPbYY7juuuuwaNEijBo1CmvXrsWuXbvw3nvvAfDE106fPh0vvvgiunXrhoyMDMyePRvp6ekYO3ZsRF5XnRA7TqcTP/74Iy5duoTBgwejUaNGIT1HOCw7NBC5nuMvQNlgyrmAEIPASD+nKvV4ANQKF6fLY70R3A5GraCCxUe44TT0VleudgIWi/Fv6FLC0D5CKn7MCh9GpwWEWcEDeHpKKQWPErbKDS5F+z3QC0hmazhYHG7wib7HM04OJEF+nMXJg+HkN3Fp7I5gtdFqB8JWCfs14m54Hky1Mfef6c+Lso6MNO5G8jtxu2Up5spjNFPOGYvcWioRQZFOOZ+37QkMGDAgLHNr8e677wIAhg4dKtv+j3/8A5MnTwbgyRaWZjUPGTIEq1evxnPPPYdnn30W3bp1Q35+vswaNXPmTNjtdtx///0oKyvD1VdfjYKCgoh1Z4/rOjsAsGPHDpSVlSElJQX9+vVDQkLov839+OOPaNSoETp37hyS+Wggcj3Hj9DRawIKQL/jubhdUQNH4s6SW4I0rEJKF5bVKglU1j6PTLSw8nX7WHakN0rFPh/Ljj8tZNASJIgef24sH7GjVgJGITzUBJIy1kUQPGqWHYvTc4OVCh41y45WfR22xmPBUQoeS7XbR+x41us7tz+xI1h2NMWO932wVDkNvYe6wciyhRFPADKgLWAk7yGRurcU42Xp6Crixcct7Ge7Z2foxU7ulkdxzTXXhHze+kqdiNlJSUnBwIEDwyJ0hHOEyrJDA5EpegHKgQodTbyfW+Jy6wsdLZwuT8q5gUBlU4QyrdyEy8ta6YS1IjRBzmyly1SLBMPzhsjtBHiEDuCx7ihhXCrxPAoRxiiue4ybF4WOZ7/2d2WfflbK/UaFDlArdABtK6D3c0CcLp+aOgK+veIUhSoDETpAbT2eENXkmfXvB6nQCTFxL3YSExPRpEkTU4UCzcKyrOkeXGqUl5fjtqb3hmBFlDqBgZgd2VOd+jVCo0PxouwvK0uJYNVxuTwPp/fhM05HIOn8DwZVeyVM/9rBZHZJLTZmBI+tzKFr1ZFv0+qB5Xstkm6zOPxfqyw12ms208vMB0JgqdI4XhoKYyJDy6dNhN7ppZ9ZlSKCqlgY9UB/cVLeeE+sEFh4nvxqKq6//vqg56HIiXuxE87gYYFQWHZKSkrwp9YPhWhFlLjHn9ABZBYgWVNQ4YIq9PKBzjdPrUBm6WkEgSMEKeuIKq25Q0kgwcnBwJY7wFYYs1ZozqEieLTStVm7f3GkZd0xImS0MGrd8Rkj+WxZqh2+/dckfy+l0PFn3fGLltBRuj0dTrnrSrrP5fJ8xrU+VzGUcv7YvyZhxIgRQc9D8YWKHQMEI3YIITh06BDu6/xUiFdFiVuMCB3pfrWigkbGqgUye0vkE8KLNwFGLzA5UIuMERdbsOcIMVLBYxaG501ZRIwJHh3ri4p1R4rF4RZdWGawVDlN1dRRRUfgMHZHrVXHX0aTP4uO93NDXC7tlg8uxd/Qj5CW/S9GOOX8wX9OwM033xz0PBR16kQ2VihcTHoEKnZoIDLFBxWhoszwMFpUEICmqCAcJ/9WzbLaZnzZfDrWGn8uLGlcTwPtQp6MwwmSkuh/LUYIsRWIrXCCIQRcA0n8nwnjBGt3yo/VHesC5ydDS/f4Gje4JKtf4SOFcXLyon/wWHf8dbNnOA6MU3IejpN9ViwVNZqfRYYQ89Y6g64rmZhRtnxwaohPIWNLx22leb4wpZxPXXM7br311rDMTfFQJ8ROLFp2XC4Xbmk8JUwrosQtYql7jRuDmVo7jEV0YwEA2NqUWUbPWmLG6qJEKmikwkh5PunNysJC9qosjDzdWHEjZKTPfTJ6GPApQSQiGHSrCFYao8JFeazacYxKrI61rAZ8iq/gEWJ42CoXOJX94rlq3GAcHIhKl3OL0w0+wfglXuqCCrimjoBKOwhZU08BnvhaZYwKHYdO3I+yLYRin+acWgHKYUw5n7jijxg3blzQ81D0iQ37cRDEomWnoqKCCh2KafwGKOtZfPQEjF5gs5oLSwhOdrs9ZfiFh5bQUWKmx5VSzBiwAFiqnLUPM4Guavi5V6m5poy4eayXjAfV+kNwZ5mJ17HoWHvU4nT8xe5Yql2+sUzKa6JKKrs4f1W15j4ZBoSO0NFcFQsjEzO6ol85L0/MZVOFQOhMWDoSd99N661FgjohdsJt2TFzjtOnT2NCqwfDuh5KnKNxQSU8ER/eDbXNQP0IIfkuA1YdlxtwuUGcLvEBjlfPwAL042rMxNyEodmnrAVFkOJHLaCWtTvABjCv0Rgei05sjjhXlUtVwDDedhCMSlsIwGPdkT13GM8cMxq7o1kU0GhwsvB5Nyh0NNHIIJS1heB4/65kSQq57P9RfoDftRrhnnvuCck8FP/EvdgJVVq4v3P4EzuEEBw5cgT3dnoirGuh1AH89NtRs+BoCiFlZhan0jNL2iDUK3IABG6dMZOFZQlPxpbuKUMkfADIbthagkcZAyNFT/BIrSlGBA/gx2JjUPAozw3AU+1YQ9xYJJWQldYdplJhsVGz7ggiRk8ghELo6ODzBUAieLRcVOFuCbGRWxfS+bZu3YrRo0cjPT0dDMMgPz9fd/zkyZPBMIzPo1evXuKYuXPn+uyPZDPSUBL3YicWYnaE1g/Te88N6zoodYxAigr6s/DoBjdr79Or4WOKUFpuVOJ1zCIVPZaK4F1LgVp41OJ1lAiCR63mjpEUcXEeDUGktOoYSjsPNjPLiPtKT8R4CUboCAU1fVDEw8mOCXMRQXZ4Bd5++2389ttvAR2vht1uR9++ffH2228bGv/666+jpKREfPz+++9ITU3FHXfcIRvXq1cv2bjvvvsuZGuOJHUiQDmalh0aiEwJGEOZWfoBzTL0OqYrMWWdCZELS0kA8TqBIgqeSgf4ht5MsEDu4zzvqTUDgE9WzyhTEwiWaofmeClsRQ1Ion6GlqXGDT5J/dJtxrojHiPtYeXmAUlgMiMUH5S2JeEICMvUVkDmefnngOO1Y8iIwo0UrNDxd6yayBH2+SkiaMiyE4A76+2Df8OXX36J9evX4/HHH0fPnj3x6aefolu3bqbnkjJy5EiMHDnS8PgmTZqgSZMm4vP8/HxcvHgRU6bI72dWqxVpaWlBrS0WqBNihxACnufDVkVZEDuEEFmmiN1ux7gWfwnLOSn1AOWFX4FazQ/CyQYA4CRPdf6dzQgJyXmJ0yW/0TEWT/sIlbGe50pLk+S5dA1JIUo9DwCLt2oyr0h/N1sAz6iACXS87lw1bs10bsbpBjGYhaVq3VEInoAR3VeKzCzhcx+jQkdA+P8LZSbWRm4dGIZB9+7d8fjjj6OsrAxff/012rdvb3quULNs2TLk5OSgY8eOsu2HDx9Geno6kpKSkJ2djfnz56NDhw5RWmXgxL0bi/V+Qw2ndYdlWRBCIO2ZevbsWSp0KMGjccH0W55ezb0ljc3hiWi+Jy53bTFBt9tz83G7ax8cB+J0Sh6SoOVgigPqffkIda+tALBUOWDR67htQPywleZcY4JVSDUjSigbYDCIWC3YWCsAmXG6TbnCAIlVB/CJxfFp96CMW7Ir3FcBVFL2K3Rcbk0XVrBCxy9BCB0pTZs2xbhx4yLW+VuLU6dO4auvvsLUqVNl27OysrB8+XIUFBTg3XffRXFxMa655hpUVFREaaWBE/eWHUHshDNuRyqoEhIS8Ouvv+LRXrlhOx+FoltoMJRxPEoimVmlJ3gYBkiW3ACCPZeOS0IQPCQ5sPo9Qn0azfo/imuTpdoBole1Gh7BI7izzIoUQNu6oywgKAgaoigYydhrAm8HYkTIVlfr91IzatERCgRKjw2h0AlVJpaa0IklVqxYgaZNm2Ls2LGy7VK3WJ8+fZCVlYWOHTti3bp1uPfe+OrzGPdih2GYsMftSMXOrU1oqiAlcvjr1+M3lsdfHI+JCzATTEfnQOJz1DJ0dCozB4uQQq1Z3Vkn6wrwih6ONySaLDVO8En64wTBIxU+4j5vDI7F4QLvJ8YnZAixODVCrI6iIKAydke5X3Bn+RFDhiw6UryCRxQyikrKgJ+A43oudAgh+OCDD3D33XcjIUH/M9m0aVN0794dR44cidDqQkfcu7GA0DTq1ENIubuz+f1hOwelHuMnFd3/4X7S0o2i/KYdLhdWMNirPY/qGlPdsP0isQ4wVQ7t2jEhQAhgttRIm4+qZ2BZDLjJBNeVT7aVVxAxiuBkwVIkdVMxbpXrp5FrqlIQKN8T5X6p0FERjwHH6Ohk7oVM6ARArAsdANiyZYunbIoBS01lZSWOHj2KNm3aRGBloSXuLTtA+DOyqqur8ebYVWGbn0LRKzTo2a1ywTRSYVl6oWcsILzk/8TH/VX7nLEpLAnBuMbM4u/mID239OaaHMK4B0LAVDl0e3hpdUdnqp211h0/gsGIhQeAqnXHCEqhozvWzYFYWTAa3cMBeFLJA62dJAgdRscapIeGe0qz55uF0XVphduiU+BaG1GhU1lZKbO4FBcXo6ioCKmpqejQoQNmzZqFkydPYuXKlbLjli1bhqysLFxxxRU+cz755JMYPXo0OnbsiFOnTmHOnDlgWRYTJkwI++sJNXVG7ITLsnPhwgVMbPtoWOamUIyidgFmgimNoyN0ANQGOgvn9/nmrCzSJhFKiQma+1SfhwpB+PBE7u4K4lu6X9eW1nFSweMHS41TzHDTO0Z0a6kIGM3KyC43YFOJ3amoVt3ug6LhJwCA5+SCR3BXCSJJmX2l5c5SEEzmlSocp51RFWaLToFrrRj+ECl27dqFYcOGic9nzJgBAJg0aRKWL1+OkpISHD9+XHbMpUuX8Mknn+D1119XnfPEiROYMGECzp8/j5YtW+Lqq6/Gjh070LJly/C9kDDBEBJAmHyM8d133yE9PR1t27YN6bzHjh3DtMueC+mcFIoh/MTHaGVradbW8WeZUTZt1BEzekJHbW4fq5C/tHMzlh01lDcsIxYf5WVQ47lUjPj2ilK5gfI8SJLCSqZWqE/iRhLOoRqY7HIDCSoWHsGCoRQwWtsFF5pyu8MBqAVPs6w8VVxp3XGpiC3p+6jsQK54j4na8UBttpWaONKz5qt8+ZW5eVUIpUUn0kKH4h9q2VFBqIhMoUQNne7oemnphOM0hBJXK4SCETqhQBmgKl2PnwDJgPDn6jLxfc+MxUY8psYlCh5/Qkc4B6wqN0tBuDhd6oJHGKNmsdHarobbrS54pPhYd3TcUUqhA8isO36FjmK8XzTuBaKVR2V3qCw6XznXUKETo9QZsROqmB2O4zCm4aSQzEWhBIVOHI/fOjxqxwl1XIhKqrqZYGTZsSatOkqUr0N5Y0xUWIHMWnWUCMJHz9rjR/ww1U7PDdWfxUgSgCsVPIZwc+qCR0BP8Ago41UEwSMJjJaJID03UlW19mdEOE4peAhRt/hI9mtaZ9Tq53gFj1mLjni4xr5QWXQ2OFbD6k8kUqJGnXhnQpWNVVNTg9ubTfU/kEKJMqoxPBbGvPtLGC9xwRCpO8bCgJFewMOVZaWF8gYcqiBkI6JHQEv8VNfUHq/mwlLA1Lg8VhPAvyvP7dYXO1K0RI1R1MZLrTtCLI6yDQTPaQYNi+hYZIggaHwEr75A0iSAe0CohM4X1R/CZotQCQBKQNQJsRMKyw4NRKbEHGbq6Rg4JhBrEKCIjVC6vMLhdtJD6QILtu1EdY3nBhqoiJK2RAB8LVFSpH/HGodn7Wop38I4YQygLir0rDtV1YDazbeySt1FpWbVMeTOUtbWkTxXc1+pziEJYNYROrop5FG06HxetQqJeu87JSaoE3V2go3Z+f3336nQocQ20to5Rrqlqxzjc3E362JSCxKVtJmA21u+3/sw7cLyh5qFoMYhf5hFECnSuj3+avjoXWukLh1/GFmv3hinyyNetNByIal9MdSyTCnT0KXjHJJGoFJ4Xi50VKwxRE3U+OlerkkUhc6/7Cuj3uqBYow6Y9kJROzQQGRKXBJIJWPvMfKLvKSJaBiCKonKN/uwW4Kk5wzkXFWSnk6C4DFrPXI41K0qqmOdgDJVX0mNQ791g94cLpfxtah1K1cLPNbrai4ep51uTgSRpExP10Gsl6MUyFEUOvkVy5GcHL6K3pTQUmfEjlk3Fg1EpsQlfooP1g7T7qWlerxaBV9pF3U/mTBGM7hUBVC4OqALVpZgXAyE+I/vUYsjESwyeq9NsJIIN//EBHWri5vzPPREkVTwaFl0pFYaqYvKpWj4KQgZQWCoCR6lxUfmvtI4PyFyi440nkfn+i0rDCgVUVEUOp+ULUODBg1MH0eJHvXSjeVwOKjQocQnBttASFtI6MY6qMBYGN8u6kKH9DBAahzyTuuqiwoi/d3hUI9JMVtirLrGfBCsIHqM/O30Khcr96v9nbSON+POMoLTqe6m43n5upT9qbQyrIwKHem8URQ6686/h8aNG5s+jhJd6oTYYVnWsGXn0qVLuK1pfHVrpVB8MNn/inCc5yYQZB8uuN2eb/+SR6jr8kiFj6b48TuJyo1NED1aKdZGxI+R2CBl/IuZWCJ/2U16gkhLALjccveclGqV7Rzvuw4tcaOAKD9bft1TLhCN+CatVg+E4+S94AwQKqGz9uwSNGvWzPRxlOhTJ8SOUcvOqVOncFfawxFYEYUSQQxetGWuLWXAs3eOgOr3uNyyh2n8pLMTpwvE4RQfIcHh8Fgo9DKG9MSPIHqMWoeEwG0BjWrLAORCQy1by1/vKinSubSukaoByypjlYHHwjYvasUBidMpWu589knGKwWPntCRPZeIGFHQK48JkdD5qPRtNG/e3PRxemzduhWjR49Geno6GIZBfn6+7vjNmzeLjamlj9LSUtm4t99+G506dUJSUhKysrLwww8/hHTd8UidETt6lh1CCA4ePIj7u8yM4KoolDiD8OINQ9P1ZSDDirjdPo+QLjPUwsef6BFQs0AYsfRIjzNqqdITjTzvK0akz/WOlY3T6qfl8h0rnlsls6rGIRcuXiEhi8/yETMq4sc7xqxg1rPyhErobE/5Cg899BBWrlyJc+fOmT5eC7vdjr59++Ltt982ddyhQ4dQUlIiPlq1aiXu+/jjjzFjxgzMmTMHe/bsQd++fTFixAicOXMmZOuOR+pEb6zy8nL85z//QU5Ojs8+GohMqfOYzM4ybL1R1ukxkrFlcG6xUGEIixSKDUgDuaRJb4pa86iJHemYpER9i40UjvPNFlMbp+YSlI4T3hOzsUQs6yt21AKWpeeQCjWh9YJ0mzJDS020WCza7SEENNLgNQV4mHtdLTu2CBcuXMC//vUvfP7559i7dy9uvfVWrFu3zvRcejAMg/Xr12Ps2LGaYzZv3oxhw4bh4sWLaNq0qeqYrKwsDBw4EG+99RYAgOd5tG/fHo888gieeeaZkK45nqhTlh2lbnO5XFToUOo+fmrw+A4nsocqKgJKavVRvfGYcIGJVh+hRk8IEC0+gcb5CDicxgSTckyNw5iFSPjb6Vg+AHjcS0phoBynJ3K0LGpq8wKe9RvpUwUAPNH/Oztd6n9DvfpDQhyYCtESOkuLX0GHDh2QmZmJ3Nxc/Pe//8Xx48cxbdo003OFkszMTLRp0wY33ngjvv/+e3G70+nE7t27ZV/8LRYLcnJysH379mgsNWaoM2IH8ChYgYqKCtzSeEq0lkShRA+zwcv+hI/Wcf7Ej5m5JMUJQyF+gg1wJg6H+ABgrEiggNQt5u84I6/VnyVEr6eVUvC4Jenksu3e908hNojTBaJXYFGKcKwyvVw6n9tt2vIWLaGz5PACdOzY0Wd7eno6rr32WtPzhYI2bdpgyZIl+OSTT/DJJ5+gffv2GDp0KPbs2QMAOHfuHDiOQ+vWrWXHtW7d2ieup75RJ+rsCF1m3W43WJZFSUkJ7uv8VJRXRaHEAMqLvB+XV+2Nwts01ESxQWWsBWOmP5NyLqe88BwTRN8hqeBh1Nor+MsY8ooJv2tQ3sSdTv/tFoDaOj7SOjpKkSIIHq33Q9naQXq8VtsHrU7lKkUDCcfJPgvi+6NWcFCJWgNPZc+sGLPovHXgRXTp0sX0ceGmR48e6NGjh/h8yJAhOHr0KF577TWsWrUqiiuLfeqEZYdlWTAMA7fbjV9++YUKHQpFiwBS1s0eA8C3Tk8glh/JzZC4XOIjGIjTBeInoNgnfVqxBu8gYyf0ycLSazXhx8rD8b7uJKWo0UKrThLPq2d8cbyPVUwQHnqBx1qvTzVIXfgbxpjQWbxvrkxQxDqDBg3CkSNHAAAtWrQAy7I4ffq0bMzp06eRlpYWjeXFDHVC7AAev+S4Fn/BzP7/F+2lUCh1Bp9gZgPxQZoB0MGKH2EJwYgeIeOnxiE+Ajq/UnSoxqdIthl1pxnJMNObS6f4o9F07todKplXWinpgLbQCSSuSAszQicAXt7zV/Tq1Sskc0WKoqIitGnTBgCQkJCA/v37Y9OmTeJ+nuexadMmZGdnR2uJMUGdcGM5nU68/scV0V4GhRI/GMjgMpS1FUhndgHpTVDpnjFQmFApeAJ1dQmWCrN9uwTBo+oaUxvvdVfJxqtYNUiNd5zU9aQc53RpBoQTl9vHhSgIHeU+cbvSTSWIEKW7SdiueH+Iy+VbXNIfwvsvfIaE/m1RsujM/+FpZGZmmj4uGCorK0WrDAAUFxejqKgIqamp6NChA2bNmoWTJ09i5cqVAIDFixcjIyMDvXr1Qk1NDZYuXYpvvvkGGzduFOeYMWMGJk2ahAEDBmDQoEFYvHgx7HY7pkyp3zGscS92Lly4gNtuuw1WtIj2UiiU+IHwJuJ3zAkf4r1XmWouqrzBGYl1UZ5eIn5UhY+fYGGZe0Yv3kitDQIhchGjY2kgTpchgUTcbrngUe73I2oA9bgp4TilpUcQPD4uJ0Hw6MXcAGKdHKno0WzgqfqCeG0LTZgtOvO2PYEBAwaEZC4z7Nq1C8OGDROfz5gxAwAwadIkLF++HCUlJTh+/Li43+l04oknnsDJkyeRkpKCPn364N///rdsjnHjxuHs2bPIzc1FaWkpMjMzUVBQ4BO0XN+I6zo7hw4dws0334wrrrgCq1atQoMGDVBUVERdWRSKWUxYZQKpshxUV/UAhA8A0Q0jWmzMZFQJqIke5Q1WcQllEmzqxffUmq0q/i5q8UKMVvNX73xqlpqg0LolqFlcGEajiazFdy1+GniGROgEYNGZs/UxXH311aaPo8QXcSt2qqqq0KVLF0yePBl/+9vfYFGYUAkh+Pnnn/F4n+ejtEIKJY6JVfFjVPhoXNb0LCW68wiWGNUbrHo9GalbTNU1I4gxyZpUg6O9LizZODMxTxzn6yYUjlduF6w3ShHmtZopXVXiOtTcjqqZWSYtNCEar8Wsfz+I66+/3tQxlPgkbsUOABw7dgydOnXyO44QgsOHD+PDDz/E9hcPhH9hFEpdIlaFD6Atfvxc1gyJHrU5lMcZKJzHJCToih0RZQViwEcwCOs2LHa04qLUtqsFC7Osb2yURSO2RhA8GtlV0mOUnxPCcb6fszALnacK7sPw4cNNHUOJX+Ja7AQCIQTHjh3Dhx9+iK1zfor2ciiU+CJcrSmkxwRr9TF5SdMUPv7msVoNiR0AvhYUreOUbjM14aBqRTEgaoR9JrKvgNpYHNkSLBZ1wcUwhlPJhc+Gr2iyhF3oTP98MkaNGmXqGEp8U+/EjhRCCE6dOoVVq1Zh07O7o70cCiX+iFWrT4DHMSYFE+F5eTC0v/5ZevNLjxVEj5pwEMSBLFvLhKhRodbiYtBNJaxL+Z6qWWigY4nSETU+1p8QCZ2HPvkTbrnlFlPHUOKfei12pBBCcObMGXz00Uf46sn63UOEQgmIOiR8jJxLafFgbDZfsaN1eVXOrxU87VOhWCVrTae+jU8AtGSsLNVcut2sm0or8DhEqeSMhQmZ0Jm65naMGzfO1DGUugEVOxqcP38eq1evxr8e2xrtpVAo8UeY3V1hFT7Km61GGrqPe0cl4Fi1MJ/kONEqpCJ2arOtpHV5NISDMg1cRdRoZYNpZlNpnctEFlRYU8lNCp2JK/6Iu+++29QxlLoDFTsGuHjxItatW4d/PvjvaC+FQolPwmj1CUj46B2jccOVpXj7c1fBK3qUjTDV4l9U1qIlQHzGSYVTAKJGEz03lWcxquuVvnexJHQmLB2Je+65x9QxlLoFFTsmqaiowD//+U+svndDtJdCocQnsSx8jN5wlZlTOpdRmbtIRyT5TS0nxNctpXSlaYkaYX1asTdA7WsKgZtK0/UUBaEDAIV8nuljKHULKnaCoKqqCuvXr8fyu/OjvRQKJT6JNeFjtuWFIBCMXEbVsqjUjjMwjmFZdeEkCBU9MaaXIs5atFPHzRb3CzaV3MQa9NjIrQNjoP0IpW5TZxqBRoOUlBTcddddKOTz8EX1h7j/4zujvSQKJb4w0VGd8ER8GJqa48SHsaUQ08eA43XrypgeyxPfcVoNOfXmks6hPJ4QbXHmdqu+F4TjfP7umu+FcLz0fa1DQmfr1q0YPXo00tPTwTAM8vPzdcd/+umnuPHGG9GyZUs0btwY2dnZ+Prrr2Vj5s6dC4ZhZI+ePXuGdN31HSp2QkRiYiLuuOMOrDr1Jsr6H0PJ5bR4IYViCgMd1WuHElPix7SIkRzjfyDvv5u7dI2CEPFnDdITR8J80v2qaeoax3Oc799Y+lzyu/Rv4Pdvrva+afS80p1D+TkIQOhM+fAWXLp0yfRx/rDb7ejbty/efvttQ+O3bt2KG2+8ERs2bMDu3bsxbNgwjB49Gnv37pWN69WrF0pKSsTHd999F/K112eoGyuE7N+/H6NGjcK1116LpUuXIjExEW63Gxs3bsRrN/8j2sujUOKXMLm7xKBegxYGH9eY3k1YLxZIepwwzl+Mi944LdSOVy0GaLKQn6JTuc+5dI4PZSq5FoP/2hP/+te/8Msvv+C6667DmDFjcP/99yMxMTEk8wswDIP169dj7Nixpo7r1asXxo0bh9zcXAAey05+fj6KiopCuj5KLdSyEyIIIfjLX/6Ce+65BytXrhT/qaxWK/7whz+gkM9DgWstnt74lyivlEKJQ8Lk7hKtNwZvsuZcXF5Lj7916FmElOM0F6by91G+Jp3zBOSmkv5uQiiFW+hs5NZh3rx5+PHHH/G///0Po0ePxrfffgtroA1lQwzP86ioqEBqaqps++HDh5Geno7OnTvjrrvuknU7pwQPteyEkOrqaiQnJxsay3Ectm3bhheueyPMq6JQ6jDhCnAO0bw+Vg2W9X9TF86tN86ARUVvPf5SxM1kU6nNqTWvzsKMj9Uh0sHIgVh2Fi5ciAULFuDgwYNo1aoVAOCrr75CZWUlevTogZKSEjz//PM4efIk9u/fj0aNGoVp9fULKnZiAEIIdu7cidlDFkV7KRRK/BKDwkfrhh9IBWmNiQwLENPiI8BsKl03lda5QkA0sq7Mip3Vq1fjvvvuw2effYacnBzNcWVlZejYsSNeffVV3HvvvSFabf0mNux69RyGYTB48GAU8nkghKCoqAgz+/9ftJdFocQX0pumH4EivRn7FR5q8SkaY4hQc49ldW/4WtYQtfXpjvNTzM+v6NCLvZHuC4WbSu/8QRIP6eVr167F1KlTkZeXpyt0AKBp06bo3r07jhw5EqHV1X1ozE6MwTAM+vXrh0I+Dxu5dXjtpznRXhKFEn+EI8bHO5+RmB0xDshfVplKlpiqgFCJFVKKGr9ZUv6yr7TWazabyighEjoFrrUxL3TWrFmDKVOmYM2aNYa6rVdWVuLo0aNo06ZNBFZXP6CWnRiGYRhcccUVosXnf//7Hz788EPs+NvBaC+NQokfQmjxEfbLG2eGwDIknVNnnGjJ0SqY6C9LKgCBIb5miTUqYOuNkXgkExS41oINtE9agFRWVsosLsXFxSgqKkJqaio6dOiAWbNm4eTJk1i5ciUAj+tq0qRJeP3115GVlYXS0lIAQHJyMpo0aQIAePLJJzF69Gh07NgRp06dwpw5c8CyLCZMmBDR11aXoTE7cQghBMXFxfjwww/xn7n7or0cCiU+MRmLY+QGbzgWR8c1JBsDhCVQ2SixYr1RIxpCBwA2b96MYcOG+WyfNGkSli9fjsmTJ+PYsWPYvHkzAGDo0KHYsmWL5ngAGD9+PLZu3Yrz58+jZcuWuPrqq/G3v/0NXbp0CedLqVdQsRPnEEJw4sQJfPjhh/jmr3uivRwKJT4x2ybC0JT+s7T8iSOj48JBLAudr5xrYiaVnBIfULFThyCE4PTp0/joo49Q8NSOaC+HQolfQih+As3Q0koJV2I0mFkY6+88seSmUoMKHUogRDxA+e2330anTp2QlJSErKws/PDDD7rj8/Ly0LNnTyQlJaF3797YsEHebZwQgtzcXLRp0wbJycnIycnB4cOHw/kSYhaGYZCWloYnnngChXwe1px5F6MXXxPtZVEo8YeJAGf/UxkLgDYzxl+ml15AsXR/yLOpQvQ302KDYzUVOpSAiKjY+fjjjzFjxgzMmTMHe/bsQd++fTFixAicOXNGdfy2bdswYcIE3Hvvvdi7dy/Gjh2LsWPHYv/+/eKYhQsX4o033sCSJUuwc+dONGjQACNGjEBNTU2kXlbM0qJFCzz66KO4/+M7sS15A1qOt0V7SRRK/GFE+Jjo6eX/dAarPxsUPf7ET8CEUdSo8XnVKths9BpGCYyIurGysrIwcOBAvPXWWwA8ZbPbt2+PRx55BM8884zP+HHjxsFut+OLL74Qtw0ePBiZmZlYsmQJCCFIT0/HE088gSeffBIAcOnSJbRu3RrLly/H+PHjI/PCYhRCCF577TXMmTMHa9aswc033wwAqKioQF5eHtZM/SrKK6RQ4hizAcTxSoTdVGr8y77ScHV6CkWNiP0nOp1O7N69W1ZMyWKxICcnB9u3b1c9Zvv27T7Fl0aMGCGOLy4uRmlpqWxMkyZNkJWVpTlnfeLQoUN49dVX8e2334pCBwAaNWqEe+65B4V8Hj6rXIGJK/4YxVVSKHGKEZdNCN1hIUWjno7PeiPsplIjv2I5FTqUoImY2Dl37hw4jkPr1q1l21u3bi3WHVBSWlqqO174aWbO+kTPnj1x5MgRDBgwQHNMSkoK7r77bhTyefi8ahXuW3tHBFdIodQj/AkfNbERyDzKsVrb9ESN1rYI80nZMjRo0CDay6DUAeqAjZWiR1JSkqmxd955Jwr5PGxwrMZDn/wpjCujUOox/iwoamOMzKPcJx2jd54YJO/C+2jcuHG0l0GpI0RM7LRo0QIsy+L06dOy7adPn0ZaWprqMWlpabrjhZ9m5qQYw2az4ZZbbkEhn4evnGsw/fPJ0V4ShVI3MWqhMSN84kjUqLH27BI0bdo02sug1CEiJnYSEhLQv39/bNq0SdzG8zw2bdqE7Oxs1WOys7Nl4wGgsLBQHJ+RkYG0tDTZmPLycuzcuVNzTop5rFYrRo0ahUI+DwWutZj59f3RXhKFQqmjfFT6Npo3bx7tZVDqGBEtWDBjxgxMmjQJAwYMwKBBg7B48WLY7XZMmTIFADBx4kS0bdsW8+fPBwA89thjuO6667Bo0SKMGjUKa9euxa5du/Dee+8B8NSVmT59Ol588UV069YNGRkZmD17NtLT0zF27NhIvrR6A8uyuPHGG3EjfyM4jsP333+PeUPfjPayKBRKHWDlyTfQqlWraM1Ga7QAACVkSURBVC+DUgeJaMzOuHHj8MorryA3NxeZmZkoKipCQUGBGGB8/PhxlJSUiOOHDBmC1atX47333kPfvn3xz3/+E/n5+bjiiivEMTNnzsQjjzyC+++/HwMHDkRlZSUKCgpMxapQAoNlWVx77bVih/Z5256I9pIoFEqc8sFvr4aly/fWrVsxevRopKeng2EY5Ofn+z1m8+bNuPLKK5GYmIiuXbuKPaykmC2QS4kutF0EJeQQQrBnzx48M3BBtJdCoVDigOohJRg/fjzGjBmD9u3bh3Tur776Ct9//z369++PW2+9FevXr9e1/BcXF+OKK67AAw88gKlTp2LTpk2YPn06vvzyS4wYMQKAp0DuxIkTsWTJEmRlZWHx4sXIy8vDoUOHqGUqRqFihxJWCCHYv38/ZvR9IdpLoVAoMcjszY+gqKgI+fn5+M9//oO+ffti0qRJeOSRR0J+LoZh/Iqdp59+Gl9++aWsUv/48eNRVlaGgoICAOYL5FKiT71PPTdjinz//fdxzTXXoFmzZmjWrBlycnJ8xk+ePBkMw8geN910U7hfRszCMAx69+4turreOvBitJdEoVBihLcOvIhrr70Wjz76KL755hucPn0ajz32GFiWjdqa/BWzDaRALiX61GuxY7ZX1+bNmzFhwgR8++232L59O9q3b4/hw4fj5MmTsnE33XQTSkpKxMeaNWsi8XJiHoZh0KNHDxTyeXj1x1zsb/0dLvT7NdrLolAoUWDxvrno0aOHbFtqairuvvtuPPTQQ1FalXYx2/LyclRXVwdUIJcSfeq12Hn11Vdx3333YcqUKbj88suxZMkSpKSk4IMPPlAd/9FHH+Ghhx5CZmYmevbsiaVLl4rp81ISExORlpYmPpo1axaJlxM3/Oc//8G1116LBx54ALt27cJGbh2WHVuEYS/2i/bSKBRKBHhl73Po1atXtJdBqUfUW7ETClNkVVUVXC4XUlNTZds3b96MVq1aoUePHnjwwQdx/vz5kK49njl37hxGjx6NBQsWYM6cOaKrr0OHDnj22WexkVuHlSffwIiFWdFeKoVCCQML/vsM+vbtG+1laKJVzLZx48ZITk4OqEAuJfrUW7ETClPk008/jfT0dJlguummm7By5Ups2rQJL730ErZs2YKRI0eC47iQrj9eadGiBfbv34+//OUvqvsZhkGbNm3w5JNPYiO3DqtPv4PRi6+J8CopFEo4mLftCfTv3z/ay9DFXzHbQArkUqJPRIsK1iUWLFiAtWvXYvPmzbKaPuPHjxd/7927N/r06YMuXbpg8+bNuOGGG6Kx1JijXbt2hsYxDIOWLVvi0UcfxaOPPoqLFy9i7dq1+PThb8K8QgqFEmrmbH0MgwcPjvh5KysrceTIEfF5cXExioqKkJqaig4dOmDWrFk4efIkVq5cCQB44IEH8NZbb2HmzJm455578M0332DdunX48ssvxTn8FcilxB711rITjCnylVdewYIFC7Bx40b06dNHd2znzp3RokUL2T8bJTCaNWuGBx98EIV8Hj4pW4bx79ffLDcKJZ6Y9e8HcfXVV0fl3Lt27UK/fv3Qr58nJnDGjBno168fcnNzAQAlJSU4fvy4OD4jIwNffvklCgsL0bdvXyxatAhLly4Va+wA/gvkUmKPel1nJysrC4MGDcKbb3raHfA8jw4dOmDatGmatRIWLlyIv/3tb/j6668NfUs5ceIEOnTogPz8fPzxj38M6fopHiorK/Hpp59i1eTPo70UCoWi4KmC+zB8+PBoL4NSz6nXYufjjz/GpEmT8Pe//100Ra5btw4HDx5E69atfXp1vfTSS8jNzcXq1atx1VVXifM0bNgQDRs2RGVlJZ5//nncdtttSEtLw9GjRzFz5kxUVFRg3759SExMjNZLrTfU1NTgs88+w9IJ/4z2UiiUes/0zydj1KhR0V4GhVK/xQ4AvPXWW3j55ZdRWlqKzMxMvPHGG8jK8mQCDR06FJ06dRL7onTq1Am//fabzxxz5szB3LlzUV1djbFjx2Lv3r0oKytDeno6hg8fjnnz5lHzZhRwuVz4/PPP8e7ttM4RhRJpHv70LtqQmRIz1HuxQ6kfuN1ufP3111g8enm0l0Kh1HnuW3sH7rzzzmgvg0IRqbcBypT6hdVqxahRo1DI56HAtRYzv74/2kuiUOokk1eNpULHS7t27fDOO+/Itm3btg0pKSmqXgJK+KBiJwYx069r+fLlPr24pKnwgKcZZ25uLtq0aYPk5GTk5OTg8OHD4X4ZMQvLsrjxxhtF4fPct9OivSQKpU7wp2V/wF133RXtZcQMWVlZ+O9//ys+J4Rg+vTpePzxx9GxY8corqz+QcVOjGG2XxcANG7cWNaLS/mNYeHChXjjjTewZMkS7Ny5Ew0aNMCIESNQU1MT7pcT87Asi+uuuw6FfB6+dn+M29/N8X8QhUJRhdaZkTN48GCZ2Fm1ahV+//13zJo1K4qrqp9QsRNjmO3XBXiK70l7cUmDoQkhWLx4MZ577jmMGTMGffr0wcqVK3Hq1Cnk5+dH4BXFDwUFBXjiiSdw2zs3YCO3DvN/eDraS6JQ4oaN3LpoLyHmGDx4MA4cOIDKykrY7XY8++yzePHFF9GwYcNoL63eQcVODBFov67Kykp07NgR7du3x5gxY/Dzzz+L+4qLi1FaWiqbs0mTJsjKyjLcA6w+sH79etxxxx344IMP8MADD4BhGAwYMACFfB42cuuwqGh2tJdIocQsG7l1YBgm2suIOfr37w+LxYI9e/bgpZdeQsuWLan1K0rQdhExhF6/roMHD6oe06NHD3zwwQfo06cPLl26hFdeeQVDhgzBzz//jHbt2ol9voLpAVYf6Nu3L/Lz83HjjTf67GMYBn369EEhnwdCCA4dOoRHLqfih0IBqNDRIyUlBb1798Ynn3yC999/Hxs2bIDFQm0M0YCKnTgnOztb1nxuyJAhuOyyy/D3v/8d8+bNi+LK4ovOnTujc+fOfscxDIOePXuKwufXX3/FqlWr8P0LP/s9lkKpa1Ch45/BgwfjzTffxJgxYzB06NBoL6feQiVmDBFMvy4Bm82Gfv36ib24hOOCmZOiDsMw6NKlC+bOnYuN3DosLX4FQ+dlRntZFEpECKfQMZOROnToUJ+MVIZhZJWbJ0+e7LP/ppsi01uvb9++sNlsePnllyNyPoo6VOzEEAkJCejfvz82bdokbuN5Hps2bZJZb/TgOA779u1DmzZtAHia2qWlpcnmLC8vx86dOw3PSfEPwzDo2LEj/vrXv2Ijtw4rTryO4S8NivayKJSwsHD3s2Gb22xG6qeffirLRt2/fz9YlsUdd9whG3fTTTfJxq1ZE5nK6mvXrsW0adPQtWvXiJyPog6toBxjmO3X9cILL2Dw4MHo2rUrysrK8PLLLyM/Px+7d+/G5ZdfDsDT02vBggVYsWIFMjIyMHv2bPz000/45ZdffGryUEILIQRnz57FmjVr8MXj30V7ORRK0DS7ncGGDRvQsmVL3HLLLbjlllswZMgQsCwbkvmzsrIwcOBAvPXWWwA8X/jat2+PRx55RLNBs5TFixcjNzcXJSUlaNCgAQCPZaesrCxiGag8z+Ps2bNYtmwZ3nnnHfzyyy9o3LhxRM5NUYfG7MQY48aNw9mzZ5Gbmyv26yooKBADjI8fPy4LcLt48SLuu+8+lJaWolmzZujfvz+2bdsmCh0AmDlzJux2O+6//36UlZXh6quvRkFBARU6EYBhGLRq1QqPPfYYHnvsMVy4cAEff/wxPn34m2gvjUIxjeC6qqmpwb///W+sX78ef/7zn/HLL7+IwiIYhIxUaR0aIxmpUpYtW4bx48f7rGfz5s1o1aoVmjVrhuuvvx4vvvgimjdvHvSa1di6dSuuv/569OzZE5988gkVOjEAtexQKFGivLwc69atw8f3fx3tpVAofilwrVW13hBCQha7c+rUKbRt2xbbtm2TudlnzpyJLVu2YOfOnbrH//DDD8jKysLOnTsxaFCtG3nt2rVISUlBRkYGjh49imeffRYNGzbE9u3bQ2aRosQ21LJDoUSJxo0bY+rUqZg6dSoqKyvx6aefYtXkz6O9LArFBy2hAyCmsrGWLVuG3r17y4QOAIwfP178vXfv3ujTpw+6dOmCzZs344Ybboj0MilRgAYoUwxRl7IjYpGGDRti4sSJKOTz8HnVKtzz0a3RXhKFAkBf6ISaYDJS7XY71q5di3vvvdfveTp37owWLVqIWauUug8VOxS/1LXsiFgnKSkJEyZMQCGfhy9rPsIDeeP9H0ShhIGvnGsi6uYJJiM1Ly8PDocDf/7zn/2e58SJEzh//ryYtUqp+1CxQ/GL2X5dqampsl5dhYWFSElJ8RE7iYmJsnHNmjWLxMuJKxISEvDHP/4RLcZZ8Xv3fbjrg1H+D6JQQsBXzjWwWiMf6TBjxgy8//77WLFiBQ4cOIAHH3wQdrtdbLMwceJE1Uaay5Ytw9ixY32CjisrK/HUU09hx44dOHbsGDZt2oQxY8aga9euGDFiREReEyX60Jgdii51JTsiXqmpqcGdd96J48ePY+vWrWjVqhUmT54MjuOwadMmvHzT+9FeIqUOssGxOipCBzCfkQoAhw4dwnfffYeNGzf6zMeyLH766SesWLECZWVlSE9Px/DhwzFv3jwkJiZG5DVRog/NxqLoQrMjostXX32FF198EV988YWm5YvjOGzduhX/d8M7EV4dpS7yedUqWpaCUueglh1KWKHZEcExcuRIDB8+XFcAsiyLYcOGYRg/DBzHYceOHZh7zeLILZJSZ/iXfSUVOpQ6CY3ZoehCsyOijxlLF8uyuOqqq1DI52Ejtw7zf3g6jCuj1CXyK5YjOTk52sugUMICFTsUXWh2RPzCMAwGDBggCp9X9j4X7SVRYpRPypaFpAIyhRKr0Jgdil/M9usSuOaaa9C2bVusXbtWtr2yshLPP/88brvtNqSlpeHo0aOYOXMmKioqsG/fPho0GGYIITh48CAe7ZUb7aVQYoC8C++jadOm0V4GhRJWaMwOxS80O6JuwTAMLrvsMhTyeSCE4OjRo1i1ahW2zfsl2kujRJiPz/2dCh1KvYBadigUCgCPxee3337DRx99hM2zi6K9HEqY+aj0bbRq1Sray6BQIgIVOxQKxQdCCEpKSvDRRx9h49ParUEo8cnKk2/Q+DhKvYKKHQqFogshBGfPnsXq1avx5Yzvo70cSpAs/30x2rZtG+1lUCgRhWZjUeKSrVu3YvTo0UhPTwfDMMjPz/d7zObNm3HllVciMTERXbt2xfLly33GmGl4Wl9gGAatWrXC9OnTUcjn4eNzf8ctbw2L9rIoAbC0+BUqdCj1Eip2KHGJ3W5H37598fbbbxsaX1xcjFGjRmHYsGEoKirC9OnTMXXqVHz99dfiGLMNT+srqampeOihh1DI5+GfF5ci9Q56GYkHlhxegI4dO0Z7GRRKVKBXKUpcMnLkSLz44ou45ZZbDI1fsmQJMjIysGjRIlx22WWYNm0abr/9drz22mviGLMNTymev2thYSHm//A01pf/A3/+x83RXhJFhbcOvIguXbqEbX4zFtHly5eDYRjZQ1m1mRCC3NxctGnTBsnJycjJycHhw4fDtn5K3YeKHUq9YPv27cjJyZFtGzFihNjMVGh4Kh1jtuFpfWPevHl45ZVX8M0332DAgAFo2LAhJk2ahEI+D59VrsCUD40JUUp4WbxvLnr06BG2+QOxiDZu3BglJSXi47fffpPtX7hwId544w0sWbIEO3fuRIMGDTBixAjU1NSE7XVQ6jZU7FDqBaWlpWJdIIHWrVujvLwc1dXVOHfuHDiOUx1TWloayaXGDe3atcO3336LzMxMn30pKSn405/+hEI+D19Uf4gH8sb7TkAJO0mjanD06FFUV1eH7RyBWEQZhkFaWpr4kP7fEUKwePFiPPfccxgzZgz69OmDlStX4tSpU4Zi8ygUNajYoVAoATFlyhRcccUVfsclJibitttuQyGfhw2O1Xj0s4kRWB3lrg9GoWfPnnj88cfRsmVL3HnnncjLywvpOQK1iFZWVqJjx45o3749xowZg59//lncV1xcjNLSUtmcTZo0QVZWFrWyUgKGih1KvSAtLU21mWnjxo2RnJwcVMNTinFsNhtGjx6NQj4PXznX4MmvpkZ7SXWSF7c/icmTJ+Pll1/GkSNH8P333+Oyyy6TBeSHgkAsoj169MAHH3yAzz77DB9++CF4nseQIUNw4sQJABCPo1ZWSiih7SIo9YLs7Gxs2LBBtq2wsFBsZipteDp27FgAtQ1Pp02bFunl1gusVitGjBiBEfwIcByHLVu2YH7Ou9FeVtwz9z/TkZWVJT5nGAZ9+/ZF3759o7iqWrKzs2VNhIcMGYLLLrsMf//73zFv3rworoxSl6GWHUpcUllZiaKiIhQVFQHwmL6Liopw/PhxAMCsWbMwcWKtu+SBBx7Ar7/+ipkzZ+LgwYN45513sG7dOjz++OPimBkzZuD999/HihUrcODAATz44IOw2+2YMmVKRF9bfYRlWVx//fUo5PNQ4FqLuf+ZHu0lxSXPbnoIV111VcTOFwqLqM1mQ79+/XDkyBEAEI+jVlZKKKFihxKX7Nq1C/369UO/fv0AeIRKv379kJvr6eRdUlIiCh8AyMjIwJdffonCwkL07dsXixYtwtKlSzFixAhxzLhx4/DKK68gNzcXmZmZKCoqkjU8pUQGlmVx1VVXoZDPw0ZuHf5v58xoLykumPn1/Rg2LLLFHqUWUQHBIiq13ujBcRz27dsntq/IyMhAWlqabM7y8nLs3LnT8JwUihLaLoJCocQFhBD8+OOPeOrKv0V7KTHH9M8nY9SoUVE598cff4xJkybh73//OwYNGoTFixdj3bp1OHjwIFq3bo2JEyeibdu2mD9/PgDghRdewODBg9G1a1eUlZXh5ZdfRn5+Pnbv3o3LL78cAPDSSy9hwYIFWLFiBTIyMjB79mz89NNP+OWXX3xq8lAoRqAxOxQKJS5gGAaZmZko5PNACMGBAwfw2BVzor2sqPPwp3dFTegAHovo2bNnkZubi9LSUmRmZsososePH4fFUutEuHjxIu677z6UlpaiWbNm6N+/P7Zt2yYKHQCYOXMm7HY77r//fpSVleHqq69GQUEBFTqUgKGWHQolhGzduhUvv/wydu/ejZKSEqxfv14MeFbj008/xbvvvouioiI4HA706tULc+fOlbnX5s6di+eff152XI8ePXDw4MFwvYy4ghCCI0eOYNWqVdj+4oFoLyei3Lf2Dtx5553RXgaFEvPQmB0KJYSY7dm1detW3HjjjdiwYQN2796NYcOGYfTo0di7d69sXK9evWQVZ7/77rtwLD8uYRgG3bp1wwsvvICN3Dq8d3Qhrn2+T7SXFXYmrxpLhQ6FYhBq2aFQwgTDMH4tO2r06tUL48aNE4Ot586di/z8fDHzjGIMnufx0EMPYc2aNRhUMTzaywkpf1r2B5olSKGYgFp2KJQYgud5VFRUIDU1Vbb98OHDSE9PR+fOnXHXXXfJMs0ovhBCMHPmTHzxxRfYvXs3NnLr8GHJW/jDoiHRXlpIoEKHQjEHFTsUSgzxyiuvoLKyUuaeyMrKwvLly1FQUIB3330XxcXFuOaaa1BRURHFlcY28+bNw9q1a7F582Z07doVDMOgdevWePzxx1HI52Ht2SUY++bQaC8zIDZy66K9BAol7qBuLAolTJh1Y61evRr33XcfPvvsM58O7VLKysrQsWNHvPrqq7j33ntDtNq6xYEDB2Cz2dC1a1e/Y8vKyrBu3TrkPVAYgZUFx0ZuHRiGifYyKJS4g1p2KJQYYO3atZg6dSrWrVunK3QAoGnTpujevbtYcZbiy2WXXWZI6ACev+f999+PQj4Pn176AH9a9ocwry4wqNChUAKHih0KJcqsWbMGU6ZMwZo1awzVS6msrMTRo0fFirOU0NGoUSNMmTIFhXwePqtcgcmrxkZ7SQCo0KFQgoWKHQolhJjt2bV69WpMnDgRixYtQlZWFkpLS1FaWopLly6JY5588kls2bIFx44dw7Zt23DLLbeAZVlMmDAhoq+tvpGSkoK77roLhXwevqj+EH9ZNy4q66BCh0IJHip2KHHFmjVrkJycjJKSEnHblClT0KdPH5lAiBZme3a99957cLvdePjhh9GmTRvx8dhjj4ljTpw4gQkTJqBHjx6488470bx5c+zYsQMtW7aM7IurxyQmJuL2229HIZ+HDY7VeCT/7oiclwodCiU00ABlSlxBCEFmZiauvfZavPnmm5gzZw4++OAD7NixA23bto328ij1DLfbjcLCQrw66oOQz02FDoUSOqjYocQdX3zxBW6//XbMnj0bixYtwn/+8x/06tUr2sui1HM4jsPmzZux4MYlQc9FhQ6FElqoG4sSd9x88824/PLL8cILL2D9+vVU6FBiApZlccMNN6CQz0OBay1ytzwa0DwFrrVhFTpvv/02OnXqhKSkJGRlZeGHH37QHPv+++/jmmuuQbNmzdCsWTPk5OT4jJ88eTIYhpE9brrpprCtn0IJBCp2KHFHQUEBDh48CI7jxM7KFP9s3boVo0ePRnp6OhiGQX5+vu74zZs3+9zEGIZBaWmpbJyZm2d9gWVZXHPNNSjk87CRW4e/7XjK0HEFrrVgWTZs6/r4448xY8YMzJkzB3v27EHfvn0xYsQInDlzRnX85s2bMWHCBHz77bfYvn072rdvj+HDh+PkyZOycTfddJOsd9uaNWvC9hoolECgYocSV+zZswd33nknli1bhhtuuAGzZ8+O9pLiBrNNSgUOHToku5G1atVK3Gf25lkfYRgGgwYNEoXPwt3Pqo5b/vvisAodAHj11Vdx3333YcqUKbj88suxZMkSpKSk4IMP1GOOPvroIzz00EPIzMxEz549sXTpUvA8j02bNsnGJSYmIi0tTXw0a9YsrK+DQjENoVDihOLiYpKWlkbmz59PCCFkx44dhGEYsnv37iivLP4AQNavX6875ttvvyUAyMWLFzXHDBo0iDz88MPic47jSHp6uvgeUbQ5efIkSU9PJ6mpqSQ7O5uwLEuuu+468uabb5ITJ06E/HwOh4OwLOvzvk+cOJH88Y9/NDRHeXk5SUpKIp9//rm4bdKkSaRJkyakZcuWpHv37uSBBx4g586dC+XSKZSgoZYdSlxw4cIF3HTTTRgzZgyeeeYZAJ6eUSNHjsSzz6p/U6aEhszMTLRp0wY33ngjvv/+e3G70+nE7t27ZRWfLRYLcnJysH379mgsNW44c+YMcnJycOONN+Ls2bPYtm0bfvvtN9x+++345z//iY4dO+Lo0aMhPee5c+dUXb+tW7f2cU1q8fTTTyM9PV32nt90001YuXIlNm3ahJdeeglbtmzByJEjwXFcSNdPoQSDNdoLoFCMkJqaioMHD/ps//LLL6OwmvpBmzZtsGTJEgwYMAAOhwNLly7F0KFDsXPnTlx55ZW6N0+194riweVyYfjw4cjMzMSyZctgsXi+c7Zt2xbTpk3DtGnTcPbsWbRo0SLKK5WzYMECsblqUlKSuH38+PHi771790afPn3QpUsXbN68GTfccEM0lkqh+EDFDoVCUaVHjx7o0aOH+HzIkCE4evQoXnvtNaxatSqKK4tvbDYbXnnlFQwdOlQzRiccBSNbtGgBlmVx+vRp2fbTp08jLS1N99hXXnkFCxYswL///W/06dNHd2znzp3RokULHDlyhIodSsxA3VgUCsUwgwYNEhuQBnPzrO/k5OTAao3sd82EhAT0799fFlwsBBtnZ2drHrdw4ULMmzcPBQUFGDBggN/znDhxAufPn6e92ygxBRU7FArFMEVFReJNLNCbJyV6zJgxA++//z5WrFiBAwcO4MEHH4TdbseUKVMAABMnTsSsWbPE8S+99BJmz56NDz74AJ06dRJ7t1VWVgLw9IJ76qmnsGPHDhw7dgybNm3CmDFj0LVrV4wYMSIqr5FCUYO6sSiUekJlZaVolQFqm5SmpqaiQ4cOmDVrFk6ePImVK1cCABYvXoyMjAz06tULNTU1WLp0Kb755hts3LhRnGPGjBmYNGkSBgwYgEGDBmHx4sWymyclthg3bhzOnj2L3NxclJaWIjMzEwUFBWLc1fHjx8UYIgB499134XQ6cfvtt8vmmTNnDubOnQuWZfHTTz9hxYoVKCsrQ3p6OoYPH4558+YhMTExoq+NQtGDtougUOoJmzdvxrBhw3y2T5o0CcuXL8fkyZNx7NgxbN68GYDHffHee+/h5MmTSElJQZ8+fZCbm+szx1tvvYWXX35ZvHm+8cYbyMrKisRLolAoFENQsUOhUCgUCqVOQ2N2KBQKhUKh1Gmo2KFQKBQKhVKnoWKHQqFEHbNNStU6bTMMg169eolj5s6d67O/Z8+eYX4lFAolFqFih0KhRB2zTUpff/11WXPS33//Hampqbjjjjtk43r16iUb991334Vj+RQKJcahqecUCiXqjBw5EiNHjjQ8vkmTJmjSpIn4PD8/HxcvXvRJebdarbTAIYVCoZYdCoUS/yxbtgw5OTno2LGjbPvhw4eRnp6Ozp0746677sLx48ejtEIKhRJNqNihUChxzalTp/DVV19h6tSpsu1ZWVlYvnw5CgoK8O6776K4uBjXXHMNKioqorRSCoUSLagbi0KhxDUrVqxA06ZNMXbsWNl2qVusT58+yMrKQseOHbFu3Trce++9EV4lhUKJJtSyQ6FQ4hZCCD744APcfffdSEhI0B3btGlTdO/eXdYyg0Kh1A+o2KFQKHHLli1bcOTIEUOWmsrKShw9epR246ZQ6iFU7FAolKhTWVmJoqIiFBUVAahtUioEFM+aNQsTJ070OW7ZsmXIysrCFVdc4bPvySefxJYtW3Ds2DFs27YNt9xyC1iWxYQJE8L6WigUSuxBxQ6FQok6u3btQr9+/dCvXz8Anm7q/fr1Q25uLgCgpKTEJ5Pq0qVL+OSTTzStOidOnMCECRPQo0cP3HnnnWjevDl27NiBli1bhvfFhIi3334bnTp1QlJSErKysvDDDz/ojs/Ly0PPnj2RlJSE3r17Y8OGDbL9hBDk5uaiTZs2SE5ORk5ODg4fPhzOl0ChxAy0ESiFQqHEGB9//DEmTpyIJUuWICsrC4sXL0ZeXh4OHTqEVq1a+Yzftm0brr32WsyfPx8333wzVq9ejZdeegl79uwRrV4vvfQS5s+fjxUrViAjIwOzZ8/Gvn378MsvvyApKSnSL5FCiShU7FAoFEqMkZWVhYEDB+Ktt94CAPA8j/bt2+ORRx7BM8884zN+3LhxsNvt+OKLL8RtgwcPRmZmJpYsWQJCCNLT0/HEE0/gySefBOCxjLVu3RrLly/H+PHjI/PCKJQoQd1YFAqFEkM4nU7s3r0bOTk54jaLxYKcnBxs375d9Zjt27fLxgPAiBEjxPHFxcUoLS2VjWnSpAmysrI056RQ6hJU7FAoFIoO8+fPx8CBA9GoUSO0atUKY8eOxaFDh/weF2gMzblz58BxHFq3bi0b37p1a5SWlqqeq7S0VHe88NPMnBRKXYKKHQqFQtFhy5YtePjhh7Fjxw4UFhbC5XJh+PDhsNvtmsds27YNEyZMwL333ou9e/di7NixGDt2LPbv3y+OWbhwId544w0sWbIEO3fuRIMGDTBixAjU1NRE4mVRKPUKWkGZQqFQdCgoKJA9X758OVq1aoXdu3fj2muvVT3m9ddfx0033YSnnnoKADBv3jwUFhbirbfeEmNoFi9ejOeeew5jxowBAKxcuRKtW7fGtm3bwLIsTp8+LZvz9OnTmk1N09LSdMcLP0+fPi2rM3T69GlkZmYa/EtQKPELtexQKBSKCS5dugQASE1N1RwTTAzNf//7X/Tv3x+bNm0S9/E8j02bNiE7O1v1fNnZ2bLxAFBYWCiOz8jIQFpammxMeXk5du7cqTknhVKXoJYdCoVCMQjP85g+fTquuuoq1UKGAsHG0MyYMQOTJk3CgAEDMGjQICxevBh2ux1TpkwBAEycOBFt27bF/PnzAQCPPfYYrrvuOixatAijRo3C2rVrsWvXLrz33nsAAIZhMH36dLz44ovo1q2bmHqenp7u01OMQqmLULFDoVAoBnn44Yexf/9+fPfdd2E9z7hx43D27Fnk5uaitLQUmZmZKCgoEMXR8ePHYbHUGuaHDBmC1atX47nnnsOzzz6Lbt26IT8/XybIZs6cCbvdjvvvvx9lZWW4+uqrUVBQQGvsUOoFtM4OhUKhGGDatGn47LPPsHXrVmRkZOiO7dChA2bMmIHp06eL2+bMmYP8/Hz8+OOP+PXXX9GlSxfs3btXFjNz3XXXITMzE6+//nqYXgWFUj+hMTsUCoWiAyEE06ZNw/r16/HNN9/4FToAjaGhUGIN6saiUCgUHR5++GGsXr0an332GRo1aiTG2zRp0gTJyckAaAwNhRLrUDcWhUKh6MAwjOr2f/zjH5g8eTIAYOjQoejUqROWL18u7s/Ly8Nzzz2HY8eOoVu3bli4cCH+8Ic/iPsJIZgzZw7ee+89MYbmnXfeQffu3cP5ciiUegkVOxQKhUKhUOo0NGaHQqFQKBRKnYaKHQqFQqFQKHUaKnYoFAqFQqHUaajYoVAoFAqFUqehYodCoVAoFEqdhoodCoVCoVAodRoqdigUCoVCodRpqNihUCgUCoVSp6Fih0KhUCgUSp2Gih0KhUKhUCh1Gip2KBQKhUKh1Gmo2KFQKBQKhVKn+X9wFZoHA0AX7QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "\n", "# A small sanity check for auto-testing\n", "assert (u[45:55, 45:55] > 1.8).all()\n", "u_ref = u.copy()\n", "\n", "plot_field(u, zmax=4.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hooray, the wave moved! It looks like the solver works much better for this example: The wave has not noticeably changed its shape." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Devito implementation\n", "Again, we can re-create this via a Devito operator. Let's fill the initial buffer with smooth data and look at it:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "from devito import Grid, TimeFunction\n", "\n", "grid = Grid(shape=(nx, ny), extent=(2., 2.))\n", "u = TimeFunction(name='u', grid=grid)\n", "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", "\n", "plot_field(u.data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create again the discretized equation as shown below. Note that the equation is still the same, only the initial condition has changed." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Eq(Derivative(u(t, x, y), x) + Derivative(u(t, x, y), y) + Derivative(u(t, x, y), t), 0)\n" ] } ], "source": [ "from devito import Eq\n", "\n", "eq = Eq(u.dt + c*u.dxl + c*u.dyl)\n", "\n", "print(eq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SymPy can re-organise this equation just like in the previous example." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ⎛ ∂ ∂ u(t, x, y)⎞\n", "dt⋅⎜- ──(u(t, x, y)) - ──(u(t, x, y)) + ──────────⎟\n", " ⎝ ∂x ∂y dt ⎠\n" ] } ], "source": [ "from devito import solve\n", "from sympy import nsimplify, pprint\n", "\n", "stencil = solve(eq, u.forward)\n", "\n", "pprint(nsimplify(stencil))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use this stencil expression to create an operator to apply to our data object:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` ran in 0.01 s\n" ] }, { "data": { "image/png": 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JJEmYm5vD3bt3cfHiRXR3d2N9fd0yEUCT0GkETqcTHR0d6OjoAJDvTURMzTs7O9ja2lJK2UOhUMNK2Wl8nWgVOnpTapWED6A9roIJH4YemNBhWI66N476ZGZluqZWM3IymcTY2BgkScLw8DC8Xi8Aa8vWaYGWvTQ1NaGrqwu7u7toampCZ2enUtG1uroKSZIaVspOy3NEoFXokEGjRiklfHK5HLLZrPJzJnwYemBCh2EZlXrj8DxvmdCpRZBsbW1hYmICXV1dOHfuXMGJ2soycJoiBTTtBcg/7x6PBx6PBz09PZql7BzHFRibPR6PJRd/2p4bgF6hY5ZJWkv4kBsoEvEpFj6kqovBYEKHYQl6euNYFR0haxsVUZIkYXZ2Fmtra7h48SK6uroOPMbKsnVazMiHgVKl7Lu7u9jZ2cHt27dht9sLprKbWcpO2wWUVqFTyqNTKyT1rT4OET5aER91VRfj4YMJHYbpSJKEbDZbsTeOlREdo8IhmUxidHQUADA8PAyPx1Ny3aMe0TmMFwN1KXt/fz9EUUQ0GkUkEsH6+jpmZ2d1l7JXgpbXSQ2tQoecA6xGj/Dhef6AuZnG54xhPkzoMEyDpKrUVVXlTiS0eHQ2NzcxOTmJ7u5unDt3ruyJmaYOxlZC299o9IJks9kUQQNol7J7vd6CUnaHw6FrbRpFhVWRk1pp1HOlFj7qkS1E+MRiMUiShI6OjgKPD22vK8McmNBhmEI1Yxwa7dERRRGzs7NYX1/HpUuX0NnZWXFdK1NXtIkLWjDjeSlVyr67u4uFhQUkk0n4/X7dU9lpuyDSKL6A+kV0yqGe0QXkn6vd3V1ks1kEg0FlXIVWVReNzynDOEzoMGpGHcUx0tnUSo9OpWhRIpHA6OgoeJ4vm6oyum610CR0HoaTe6lS9t3dXczMzCCbzRZMZff7/QVGWNqgWejQti/yWSOGZXXEJ5PJIJvNAtAuZ6ftb2HogwkdRtVo9cYxciJoVERnY2MDk5OT6O3txeDgoKE7zofBo/MwQkrZyVT2VCp1oJSdCB8amhYWQ6vQoTWlpo40qSM+6snssiwz4XNEYEKHURUk302ESjUnM6s9OsVri6KImZkZbG1t4ZFHHlHu5o1gZRSKJh6Gv7EUWqXsiURCET6RSASSJGFiYsLyUna90Cp0aIzoAPl9lRovor5h0xI+6lSXw+FQhA+bzE4vTOgwDKGuZqh14rjVqSv12vF4HGNjY7DZbBgeHobb7TZlXbNgqSt64TgOzc3NaG5uRl9fH3Z2djA/Pw+fz6dZyt7S0lL1+6taaBUUhyGiU4lywiedTiuPYcKHXpjQYeimGsNxOYjQseJuVC2i1tfXMTU1hePHj+PMmTM1nXgfBqHDKA/pz9Lf34/+/n5IkqRMZd/Y2MDs7CxcLleB8HG5XJbuiUV0jFGLSVqv8CmezM6ET+NgQoehC/UYB7M+sOREI0mS6b4HjuMgiiImJiawvb2NRx99FO3t7aas+zB4dGjaC0BXlKn4ueF5/kApOxE+d+/exfT0dNWl7Eb2RNNzRDgKEZ1KlBI+kiQpwofn+QMeHyZ86gcTOoyyVBrjUAtWCp1MJoNkMgmHw4Gnn37atK64LKJTf2h8Xsp9Bux2O1pbW9Ha2goAyOVyir+HlLL7fL4C4VPr+59WoXMUIzqVKCV8RFGEKIpIp9NM+NQZJnQYJZFlGZFIBKlUCq2traZ/EMlaZl/IVldXcevWLfA8jyeeeMLUE9rDIEjYybY8RkWFw+EoKGXPZDKK8JmdnUUmk4Hf70coFDpQym7VnurFwxDRqUSpAaVE+BSbm9Vzumh8TQ8jTOgwNCG9cXZ2dhCJRExJ+xSjjuiYgSAImJ6exr1793DmzBmsrKyYfjIjQsfsCwttAoqmvdBGrc+Ny+VCZ2cnOjs7FV8HqeZaXV2FKIoFU9l9Pl/F9xqtQoeGhoFaNHJf5YRPNpvFrVu3cO7cObhcrgNzumh8jQ8DTOgwCijujWOz2SwtATerxDwWi2F0dBQulwvDw8NIpVJYXl6ufZNFqKNQR1noMMpj1mvPcRzcbjfcbje6u7sPlLLfuXMHAAqEj9frPXB8WoUOrfuiSYAVC59wOAyO4yAIAnK5nPLz4jldtOz/MMCEDkOhuDcO+XBZOVW71qaBsiwrqar+/n6cPn0aHMchk8lYIhys6o5rZU8ho9B4YaIJKwVpcSm7LMvKVPZwOIyFhQXNUnYmKIxB675IRavdbj8Q8WHCp3qY0GEU9MYpHuNgZfdioLZIhiAImJqaQjgcxtWrVxXzZ63rlsMqX5FVa1YLTXsB6BJf9RQVHMfB7/fD7/fjxIkTJUvZHQ6HIvCtLmU3AhNgxhBFsSC6A5ROdRHhA2h3babx72sUTOg85BT3xinOA1stdKpdPxqNYnR0FG63G08//fSBk7uVM6kAc4XA3t4e4vE4ZFnGSy+9hJaWFoRCIQSDwZLdWxkPJ8Wl7KIoYm9vD8vLy0gmk/je974Hj8dT8B4yu5RdL+SCTOMFl1aho6cCtZTwIZPZyc+Z8HkAO4s+xOjpjUOb0JFlGXfv3sXs7CwGBgZw6tSpkvumPaIjyzJWVlYwNzcHl8sFjuMwMDCA3d1dzM/PI51OKxO1Q6FQVdU41UDjHThN0BSlsNlsaG1txf7+PrxeL06dOqVMZV9cXEQikSgoZQ8EAnUTz+oUOG3QLHSM7ktL+JBzO4n4FAsfUtX1sMCEzkOIkd449Uhd6V0/l8thamoKu7u7uHbtGkKhkCnrGsEsoSMIAiYnJ5W/ZW5uDplMpqAMmQyWjEQiWFtbgyRJCAaDShmylinVLGhKXdG0FwJtFwkivhwOB9rb25UqyVKl7GrhY9UFn7xuR0VQ1ANRFGvuqUT8OwS18NGK+Kiruo4qTOg8ZBgd40BLRGd/fx+jo6PweDwYHh6u6ENQ393Q1vunuEKs1N9SXI0Tj8c1TalE+JjVFJFRHhqFV6n3ubqUHUDBVPb19XUIgqBMZQ+FQrpK2fVCa0SHXPhpFTpWtMSoJHx4nj9gbqbtdasFJnQeIkhvHCMdjushdMpdONTpnZMnT+LkyZO69m1lGThQfe+ftbU1TE9PF1SIkXXLPQ8cx8Hn88Hn8+H48eMFptS1tTXcunULbrfbFG/GUTrBWQVtz5He93mxeE4mk4rwWVlZAVC5lN3IngD6Ijrks0vbvgBrusQXo1f4FHt8aHvPG4EJnYcAdW8cYg7U+6ZtZHl5LpfD5OQk9vb28PjjjysGTL3rAtaEqKup6BJFEbdu3cLm5qbm3C2jJxG1KfXkyZMQBKFgzEAqlVK8GaFQyHCKgsaoBS3Q5NEhVGP65TgOXq8XXq8Xvb29mqXsNpvtQCm73r+djH+g7bmiWehYEdGphFr4kM+9JEnIZrMFXZsB4K//+q/x0z/903C73XXdY60woXPEkSQJgiBUPXG8UR6dvb09jI2Nobm5GU8//TScTqfhdQHzui6rMWp0TiaTGB0dBcdxGB4e1jxJ1FoOb7fbC7wZ6m67U1NTEAShwN/T3NxM3QWoHDTtlUYRaIb40iplj0aj2N3dxdbWFubm5uB0OpX3UKWp7DQKQoBuoVOPiE45yOulJXy2t7fxC7/wC3jLW97ChA6DDsr1xjECuahbddIqFlKyLGN5eRm3b9/G6dOn0d/fX/W+yXpmY0SUbG9vY3x8HN3d3Th37lzJk6vZz21TUxO6urrQ1dV1oNvu0tKSEhEiF63DduJqNLRdwK0YnsnzPILBIILBIAYGBiCKIvb39xGJRJSp7KSUnfynTpfS6oOh1TsENCaiUw618InH4wAAn8/XyC1VBRM6R5DiMQ61hI+tnDBO1ieiIZvNYmJiArFYzHCqqhgrG/vpETqSJGF+fh4rKyu4dOkSurq6al6zWoq77UqShFgshkgkojSda2pqUoQPif4xtDmqEZ1K2Gw2hEIhpdoxl8sppexLS0uYnJxEc3OzInpoLWE24lGsN42O6JQjHo+jqamJ2v2VgwmdI4a6N05xh81qqIfQkSQJu7u7GBsbg9/vx/DwsOFUVTFWpq4qiZJ0Oo2xsTHkcjkMDQ2hublZ15r1gud5BAIBBAIBDAwMQBCEggtWIpEAz/O4ffu24u9p5MmNRmFB20WyEWmi4lL2bDarRA3n5+eRSqXAcRwWFxeVqew0XCRpjTQB9EV01ESjUTQ1NVH33tcDEzpHBCO9cYxAPnSiKFrWYfXevXuYm5vDmTNncOLECdM+SFY2DSy1bjgcxtjYGNra2nDt2jXdzdmsjOhUwm63o62tDW1tbQDylWErKyvI5XKYmZlBLpezrAT5MEKj94SGPTmdThw7dgzHjh0DAGxtbWF2dhapVOpAKTuZyt6IizrNQof2iM5hTXEzoXMEMNobxwhWRkay2Sz29/chiiKefPJJBAIBU9e3smlgsSiRZRmLi4tYXFzEuXPn0Nvba+g1aPRFSo3D4YDD4cD58+chyzJSqRQikUhBCTK5WIVCIUOVOEcBGiNMNAidYhwOB5xOJy5evKhZyi7Lct0aYKqhWehYeUNZK7FY7NB+1pnQOeRIkoSdnR14PB5lsJ+ZkPSX2YIhEolgbGwMHMehr6/PdJEDWBvRUT8fxFsUj8erFmy0nTzI88ZxHDweDzweD3p7eyFJEuLxOCKRCLa3tzE/P19QiRMKhWpOOx4GaHy9aNuT2iCtVcpOGmBGIhEsLi4WtEwwWspudF+0Ch2aIzqJROLQNiVlQueQQlJVuVwOr7zyCq5fv27ZBcZMoaOOfJw9exaxWMyyE7RV6SD1uvv7+xgZGVG8RbXcjdEYKSiG53mlBLm/v18ZKknu0qenpxVDKmlcaMaJm6aLOI2vE41Cp1xvH60GmMQgry5lVwsfsy6yNAsdmj06sVgMHo+n0duoCiZ0DiFaqSoaxjRUIpPJYHx8HKlUSol8TE9PW7Z3q1JX5Pm4c+cO5ubmaiqDJ9B0kTKyFzJUsrW1FUChIZXMVir299B6ItfLYRMVjcJIyXuxQZ6Usmt1/m5paUEwGKz6xo5moUN7RIcJHUZdIFEcdW+cRnYv1ks4HMb4+DhaWlrw6KOPKpEPK0WaVakrAFhaWkIymaw4XFQvjTQja1HtXooNqWp/z927dyHLcoG/x+PxUCcaDiNHTXwVl7KrKwOXl5cRj8cLStmDwaBu4z/NQofmiE48HofX6230NqqCCZ1DQrneODRHdGRZxsLCApaWljA4OIi+vr6CEzLP85b1bbEiohOLxZBMJnUPF9ULrSe3WnG73ejp6UFPT4/iy4hEIrh3754ymFTt79F6PmkSgAC9ooK2PZnZxLC4MrC4lD2dTisjT8hU9lKREZqjJjTvjZz3DiNM6BwCSG+cUq3LrRQLZP1qBEMmk8HY2BjS6TSeeuop+P1+09bWg9kRnfX1dUxNTcHhcODUqVOmiRzg8KaujK5LfBknTpwoSE+srq5iZmYGXq+3wN+j9y693tD0egF0Ch0r02nFkUMy8mR3dxfT09MQBAF+v18R0eqUKYvoVEcikWARHYb5qMc4lOuNY3Xqqpr1ST+Z1tZWXL16teQFyyofjZlrFw/kXFhYMGF3B6EpclGPvajTE6dOnUIulztwl+73+5HNZuF2u6m5QNEqKmjbUz1fr+KRJ6lUSqnounv3LiRJUqayp9Np6p4rgiiK1EZ0EomEElE7bDChQylGeuPQlLqSZRm3b9/G8vIyzp8/j56enrInFSt9NGasrTWQc3Fx0fQ903ABbzQOhwMdHR3o6OgAAOVitbi4iI2NDWxsbCgXq1AoVLe+K4cBGoVOo/akbomgTpkSER2JRAAAExMT1PWCojl1lUqlWESHYR7qMQ56mv/ZbDYqUldk9EE2m8X169d1DX+zUqTVGtEpNZDTij3TcJIl0LIXt9sNt9uNnZ0dtLa2IhgMKsZmMphU7e+pV48PJir0QUsErriU/fbt20gmk/D5fNjZ2cHt27fhcDgsKWU3Ci3PmRbJZFLXOBsaYUKHIqod40BDRGdnZwcTExOGRx9YLXSqibxUGshpRYUUbVVXtKEeTEr6rkSj0YLBpOry4+JJ2mZCo6igcU9WTFQ3A1mW4Xa70d/fr/SCKi5lJ0NuyX/1aoJJs0eHiMPDCBM6lFDLGIdGmpHVouD8+fPo7e01tLaVHp1qUld6BnJaJXRognbRxfM8gsEggsEggAflx5FIRJmk7fP5lIiP2YNJaXy9aNwTjRdtSZIKbsTKlbLfuXMHU1NT8Hq9ynvJKpO8JEmQZZnq1BUTOoyqIb1xqh3G2ag+OtVM6dZa26qLqlERpXcgpxVCh6YLAm0XTD0Ulx9nMhklzUWqcAKBgHJBa25urvrvpFEE0hg9oXFPQOX0kFYpOxE+t2/fVi74ekrZje4LAJVChxi8WeqKYZji3jjVDuOsR0SneP2dnR2Mj4/j2LFjOH/+fNUfThrKy40O5GRppvpSzXPtcrkKqnCSyaQifJaXlwvmKhEzqhFou4CziI5+jPpgnE5ngUleXco+MzODbDZrSvfvUu1DaIFFdBiGKe6No24AaJR6RnTUqaqLFy+iu7vbtLXNRk9Ep5qBnFamrmi5YB0lIaceKNnX16c5V8nlcimpiUqeDFpeIzU07onWCqJaDb+lStlJPyh1KXtLS4vu6KEoisoQZRoh7R4OI0zo1Bl1bxz1GIda4HkeuVzOpB1qry9JElKpFEZHRyFJUtWpqmKs7qNT7oJd7UBOq1JXR0lc0EzxXCVBELC/v49IJKJ4Mpqbmws8GeoLNo2vE41C56hEdMqhVcqeSCQU4bO0tASO4wqMzaXGntBsRCbnfz03gjTChE4dKTYcmyFygHxEJ51O17xOKXieRywWwwsvvIDOzk6cO3fOtDs1q/voaIkoWZZx9+5dzM7OVjWQ86ibkWnaSz2w2+0HBpOSNNetW7eU1ATx9+gVFd7EtZI/S3hfNW3/AJ2i4rB6dGpBXR2ojh7u7u4qpex2u71A+JC0Ka0RMCCftpIkiUV0GOUx2hvHCFamfyRJQiQSQTQaxZUrVw6UWtdKvT06giBgamoKkUik6oGcR72PDkBf1KKez4/T6URnZyc6OzuV1AQRPisrKxBFEW63Gw6HQ7PZnDP+CBxc+VMrEUFmCR4W0dFPPXvVqKOHpJQ9Go1id3dXaYtAStmdTid1ryEhFosBgFLleNhgQsdiqu2NYwSrzMjJZFKZVdXW1ma6yAHq69GJx+MYGRmBy+WqaSDnUY/o0EYjRZc6NdHb2wtZljE2NgZZlguazYVCITzS9+8AoKLIUeOMPwIAyDaP1bRPGoUOrc3vGrkvm82mRHIAFKRNt7a2kMlk8NJLLxVMZbeqH5QRotGoEq06jDChYyGyLCuDLc+fP2+ZYrfCjLy5uYnJyUl0d3ejo6MD0WjU1PUJ9fLokIGcJ06cwOnTp2s60bHy8ocXjuPgcDjQ3NxcMJi00/kvDK2Tk4WCr53xRyBAhNQ8WdW+aBQ6NO4JoEuAqdOmgUAAy8vL6O/vx+7uLhYWFpQmfaSiy+x+UHqJx+Noamqi5nkzChM6FkF644iiiM3NTQwODlr2oTczKiJJEm7duoX19XVcunQJnZ2duHPnTsNLwKtdW5IkTE1NYXNzE4888ohSIloLR13oAPSlrmhC/dzYbDZF5AgQYYftgIghkEhPqZ/bYYMQv2RY7MiyTKWooElQqKF5X3a7vaCUPZPJlCxlb2lpgd/vr8vfEo1G0dTURN17TC9M6JiMujcO6XJpdZ8bs2ZdJRIJjI3lQ+jDw8PweDzK+lYKHavWFgQBW1tb8Hg8ykBOM3gYhA6jPOSEL8YuQOD0vXalBI6aasWOek+08DCakWtBq+rK5XId8IsVl7KrhY/P57PkOY/FYqadPxsBEzomIkkSBEE4MMahUZ2LjbCxsYGpqSn09PRgcHCw4ANXD8Ow2Xek29vbWF9fh9vtxlNPPWXqic3KdBsN0HhxognyXhVjF+BQiRw7KqcUBIi6H2tkPwB9rxszIxujUtVVpVL25eVl3aXsRonH49RMeK8GJnRMoFJvnHpMF692fVEUcevWLWxsbODy5cs4duyY5vpW+mgA80or1Q0N29vblYiamVghdGg78bLUVXm6g29EDhIc0P+6EZFD/l0sdlJyDm7OgZwswRG/hGzTqK6ZSrQKHRbRMYbRPjpapezxeFxXKbtRiNA5rDChUyPFYxy0euNYLXSqjRglEgmMjo6C53k8/fTTJd/IVkd0AHMurMWzt7a2thCPx2tetxhWdVV/aHp+LvT/W+QgwaOqrsrJEnI4+Blxc6UrZkqJHbKekLqE0dm/KBhMqnUhpFXosIiOMWq92eN5Hn6/H36/HydOnIAkScpUdlLK7nK5CoSP3srTeDyuWBkOI0zo1IC6N0651t1WCoVq1ydVSH19fTh79mzZD349hE6t65OBnK2trcpAzp2dHUsiE1YYqGk68dJ4waQJtaBJ3vfdlIrsEOHiKOHjIWKHPK6YS4M/i4WVv8b6+joEQUAwGFSEDxktQKvQoTGiQyaE0/R5I5jdGVk9zw14UMq+u7uLu3fvYnp6Gl6vV1cpeyKRYELnYcNobxyaUleiKGJmZgZbW1u6q5BoFjqyLGNpaQkLCwsYHBxEX1+f8lpY5aUxO6IjyzI2NjYAAK+88orSgTcYDDbshEybuKCFdOyc8u+kDnOx+rGeEv11onJGUyg5wCMHCRcvXizwY0QiESwtLSkXMtKtljZRQaOgoHlwJqm6soriDuC5XE6Zyr64uIhEIlEwlV09+sQMofOFL3wBX/jCF7C8vAwAuHjxIj72sY/hTW96k+bjv/rVr+Kd73xnwfdcLldVUwCY0DFI8RgHPQ0A65W6qmTojcfjGB3N5/2NVCHVy6NjlEoDOa0qXTdT6ORyOUxMTGB/fx8A0Nvbi729PUxPTxfcwYdCIXi9XuouZg8T63uDCNk4xCQJPtWFUq9Pp5zYKYUDPNKxc2jy3Trgx4hGo0qjOQB46aWXCgaTNrrRHI0pIpqFjiiKZYfJmo3D4UB7ezva29sBFJayz87OIhqN4plnnsGTTz6JxcXFmieX9/b24tOf/jTOnDkDWZbxZ3/2Z/jxH/9xjIyM4OLFi5q/4/f7MTs7q3xd7fmPCR0DSJKEbDZruMNxPYQOUL5B19raGqanp3H8+HGcOXPG0AedxtQbGcjp8/lKDuSkPaITi8UwMjICj8eDK1eu4JVXXkF7ezu6u7shyzKSySQikQgikQgWFxdht9sV0RMKhSw7KTIxpQ0ROUYpTnWpxQ6JClUyNhOxQ+B5HsFgEMFgEF1dXbhx4wbOnDmjDJKcnJyEz+cr8PfUu9Ecjb19yOeWRqHT6FlX6lJ2IG8H+Df/5t/gO9/5Dr773e9CEAS88Y1vxL/8l/8S/+pf/Ss89thjhvb75je/ueDrT33qU/jCF76AF198saTQ4ThO2U8tMKGjA5KqIlVVRsc41EMoANo5XkEQMDMzg+3tbTz66KOKeje6vtWpN73CQT2Q89SpUxgYGCj5WtAc0SEeqf7+fpw+fVoxTZP3Ccdx8Hq98Hq9yh08aRVP8utkwnYjO6Y+LKzvDcLB5V9zX40XyVKRHS2xE5GEisck56S2tja0tbUBeHB3HolEMDMzg1wupwwmtbLfihoaIzrET0mbAAPom17e2tqK97///Xj/+9+Pf/tv/y1aWlpw/fp1/NM//RM+/elPQ5Zl/NZv/Rbe+973Gl5bFEV87WtfQyKRwNDQUMnHxeNxxVh99epV/PZv/3ZJUVQOJnQqUE2qqph6eHSA/JtHHdmIxWIYGxuDw+HA008/jaampqrXpyGiY3QgJ40RHUmSMDs7i7W1tQKPVCWvktpYeOrUKWSz2QMXMjPTXMyj8wC1yCnGSHm5Gj3+nj2p8DHre4PoDs4eeJxW5KS40VwymVTeL+p+K0T4WNEjhcaIDo3iiyCKIrU3K6lUCleuXMH73vc+vO9974MoihgZGTFccj4xMYGhoSGk02k0Nzfj61//Oi5cuKD52MHBQXzlK1/BlStXsL+/j9/7vd/D8PAwpqam0Nvba+i4TOiUQR3FqeUuoB5CR31Rl2UZa2trmJmZQX9/P06dOlXTh1t9EbbiJKFHkFQzkNPKiE41AiqTyWB0dBSCIBR0ngaMl9k7nU4cO3YMx44dO5DmWlpaUoYHEuFjZIApbRcngM49RUQZLk5bsAT5++MeNErOCQlJgrfo80SiOsUiJ58y47CzfxbtgbmCn1USFOroYG9vLyRJQiwWw+7uLra2tjA3N6eUHRPhU2talPQWo01U0LgnQqNTV+VIJpMFAz1tNhsef/xxw+sMDg5idHQU+/v7+Ku/+iu84x3vwHe+8x1NsTM0NFQQ7RkeHsb58+fxpS99CZ/85CcNHZcJHQ309MYxgtVCB3gQFSFRj3A4jMcee0wJZde6NmDdSaJSRKfagZxW9Lupdt3d3V2Mjo6itbUVFy9ePHBCq6WfULk01+rqKmZmZuD1eguquWg9odLG+t4gErIdQS5f/u3jeUTEyq8RESrFQoaQuP9+1xI7apHDAwVSKScfPA8ZjZzwPI9AIIBAIID+/n6IoqhU39y5cwdTU1NKWrS4+kYvNJe80yx0aN1bKpUyZXK50+nE6dOnAQDXrl3DK6+8gs997nP40pe+VPF3HQ4HHnvsMdy+fdvwcZnQKYL0xjHTnc/zPHI57T4ZZsHzPKLRKG7evImmpiYMDw9XnarSWhuovddNufW1LvCSJGFmZqbqgZxWpa6MeopWVlYwNzeHs2fP4vjx45on/1qqz7T2p05z5XI57O7uIhwO49atWwV+jVAopPRjKd43LTRyLwm58BSpR+So2ZPyjw/y+i74+cdzcODgcRycjJzMYX73Is60TCnfrzVFZLPZCsqO1WnR2dlZZDKZA/6eSudFWk2/NIsJ2jw6asgUdbORJAmZTEbXY0VRxMTEBH7kR37E8HGY0LmPeoyD0aqqSlgd0SGzoiYnJ3Hy5EmcOnXK1Dupegid4rWTySRGR0cB5EOY1fRwaLQZWe0pevzxx5XGXaXWBKy5qDscDmUiMhkMSNJcy8vL4Hm+oJqLkWd9bxCAHUE+f5OyJzngVaWqXCV8O4QcHnwG9yS5pNjRiuqoKY7qeIvSZWZ7YYrTomSQZCQSwcrKCgAUNC7UmqekNtXTBO1Ch8ZIqyzLSKfTNQudj3zkI3jTm96E48ePIxaL4dlnn8Vzzz2Hb37zmwCAt7/97ejp6cEzzzwDAPjEJz6B69ev4/Tp09jb28NnPvMZ3LlzB+9617sMH5sJHZhjOC6HlUJHEARMTk5CEAQMDg5iYGDA9GMUe4DMpnjt7e1tTExMoKurC+fOnav6xNRIM3IikcDIyAgcDocuT5HVYpKgHgxI/BqkHwvxdbndbkiShHA4/FCnudTRnD2p9p40ROwkNF7jhCQVCKOcgaiOlaZfrUGSxN9D5ik5HI4Cf4/L5WIRnSqg2aOTSqWUxpTVsr29jbe//e3Y2NhAIBDAlStX8M1vfhNveMMbAAArKysFr83u7i7e/e53Y3NzEy0tLbh27RpeeOGFkublcjz0Qkc9xsFsgUOwSuhEo1GMjo7C7XYrHg2rqMcEc/VAzosXL6K7u9uUdc2mktDZ3t7G+Pg4ent7K47XIDTq5Kvux3Ly5Enkcjlsbm5ifn5eSVsEg0G0tLSgtbVVM811FJnffVDCSkROcSSlGvYkGdVIpnJRnXpWN3EcVzBPSRRFzbEC5KJIWzqGdqFD697MEDp/8id/Uvbnzz33XMHXn/3sZ/HZz362pmMSHlqhQ3rj3L59Gy6XC11dXZadLMwWCWrfx8mTJ3Hy5Em8+OKLVJSAV7t2JpPBK6+8gmw2i6GhIVOMb/WO6MiyjNu3b2N5eRmXLl1CV1eX4bWtjuhUwuFwIBQKged5DA0NFaS57ty5o/h/SJrLLB8YTYyGH4O3wvWmUtqqGpKSDR7+wQ1RcVRnR8w/10E+72kgUZ1GlnHbbDblvaD2g+3s7AAAnn/+efj9fuU94/f7G3oxp1VMkBs9GiM6xEdjhUenXjyUQkedqorH4xAEwdIThZkRnVwuh8nJSezt7RX0kqlHUz+rLsJEcLa3tysDOc2gnhGdbDaL8fFxJJNJXL9+veqTAg0mYPWssOI0VywWQzgcVqYhu93ugmouK2f11Iuk7IQXWexJbgT5VFVrqNNQBWtL+QtZgC+MDu1L5Z+3LfGBoNyTXMjKNnj5LAC6+tUQP5jX68W9e/fw5JNPKv6etbU1SJJU4O+p91gTWsWE2jZBG4lEQnndDiuH/6xkENIbhyh7u91ueem3WUJnf38fo6Oj8Hq9ePrppwt6XZB5V1ZhhdAhAzn39/fR2dmJK1eumHrSszKio16XvC4+nw9DQ0M1zRiiQeiUQl2WDDwYChiJRDA/P490Ol1QzWVm9916XQxHw4+h3Za1/Dj7kv2A2AG0ozoRUdvflZCcmN+9iKD0HDVCh0DEl9vthtvtVsaaxONxRfgsLCzAbrcX+HusjhDSGtEh5xMaRVg0GgWAA7MEDxMPjdAp7o1D/Dg2m83y0u9ahY4sy7hz5w7m5+dLjj2oR0THzPVzuRzGx8cRj8eVaIDZJ+t69NEhfWpICrHWv4EWoaNnH8VDAdVpLlKdo67mqvYiVs/npFQ0p5w/Z0tswjGb8YnKhHLRnB2xCTYNU7KTE5GVK8+4axRagoLjOPh8Pvh8Phw/flzp97S7u4u1tTXcunULbrdbET7BYND0waS0Ch1ybqXtdQTyHfZ5nq95enkjeSiETnFvHHUDQJvNVtXYdyPUEg0h062j0WjZEuV6RHTMuuCQCEhzczOGh4cxPT3d8H43RteVJAlTU1PY3Nw0rTEjAMuji3qo9mTrdrvR09ODnp4eJc0ViUQOXZprTyrf1n5b9MDJPXideE7GjpSPurTz+nqCAPqjOiI4TbED5KM6t+SfQRf3ad3HrQd6xJe639PJkychCIIyPXthYQGpVAo+n08RPoFAoGaRIkkSlWKCpNRo3FssFkNTUxOVAlEvdJ5pTELdG6fUGId6dC2u9hh7e3tKSmR4eLhsW3Za5lGVo9RATqtNw2bf8WazWWSzWezv72N4eNjwvJdy0BLRqRV1mmtgYEC5iKnTXH6/XxE+fr+/4Sf5F+49BQen/TndFh/czTpLPAYAdiQXcjKPdo0ID/HnqKkUzdFD0JZo+HNXTDWRE7vdXhAhzGQyiEQi2N3dxdTUFARBKPD3VFMBSLNHh1YhEYvFLJmFVk+OrNAp7o1TaoxDPYWO3guuLMtYXl7G7du3cfr0afT391f8vXrM06plffVoiuKBnFaJNPVYBbM+pOFwGBMTE+A4Dk899ZTpJ01ahI7Z+yi+iKnTXHfv3gWAgmouM8VjI9gRmzTFTjGlDM9aoqgYdfqKtouQGZETUg3b1dVVMM9td3cXS0tLBRWAZDCpnn3RKChoFWDAA6FzmDmSQsdIb5x6CR2yr0pv5mw2i4mJCcRiMTzxxBO6ne40R3TIQE6n06k5msLK6ijAnJObWnz29/djZWXFkhMTLULHatRpLtKELhKJKEMmm5qaFNFTDw/KC/eewp7oRbs9b7xUi4+EVN2Ay1rEzrbYDK8qDVYufeXj0ogdfw+AG1Xt0wpkWTZVUGjNcytOjTY1NRUIHy1/jyRJVKZMaY7oxONxNDU1USemjUDfK14DpDeOIAi6xzjYbDbFoGwV6q635S6Ou7u7GBsbg9/vx9NPP23IiMfzPLJZ66pFqhU6egZy1iOiUwuCIGBiYgL7+/t48sknwfM87ty5Y8YWD0CD0Kn3CU3dhK6/vx+CICjVXAsLC0gmk1hcXEQikVCquep1UdgRm+HhSn+u+Ar9dPSKnWpRR3VowmovjFZqlAwmXVpawuTk5AF/D/Ex0igoaI7oxOPxQ21EBo6Q0Kl2jEM9IzqiKGqKF1JmvbCwgDNnzuDEiROGTxK0lZdLkoRbt25hY2Oj4kBOjuMseQ3MmB9FolFkUKrT6UQ8HrdMkDS6YaCaRlXz2O12tLW1KQbvl19+GX6/H4lEwpI019c23gQv/yCaA+QFjhbl/DmlWM4F0GGLl32MVlQnIbkMRXX+f1uvx5uP/YPh/VmB2RGdShS/ZzKZjGJsnpmZUQbZZrNZ2O126irVaI/oMKFDAcW9cYy8geshdDiOK+lxIY3mEokEnnzyyap7FdCUujI6kNOqvdc6EXxzcxMTExM4ceIEzpw5U9BIz8r9Nhpa9kHgOA6hUEgZSlqc5nK5XGhtba26JLnHEcGeaM74lJysfbHaFpsPiJ1S1V3bJUSWmjUhqPy73RYDkDcl00Kjq5tcLhc6OzvR2dlZMMh2eXkZ6+vryvwkIpgbbbalOaKTSCSY0Gkk6t445A7C6Ju1Hg0DAW1BFYlEMDY2hmAwiOHh4Zp6Rlgt2PRGjKoZyFkPj44RyMytu3fv4sqVKzh27NiBdc3eb62i7GGhUpqLlCSrq7nKvQdJNEdNrkGpID1RHaBQ5ADAjuhDTrbDZ6uui7MV1DuiUw51h+979+6hvb0dPp8PkUgE29vbmJ+fh9PpVLw9oVCobIWrFdAc0UkkEsyM3CgkSYIgCDVPHK9HRAcojFrIsozFxUUsLi5icHAQfX19Nd9NNDqiI0kSbt++jTt37hgeyGllRMeoKMlkMhgbG1NmbmkNSrWimotAg0eHQFt4X4vilEU6nVYqcyYmJiBJ0oE0l5G/qZw/Rw8J6UFXY62ojlFWhBBs0P6sxEQ3/vneEH6grfGmZNq9MGqxLIqi4u9ZWVnB9PQ0mpubC/w9VhuYRVGkOqJjxuzBRnLohI6e3jhGsNlsyppWfjCJoMpkMhgfH0cqlcJTTz1V80RYgtWdkcula4g4yGQyVQ3ktCoVBBiLFpG+RcFgEFevXi15clN7f46y0DmMNDU1obu7u2DkQCQSwc7ODubn5+FyuRTR09LSokRLiD9nR/DrTgFtigF02/cM7a+S2FnItcHHW9vAtB7QKpK1zvM2mw2tra1obW0FkLcTEH/P7OwsMpkMAoGAInysMMPTKgyBvBXhMI9/AA6Z0Cke41CryAEKjcJWC529vT2Mj4+jpaUFjz32mKl3CVabkUuNyiDpt1AoVFYclMPKaJQeEaVuZKjHDG6GybnUujQIHRovUNXsST1y4MSJE8qdeyQSwdLSEr4jvqNgSvmOUP6mY0csHNRq42Ss308jddv3SvpzitkWmw2Zmkn6ak3Q7ooOAA5OQE62Yz3XQoUpmdYLt559OZ1OHDt2TElZE3/P7u4uVldXlSghET4ej6fmzwztHh0jEXoaOTRCR90bh5h7zaBSRZQZyLKMbDaLhYUFnD9/Hr29vaZfTOqdulJXitWafrPKo6NnbVEUMT09jZ2dnQONDEthldCxas1qoWkvZlB85z6x6lEiOuVEzvp9geEoM+9qXQgiK9vQY9+teZ8xqalsVEcEXzJ95ePTiEnWDsbUQ6PNyKWoRoAV93wiUcJwOKwMJlX7e1wu7SGs5aA5dZVKpVjqymqq6Y1jBCKarOqlk06nMT4+jlwuh5MnT6Kvr8+S49RjqCcROmQgZywWq6lSTGttsykX0SHVYTzPazYyLLcmcPSFzlHmaxtvAnCwkkSdttoTvdiDsWqsNaFFl9gJi160FqXIwmUqv+aznfAYmKPVaGgyI6upNdKkFSWMRqOIRCJYW1vDzMwMvF5vwWBSPVFuURTrboDWSzKZZELHSqrtjWMUqwzJ9+7dw/j4ONra2ix38terj07xQE4z/iarhY6WeNjZ2cH4+Lih6jD1msDRFTo03ombzb7oQbej9uiLFkTsqI3I9YCkrwA0PH11lCI65bDZbEoaC8jfBJL06O3bt5FKpeD3+xXhU6oKkObUVTKZhM/nq/xAiqFa6Gxvb8PlclneftpsoaOuQDp//jx6enowNjZWt4iLFXAch0QigZdffrlgIKdZa9crdaWueLtw4QJ6enoMr2lVKTgtHh0CLXtpxD7WcqEDZd1qbBU6Iq8JLQjySc2fkdSSVlRH/ZjDnL46qhGdSjgcjoKZblpVgMFgUBE+Xq9XiTrT+HwBLHVlOdPT0zh16pTlNfxmCp10Oq2UJ1+/fl1RwlanlqwskxcEAevr60gkEnj88ccVj4NZ1Ct1RVJu8Xi8poq3ox7ROeqUSlsBeYGjRTl/DgDNMQybQgCd9n3D+yuGeISSkstQ+upLq2/FL/X+Vc3HrwZaIxT1FhTFVYCJROLAYNJQKERtZRNptmhWdXCjoFro1KvHjVnHIemQjo4OXLt2rSA3W4/p4pIkmV7WGY/HMTo6ClmW4fP5TBc5gLVCh0R0YrEYRkZG4PV6a27OWE1/Hr3QIHRoTDmYiTpttSP40G6PWXasSmKHRHW0/DmVojparOdaLEvJGYHGiE492oiUg+M4NDc3o7m5GcePH4ckSYq/5969e1hYWMD6+rpibC41mLTekCachxmqhU4juxYbgXTSXVlZKZkOqUf5N9mLWXdSGxsbmJycxPHjx+H3+7G0tGTKusVYHdEJh8NYXV3FwMAATp06ZcqF3MruyAzr+P07P4vA/Y/HjlB48q63p4ZQzoS8XqakXJ2+upNtL/hZRGhGyF5bc8JaoNGjQ84xtAgwnucRDAYRDAZx7949nDhxAjabTWl/QAaTEuFDBpPWm3Q6zSI6VmK32y2fLE6OU63QSaVSGBsbgyAIZZvl2Ww2ZDLWVU3onZCuB62BnNvb23U3DNeKJElIp9NYXV3Fo48+quTNzeAoR3QINO3FrItm4P6YBCJySkVzyvlz9JCWHtyJq6M6tXpntNJXxSLnTrZN+Xej0lc0RnRoEzpqJEmCw+FAKBQqGExK0lzT09MQBAGBQEBpeNnc3Gy5mCRNbpnQsRDaIzpkrtOxY8dw/vz5sgKjHuXfQO39gJLJJMbGxiDLcsFATqvTS2avnU6nMTo6ClEUcfr0aVNFDmBdRIeGWVe03YnXg/VcCwI2bfOwGVTr14mJTfDZSqevikUOLdAY0SGfVxqFjlYfHZfLha6uLnR1dUGWZSSTSUX4LC8vg+f5A4NJzSYWi0GWZSr9Q0ZgQgfGhY4kSZibm8Pdu3d1z3WqR/l3rRdKItw6Oztx7ty5gg/eYRI6pFtza2sreJ63JM/9MER0jhofX3wXeoq6IaznSqeGCMVG5OKKKy0jshalojmkWSEZQ2EEERxsKNyPgxORk22ICM1ISo3pzUJjRIec42kTYEDlzvwcx8Hr9cLr9aKvrw+SJCEWiyESiWBrawtzc3PKeBMifsxo/RGL5SOewWCw5rUaCfVCJ522fu6LEaFDIh6SJGF4eFhz6GOtx6iWagWDnoGcVgo1s4SOLMu4c+cO5ufnlW7Nr776qmUDQ80WJZIkIZPJQBAEy4cI6oEW0WX2PipVUFmF1iTychARVhzVIekrdYqqHI1IX9EY0bGi4axZGLUc8DyPQCCAQCCAgYEBCIKA/f19RCIR3LlzB1NTU2hublaETzAYrMrSEIvFYLPZ2PRyK6EtorO1tYWJiQmlyZyRN049hE41x9A7kLMeTf1qqRgTBAFTU1OIRCJ4/PHHlQZeVkVezEwzybKM+fl5iKKIRCKBf/7nfy7Ixft8PipPzoeNHmdhNRJprgegZNrqTrYNjqK5VDz34HXvd94ztAdaqqKshsa+MDTuCTCnGsxut2sOJo1EIrh16xay2WxV55RYLGZ5H7t6QLXQqWd5eTmjsCRJmJ2dxdraGi5evIiuri7Dx7Dao0OOYeTia2Qgp9UTxoHqJx4nEgmMjIzA4XBgeHi4YNaMVXO0zBJQuVwOY2NjSCaTcDgc8Pv9OHv2LCKRiHJ3RnpthEIhtLa2Wt4q/rCf1LTQSluV4p7gwz3oK6ddzrYhJ9twQiV41EZkNfuidu8ewo7g152+UkdzyqWvACAu1r95II3Ty2kVOuS8amZFlXowKemFQ4TPysoKABzw92i9XrFY7NBHcwCAvlddRb2qrsoJqmQyiRdffBG7u7sYHh6uSuSQY1htNNUrpkh34FdffRWnTp3ClStXKqZKyP6tEA3qijGjbG9v48aNG2hra8MTTzxxYKCeVQLNDAEVi8Vw48YNcByHoaEhZU0yRPDy5cv4gR/4AVy+fBlutxurq6t4/vnn8fLLL2NhYQG7u7uWvqdoSV2Zyb2cNR1e9aaRgEJfUKlhosXeoViRWMmUEFPFePgsAOBjC+/WvT8zoFFU0Lgn4IF3yKq9cRwHj8dTcE559NFH4fP5sLOzg5dffhkvvPACZmZmsLm5iWw2q/yuGULnC1/4Aq5cuQK/3w+/34+hoSH8n//zf8r+zte+9jWcO3cOTU1NuHz5Mv7u7/6upj1QHdFptNDZ3NzE5OQkuru7Dc9D0nsMM9EjpnK5HCYmJhCNRg0N5Kw16qJnbSMXbZLuuXPnDi5dulRSgNIa0dnc3MTExAT6+/tx+vRppQlhMepeGydPnkQ2m1WiPVNTUxBFUbkrC4VCSpXcUaOW99zv3/lZuLj83XKXcw8AsJENos1xsM/MSrZVEQdaqNNWxdzJthVEdqpBT1RnNavdvZkmaDQj0yp06l32znGcIjr6+/shiqLi77l79y6mp6fxR3/0R2hvb0dTUxNcLldNn7/e3l58+tOfxpkzZyDLMv7sz/4MP/7jP46RkRFcvHjxwONfeOEF/PRP/zSeeeYZ/NiP/RieffZZvOUtb8HNmzdx6dKlqvZAvdCpR+qq+DiiKGJ2dhbr6+u4dOkSOjs7az4GDWbkWgZyqsWI2R9Io7OjstksxsbGkEqlyvqKyNo0mZHVAu3KlSs4duxYwc8r7dXpdKKzsxOdnZ2QZRnxeByRSAQ7OzuYn59HU1OTkuLSOzm5GNpSDrUSF5vg4nK4l2tWhI4WK9mDXb+L/TnF5Ioqru5k23BMRxl5Oa9OqShPOSqlrwL2FEZGRurWg4VmMzJtkIqrRj1fNptNeV8A+Zvh9fV1fPvb38bf/d3fYW9vDz/wAz+A17/+9Xj961+PJ5980lAl65vf/OaCrz/1qU/hC1/4Al588UVNofO5z30OP/zDP4wPf/jDAIBPfvKT+Pa3v43Pf/7z+OIXv1jV30i90Kl3RCeRSGBsbAwcx2F4eNi0O+RGmpFlWcbdu3cxOztb9UDOWtJLlTAyO2p/fx8jIyMIBAIYHh6ueCG30oxsdF0yayuRSGgKNKOvCcdx8Pl88Pl8OHHiBARBUCYnz8/PI51OIxAIoLW1tW4NxmhnIxs88L190Y190Twfwkq2Dcd1RHbWcy0VhZSamNhU4PPJSA64+FzF3/PwWSQlJ77u/2946/77lB4spCInFAqhqclcHw+L6OiHtrlgDocDP/uzP4uf/dmfxe/+7u/if//v/413vOMd+Id/+Ad8/vOfRzqdxi/90i/h937v9wyvLYoivva1rynnQC1u3LiBX/mVXyn43hvf+EZ84xvfqObPAXAIhE49q642NjYwNTWFnp4eDA4OmvqhsGoWldYx1AiCgOnpady7dw9Xr16telaV1UJHj5F6dXUVMzMzhsSaVdViRoVOPB7HzZs34fV6MTQ0VPKOqBZRZrfb0dbWpnRWTaVSCIfDiEQiWF5eLrhzC4VCFSN6R8Gj8/HFd2l+XyttZQbEO1MsdioZkdVs5QKWjW+4cuVKwYyl9fV1zM7Owu12K++LlpYWU7qr0yaqaRU6lXroNJJEIoFQKIR3vetdeNe73gVJkjA+Po5o1FjPp4mJCQwNDSGdTqO5uRlf//rXceHCBc3Hbm5uHoh0Hzt2DJubm1X/HVQLnXpVXXEch3Q6jenpaVy5cgUdHR2mH8Nms9VcQq3nGOrniwzkJNVItdy1EQ9JPaaMFyNJEqanp7G1tYXHHntMuZDrXbfRER3SluD48eM4c+ZMydff7L263W709vait7cXkiQdyMOTOTqhUAiBQEA52dJ2gar1OXFxlaMehHL+HKNUiuxEhGYcc9Q+3VyL5XT+hqbHtXfgZ8W+r1wup0QC5+bmkMlkam5vQGtEh6bICYHWfQF5oaPOavA8j0cffdTwOoODgxgdHcX+/j7+6q/+Cu94xzvwne98p6TYMRuqhY7dbockSZYq8Xg8jqmpKUiShNe85jWWldKRN7KV6l0dvVAP5Dxz5owpx7SyRL5U5CWVSmF0dBQAMDw8bPj1sWrPekSfLMu4ffs2lpeXcfnyZV1eL6uiKOp28adOnVJMzeFwGJOTk5AkCS0tLUqay8q90MRatgXNZUYsWM1WLqApdrSGchITcqmREMSnQ0QOAKxlgsjJNnQ4YwjYU/jYwrvxiVP/veD3HA4H2tvblTEpyWSyoBSZ47gCw7ueGyYW0dEP7REdvU1xy+F0OnH69GkAwLVr1/DKK6/gc5/7HL70pS8deGxnZye2trYKvre1tVWTV5Z6oQPk0y9W9A5ZX1/H1NQUurq6sLa2Zmm/ALNmUVU6BklVra+vKwM5zVzfyl46xRfWcDiM0dFRXbPEStEoM7Laj3P9+nX4fJX7stTzwqBlag6Hw0o7eQBYWlpCR0eHKamMRvCuyQ+jr0zGaC1befyDmnIVV6VYybZZOkOr2KejFjlqtrM+dDi1B5gW4/F4lHJk9aiBjY2NA2muUoZ3WiM6tO0J0J5zRQvJZLJqu0M5SBd4LYaGhvCP//iP+OAHP6h879vf/nZJT48eqBY66iiImYiiiOnpaWxvb+ORRx6B3+/H6uqq5f4Zq4c2yrKM1dVVNDU1mWqkJtRr3pUsy1haWsLCwgLOnz+P3t7emta1qvdPqXXj8ThGRkbgdrvL+nGKsSrNpue4xNTc398PQRDw3e9+F7IsK6mMYDCoVHN5vd66361Xc7w+T+kOxHpEjtGKq1Lsi56yYkcd1dnKVT888U6qrXz5eyqEoCNlaE2tUQMk2qM2vJNoIElz0RrRoW1PAL0CDMhHdI4fP17TGh/5yEfwpje9CcePH0csFsOzzz6L5557Dt/85jcBAG9/+9vR09ODZ555BgDwgQ98AD/4gz+I3//938eP/uiP4i//8i/x/e9/H3/8x39c9R6oFjocx5leeaX2rTz99NNoampCLpe/IxJF0dIZQ1Z6jnZ2drC5uQmPx4OnnnrKkjsEq8dASJIEQRAwMTGB/f19Q31+Kq1rNqVEyfb2NsbHx9HX14ezZ88aOrHSMr3cbreD4zgMDAzA4/EoU5OLTc0kzWVVhNJMdrI+tN+PaGTkB/utR9oqJjYdEDoRoXLjQnX6St07p9xEc0nmy4qdvZwb77/1fvzXc/9Vz9YPYLfbC9JcqVRKeW/cvXsXQL7jrizLyGazVPV1otULQ+u+gPzrW2vqant7G29/+9uxsbGBQCCAK1eu4Jvf/Cbe8IY3AABWVlYKhN7w8DCeffZZ/Pqv/zo++tGP4syZM/jGN75RdQ8dgHKhA5grDkjVzokTJ3D69GnlySVvMquHKVohdNR9WVpbW+FyuSz70Fgd0UkkEpiZmVEiUmakK+vVMFCWZSwsLGBpaUm3H0drTRohqQy1qTkcDivDA30+nyJ6/H4/FXenJG1lxIhcK+W6Fa9mQ+h1Riw77mam9A0B6afjtuWQEh2GozrlIF28e3p6IMsyYrEY7t27h52dHYyMjCh9nUg1VyOH1dIaOaHZo5NMJnWl3cvxJ3/yJ2V//txzzx343tve9ja87W1vq+m4aqgXOmaUmKtLrB999FHlboRA0ko0Dt0sR/FAzq2tLSQSCdPWL8bKMRakSWN/f3/ZyiSj1KPqShAEjI+PIxaL6fbjlIIWA3Cp519tagby70FyRz8xMQFZlguMq42ak+Ox5/P/O9n8a9Guw5+irrhaTrdqDPPMvzb9TbV1P9ailpQVLZCOux6PB8vLy7h+/ToSiQQikQgWFhaQSqXg9/sLqrnqeYGXJKmhQqsUtHt0ahU6NEDfq15EramrWCyG0dFROJ3OsiXW9ejZY2ZEhAzkbGlpUQZy7uzsWPo3WJFakSQJc3NzSKVS6O/vx9mzZ01d3+rUVSKRwM2bN9HU1IShoaGaolC0RnTK4XK50NXVha6uLuWOPhKJYHNzE3Nzc4pxlXRqruaEXq34C2c9cBSlcdYzAbQ6tf0ypYy8Bx+Xb2/Q4zI2hbyaqI6eFNedVCtcvP5z5Gqypab0VSXI6+V0OuF2u5V2EOl0WjPNVS9RTGtEh/bUVbnO84cF6oVOtVEQYsy9desW+vv7cerUqbJv8kZ2LjaCLMtYXl7G7du3MTg4iL6+PuUCafXgULPXJxGpbDYLv99vyZ2DlamrWCyG27dvV+XHKbUmLREdwLjAKJ6hQ4yr4XAYs7OzyGazBZ2arTI1v2vyw/BonNnWy6R3KkGiOWrupPIX8BNu/RGecmInnPOi1XEwIpuUDornYp9ORrIrYkfLp6MeB9HsSCOes26iOTlHFL+2TU1N6O7uRnd3d4EoJpV+6jRXMBg03ftFs9ChcV+yLCOdTrOITj2oJqIjCAKmpqYQDod1dwM+DEKn0kBOKz00Zq+/t7eHkZERJSI1MjJiWeTF7HVJOXYikcCVK1eqnmhPM2YIELVxVZblgk7Ni4uLcDgcBZ2azb6wqaM5ROSUiubcSYXgtj3w81SquBKkB3fgd1JthsSOniiNVRCfjpUQgVzuPaQliknTQpLmIg0tSTVXrWKAVkFhdRFMLaRSqZoLQmiAzmdXhdGUUjQaxejoKNxuN55++mm4XC5dv0e70NEzkNPKhn5k/VpFg3ru1pkzZ3DixAllBES9y8CrgVSFpVIp9Pb2mipyaIvomAnHcYqpua+vD5IkKRe2O3fuFHRqrvXCRvw5lQhnPWh2p3EnVfs08DupNnS6Djb+i4kHIyebWT86nfpb6EeFJvjt2lVWd1LV9zixKn1FyriNiOXi8SXqNNfa2prS0FKd5jIqxmkWOjSnrlhEpw7ojeioL6ADAwM4deqUoQ8CDdPFtVCn4E6ePImTJ0+W/LusTl3VKnREUcTU1BTu3buHa9euKR14zVi7FGZGdBKJBEZGRuByudDR0WF6E0vaPDpWii4yVJK8B4ipORwOY21tTTE1t7a2GupvpZW2ysmlL25miBxyjLvpFvQ1GfPtFFMqfaWFlojSi5XpKzOaBRanuUhDy52dHczPz8PlchVUc+mJBtIqdGj16AiCoKSbDzuHQuhUEiC5XA5TU1PY3d2tenClzWazfFK6UTFldCAnzamrZDKJkZER2Gw2TVO4VaZhsyI6Ozs7GBsbQ29vL86ePYuZmRnThcBRjuhUQsvUHA6HsbGxgXQ6jZmZGbS3tyv+DbMvDOq0VS1UK3bCOe1eJZtZf8nfWUsFC/ZtxKdjJWY35ituaCmKohINXFpaUlocEOFTqsUBrUKH1vJyMriTCZ06YLfbkUyW7iq6v7+PsbExuN1uDA8P605VFUNb6qqagZxW/w3VCp2dnR2Mj4+jq6sL586d0/xQW2karkVAybKMxcVFLC4u4uLFi+ju7lbWtULo0EIj96L2bwwMDOB73/seurq6kMlkcOvWLeRyuYJOzR6P58B+97IetLtKTwC/m2zRneIyih6xUy59pRXVKZe+Morap/PWm/8Zf3X1k6asS7B6/IPNZkNra6ty41fc4qBUmotWoUNrRCcWy7dkYEKnDpSK6MiyjJWVFczNzVVM6eihXqkrPceodiBnPSI6Rp4jdRM9tUgotXYjZlKVQ92l+amnnoLf/+Du2iqhQ1NEh5a9cByHYDCodNwlnZrD4XCBqfn3xa8gK9ngARSRs5NpRrDIgHw3aWzGFc2kREfFaNRKMgRJzp8bBYlHh1vfzKtqqfeoheJoYDweRyQSwc7ODm7fvq28P7LZLBWdx4uhOaJjt9urDh7QBPVCR0uA5HI5TE5OYm9vD48//rjSvMzs45iNzWZTxk1oIUkSbt26VfVATpoiOkaHWloldKqNFCWTSdy8eVPpv1TsxznqER1a4TgOXq8XXq8XfX19EEVR6dSM+2/9UtGcpOBCUjB+0i4uLVdXXJXibrpFswNxVHgQmTVqSlazlgrqetxK8qAHaTvlQ4c7hmaHNeMvGhk5Uae5Tpw4UZDmymazmJqawsrKihLtCQQCDRcZtEZ04vF4VaZvGqFe6BSbkff29jA2Nobm5mY8/fTTphlC6yV00mntk0sqlcLo6ChkWa56IGc9Ijp6fEyxWAw3b95Ec3Oz7qGWVjb2M7ouSbV1d3djcHBQ80RoxX5piugclpMbmbsVCoWAycKfaUVzCOXSVpVKy/Wylgqix71X8XFa/pxwznvAT6MnfaX26SwnWg+INDsvQZB4rCaC6PVW3ls10DS5XJ3m2t7exuDgIHK5HHZ3dzE1NQVRFJU0aCgU0kyDWg2tEZ1YLNawzuZmcyiEjiiKkGUZd+7cwfz8PE6fPo3+/n5T35CVoi1mHUNLTJELa2dnJ86dO1e1uidCx6op7HqE1Pr6OqampgxXvllVGm8koqOemn7hwgX09PSUfKxVQocmaBFdenjTS5+Ez+lCky1/kd/J1K9XTbmqrkpsZv2mCaty8JyspK8AwMmLWE0EEXSmTffp0Dwl3OVyoa2tTUlzkREV4XAYCwsLBb2dWlpaTK+sLLUvGiM6sVgMTU1NVL6WRjkUQieXy2FkZATRaNS0VJXWcert0ZFlGbdv38by8nLFC6seyIfFqg9OOaFD0m4bGxua88T0rG2F0NQrSARBUNKheqamPwweHZqodLL1Oas3FptVcaWF3qiOEWZjx9Csikhp+XRWGuhDoimio6Y4pcZxHJqbm9Hc3Izjx48raVDS26m4msuqNBetEZ1EIsEiOvXCbrcjnU6XbZRnBvVKXZGLrnogZ62DIAnkw1JvoZNOpzE6OgpRFDE0NERV2k1PRIeUvtvtdgwNDeky31lVJUYLh/EujkRztNhM+eF3WFNlVYlKYmc740OH66BBeDfrQUtR6k3t8dGDJHOa4ysIe9kmBJ3menVojuhUGgOk7u2UzWaVaq6pqSkIgqBUc7W0tJgywkSWZaojOtWcy2nkUAgdjuPw2GOPWfrhqWd5udZATjMgH2JRFE1vp0/WLxYjkUgEo6OjaGtrw8WLF2tOu5lNpYjOvXv3MDY2VtaPU2pdZkauD5We53zaqvTPN1Ole9FooWXg7feGDa2hhRGRsp2p/sbndrwNTr70uYz4dAjrCb+p6SsaIzokpW9kX06nE52dnejs7NRMc9nt9oIRJtXchJNzE23PF5CP6DChUyes7varPk49UlepVAqvvvoqzp49i+PHj5t6ceN53jJTL1mfrK32TBUPF60Gq9I2pSIv6uGo1aQNH4bUFU17KUe5tBUROZWiOXcTD1I9dv7g52c5ke/ZIskcjnsqNwRMFFV3raWC8GlUOe1mzbmQ6Ckz1/LpZHVUkBmFxohOrYKiOM1FRpjs7u7i7t27mJ6eRnNzc0GaS89NH9kXjRGdeDzOhE69sNvtdQnvWS10crkcFhcXkcvl8NRTTyEYDFpyHCvnXRHRSfwsu7u7eOKJJ0z5W6zuo6M2aIuiqOxfjx+n3LpmQuNd3WEmLWqf3oorriqJnGJWki26xI4R9KavNlL592pccBX4dAh3k8Gqjh/PmtcrhcaIDvmsmrUv9QiTU6dOIZvNYnd3F5FIBDMzMwVNLUOhUMk0FzlX0/Z8AfmUPhM6dYKkdawefGblCIhoNKrMSHI4HJaJHMDaCBgxDL/44otKfxmzmklZKXQAKEKnGj9OqXWPcuqKpr0ApfdD0lbRTBOaPHGE0x60NpXupF7MaiJY1ttTCmL2NSJ4NlIBdLkPDv60gqxkU9JXlXw6HkcWyZwTP3TjU/jW0K/VfOyjGNGphNPpxLFjx3Ds2LGCppaRSASLi4sFaa6WlhblvEN8Q7Q9X0A+deX1ao8mOWxQL3TIm0AQBEtL/ayI6BQP5Gxvb8fLL79s6jGKsbKXTjQaRSKRwMDAgKGOzXqw0owM5F+LcDiM0dHRsqMo9GJVmommdBFNe6lEhyffIFCvyFlNBE057mK8FX1ec6I7JKpTrT/HSDSn2KcDAH6XOaZkGkctiKJoeKJ6tRQ3tZQkSanmKk5z0Vy+nUgkcOzYsUZvwxSoFzocx9Wl9NtsoaM1kDOZTB66vwPIX/Dm5+exvLwMp9OJwcFBU9cHrG0YCADLy8tYXFzE+fPn0dvba8q6Zu+XtovDYUC+7zkJp/MhdiJ0tpPNJS/capFTTTSnmLuJFt1ip5qojlb1FXAwfZUW7Giyl/97yvl0dhLm9B6yqo9XLTRSfPE8j5aWFrS0tODUqVPI5XJKtGdjYwOiKGJkZESJ+DQ3N1Px/LHUVZ2px2Rxu91uWrO9UgM5iTHWyg+d2ZGRbDaLsbExpNNpXLp0CXNzc6atrcaqcm2y5p07d0zzEwEsdUUDb3rpkwA4RDNNsOnw1gDAWsIPt938vjmVxE5c5+iJctEc4s+xCrcjZ0r6isaIDk17cjgcSporHA5jdnYWbW1t2N3dxfLyMmw2W8FQ0kbNmkomk2hurl/jTSs5FEKnXhEdIB/irKXcu9xATnVDPyuFjlnP1f7+PkZGRhAIBDA0NIREIlGXii6zSKVSuHnzJgDg2rVrpk7htUKYsaorbYzuYztZeHKud/+c4oqrYkhUx0jFVaXHriYOvrer8elkhNovCTSakWkSOmpkWYbdbkdfX5+S5opGo4hEIlhbW8PMzAy8Xq8ieoLBYN0qtJLJpCn93Wjg0AgdqyM6tQod9UDOK1euaOY2zRJT5TDLjLy6uoqZmZmCcRtWVnSZnQoifpzOzk7EYjHT/V1WiBISUczlcpb0QXoYICJHK221ljDWT6cYdcpHCyMpLLPKyqtlPZZ/Ljq8B4ef1gqtZmQahU5xV2Se5xEMBhEMBnHy5EllLlckEsHs7CwymUxBNZeVaa5UKsUiOvWkXj1uOI6r6jh6B3LWcgy91CpGRFHEzMwMtra2FG+Rem3aIzrq/j7nzp1DX18fVldXqY++JBIJrK2tAQCef/55+P1+hEIhtLa2wufz1f3CQduFqpjH/s/nEPA50GQXKqat1AKnXNpKT2l5Je4mWhByVTZEp0UHmjT63txLe9HWlNB9PKM+ndVoYeRnI+5Hq0f/8fQgyzJ1fWFoFjrlniuHw4GOjg50dHRAlmWkUinF37O8vFxQ5m52miuVSrGITj2pR0QHqE5QkYGcx44dw/nz5yt+wK2MigC1RXRSqRRGRkbAcRyGh4cPzDkh6RorzIZmpIJEUcTU1BTC4XDBTDTaJ43fu3cPo6Oj8Pl82N3dxfDwMMLhMMLhMFZWVsDzPFpbWxXhU69oDy2pKy0CvtSBC7oo1fdCVly1RFhNBNDrrb6MXEvsbCZ9CJY0V+tLyRaLHEI46VXEjtuRwxPf/ixeecMvG9hxISyiox8j/eE4joPH44HH40Fvb++BNNetW7fg8XiUEvaWlpaqBScRVX5/bVFQWjg0QsfqiA5gTOhUO5DT6k7P1UZGyCiEzs5OnD9/XvOkYOUsrVojOkSk8TyPoaEhxQBO1qYxoqOOPl28eBHpdBp7e3twOp3o7u5Gd3d3QWnqysoKpqen4ff70dra2rBoTyM4in/jZtKHTs/BJoGl2Ms0lRQ7pVD7dMruJXq/g7Q7DU9T1tAximEeHf3Usq9Saa7d3V3Mzc0hk8kgEAgo0R6j54p0Os0iOvWEtohOJpPB+Pg40um04YGcVqfhjEaMZFnG0tISFhYWKpZeWyl0aom6kHlbHR0duHDhwoETB40RHUmSMDU1hXv37inVYMvLywfWLC5NzWQyCIfDSk8OjuOUSE+183a0OCrCYjvRDLdDO11lRml5KdRRHa2Kq71M+blXRlJYacGBpgqVZMSTU4yNkyDK5goAFtHRj5mTy9VpLiBvJib+npWVFXAcV1DNpb4Z1CKVSplawNFImNBRoUeE7O7uYnR0FC0tLXjssccMm4qtFjpGIkaCIGBiYgL7+/u6RiGoq8bMppqIjizLWFlZwdzcHAYHB3H8+PGSa1sR0an2echkMhgZGYEsywXRJz0XB5fLVRDtiUajCIfDSiMyn8+nRHv8fn9NFxxaU1eve/7Tyr+jqSa0eLU9Mdsm9YWpllpTWHrYTBy8ySr26ZQSOWocdhE54cHNSy3pK1ojOrT5hgBrO/6TNFdPTw8kSUIsFlN698zOzsLtdhdUc6mvZdlsFrlcjqWu6ondbkc6bU7XznKU69ejHgJZy0BOqz06etePxWIYGRmBx+PB8PCwrkgA+XutEjpG/D+iKCoNGdV+HC1oiuiQkv1QKHRg2rvRi4M6dE2iPWS68urqqhLtIREfKzuLW4nW85zN5S/mROTsJjzwu/PniLRgR1rIi5xS0RyrSAqF/qlK/XPU6at7ae12+5vJ+qUPwrHaW/6ziI5+6iXAeJ5HIBBAIBDAwMAABEFQoj3z8/NIp9MIBALY2tqC1+vF2bNnAaCmiM4zzzyD//W//hdu3boFt9uN4eFh/M7v/E7ZhrNf/epX8c53vrPgey6Xq+br/6EROo306ORyOUxMTCAajdbcdM5qj46e5oqk109/fz9Onz6t+6REWqhbPaqh0n7S6TRGRkYA4IAfp9TaVgzgNLomed7VJftqar04uFwudHV1oaurS7mDI6JnZmamINrj8/nKnvhpu1BpUS6ao0WlRoFrscKTeo/vQTSmUml5Karx1RC00ldG19u4H81x6PDpAA8iO7X4dGgUFTSKL8DaViPlsNvtaG9vR3t7OwAo1Vx//dd/ja985SvK4/76r/8aP/IjP4ITJ04YPsZ3vvMdvOc978ETTzwBQRDw0Y9+FD/0Qz+E6enpsjO0/H4/Zmdnla/NeN0OhdCpR3k5oC2oyEBOr9erO/JRjnp4dEoJEUmSMDc3h9XVVTzyyCNKLtcIVgk1dbSo3Elyd3cXIyMjJf04pdZuZESHjNBYWVnBo48+qpxcijF7dhi5gzt58iSy2azi7RkbGwOAAm+PVlkqjamrx/7P5+BwOGG35V/P3US+lQOJ5hhlPZ4XAjaNZnpq4dPVHC34WamKq2ooZ0ouFeUpRo9Pp16wERD6oSWl5na70dPTg0996lP4+Mc/jj//8z/Hhz70IfzP//k/8f73vx8DAwP4oR/6IbzhDW/Av/7X/1rX6/v3f//3BV9/9atfRUdHB1599VW89rWvLfl7HMehs7Oz5r9JzaEQOo3w6BQP5Dx58qQpH95GmZEzmQxGR0eRy+UwNDRU9VTaegzf1EKWZdy9exezs7MYHBxEX1+foUhUo6quBEHA+Pg44vE4rl+/XrYBl5UXB6fTqUR7ZFlWvD2k+2pzc3OBt4dWHA7zPjtE5Oh67P3ISLcvWuGRB9lM+NDpLV9dtZn0Ge7jo+XPIaQFO3ZT+poSEkOyWT4dGkUFLYKiGDPNyGZht9tx5swZeL1efOc730E8Hsdzzz2Hb33rW/jSl76EH//xH69q3f39fIQ0FAqVfVw8HseJEycgSRKuXr2K3/7t38bFixerOibh0AideqauSD8W9UBOs49hFVoRF2KgDoVCuHbtWk2hUquFjtbakiRhenoa29vbuHbtWsUPitbajRA6yWQSN2/ehMvlwtDQUMX+N/U64XEcdyDaQ7w9ExMTilcqEonA5/M1bNZO8Z71EIl7KqZdtmI+OOzVfQbXY35DYictHHzNK1VcqYmkPAe6PNeSDtNLMu1ELmfDxMSEEvmrlCIm0GpGpm1PAL0CLBaLKX3UfD4f3vzmN+PNb35z1etJkoQPfvCDePrpp3Hp0qWSjxscHMRXvvIVXLlyBfv7+/i93/s9DA8PY2pqqqZhzIdG6NQropNOp3Hjxo0DAznNwsruwsXrq6MgZ86cwYkTJ2qOGli1/1JGZ7Ufp9rXoxGpKzKCoru7G4ODg1SeZAlOpxOdnZ3o7OyELMuIxWIYHx9HJBLB6uqqEu0JhUIIBAIN+1vyaSsoaSujbMXMMfWux/yGRydUiupEM00IufX7jbTEUrn0VU6yGfbpAPmL3ObmJubm5pQqndbW1rIzl2j0w0iS1BAvTCVojOgA+aiK2+027XV8z3veg8nJSTz//PNlHzc0NIShoSHl6+HhYZw/fx5f+tKX8MlPfrLq49P3ymtQr4hOKpXC9vY2+vv7DwzkNIt6RHTUUaniLsG1YqXQKRYkJBLV1taGCxcuVH3nU8+IjlpcVupLVAwNJzyO4+D3++F0OjEwMIBgMKh4eyYnJyFJUoG3x+wbgVoojuZYWXG1Efcf8O0UV1wVoyeFpRetSJGae/F8itRWpSgkvG3+63jlDb+sVOmQadvZbBaBQEB5H3i9XuWiyCI6+qE1okOEjhm8973vxd/+7d/iu9/9ruGojMPhwGOPPYbbt2/XtIdDIXT0VBLVgiRJmJ2dxc7ODgKBQNnyt1qx2WzI5aw7AfM8D0EQ8OKLL8Jut+uqSjK6vpXzroh4WFlZwezsbE2l/ASrIjrFa0qSpMwJq0Zc0nYXDORPNMXRnnA4rPTi8Hg8irfH6mhPKX+OIPKIxMv7UcIxb9XpqlJoiZ1KlEtbRVIezahONNN0IH2VzDrgcZp3Hinl0yGoq3RkWUYymVRmLi0uLsLhcCitDERRpO69TKvQoTmiU2pmo15kWcb73vc+fP3rX8dzzz2HgYEBw2uIooiJiQn8yI/8SE17ORRCh0R0rHDzqwdyDgwMIBo1bjY0AkmPWUUsFlPMXFakTKzsA0RE2uTkZNV+nFLrWh3RyWazGBkZgSiKGBoaqupuiKYTntbnjER7/H4/BgYGkMvlFG/P1NQURFFES0uLInzMEtiyLOO1z38F1Y74qlXklHvrVCN2DgsOh4hc7qDo4TgOXq8XXq8XfX19EEVRGVOyvLyMTCaDubk5tLe3m9K40gxoFTo0R3RqFTrvec978Oyzz+Jv/uZvlBQokO/NQ86Pb3/729HT04NnnnkGAPCJT3wC169fx+nTp7G3t4fPfOYzuHPnDt71rnfVtJdDI3QA83sOFA/k3NjYwO7urmnra2FVRITM3lpaWoLD4cD58+dNPwZgbUSH4zhMTk4q86rMCp1aEdFRV4nF43G8+uqrCAaDuHz5ctUnLrVPiYaTXyVx6HA4cOzYMRw7dkx5HsLhsOLpIAMGiafDjAtNJu2A3ZtBMuWEx13edKy3+Z1WaXk5ikcmbMT9CDSldP2ukTLwiM6qqeL142lt83g5n04k6kXA9+BvKBXZ0cJmsynRnNOnT+O73/0u2tvbkUwmsbq6CgAFE7Ybke6kVejQGtFJJBI1n3+/8IUvAABe97rXFXz/T//0T/FzP/dzAKAMLSbs7u7i3e9+NzY3N9HS0oJr167hhRdewIULF2ray0MpdEoN5KxHvx4rjpHNZjExMYFEIoFLly4VNFsyG6uEzt7eHrLZLHw+H65evWrqhd6qiA4AbG5uYnJy0pQWBJVK7GmG4zj4fD74fD709/crAwbD4TCmp6cLoj2hUKjqk6jXmwGAiiKn3uyn3QfEjpaPJpktL3T0pK8iSf0CSBT5sj6dSPSBGNzbz69LnmPC5a//ESZ+4j26jwkAHR0daG5uLpnuVI8eqIeop1Xo0HJTU0wymay6BQlBz3nsueeeK/j6s5/9LD772c/WdFwtDoXQ4XleSWvUWupKBnKmUqkDAzkPo9AhDQ2bm5sxNDSEdDrdsIaE1XL37l3cunULDocDAwMDlgwMtUo8TE5O4sqVKzh27FjNa6nNnI2m1lSDesCgOtqztbWlVPCQFFelaM//tTENm5dHRuSR5fPPDRE6iYQLrqaDwmE/5i7p6THbq0O4F29GW3PlaqxI0oOQ54GYiRooN1ej5dOJxD1w6vz71CIHADhehixxSCRccLqq90Sqq6600p1k9MCtW7eQy+UQDAYVAezxeCxJc9EodGRZpjqiU6vQoYlDIXQAcwRCpYGch03orK2tYXp6uiCakM1m61a+XivEvLu5uYmrV69iZmbGkou82akrQRAwNTUFADWPBFFj5SyxajDrtSiO9giCoHh7ZmZmkMvlCrw9xdEehz8DSax8MahlbMHDRrHIKSaTdMDlyVXVoLFc1VWxACam5nA4jIWFBcXU3NraipaWloq9p/RCq9ABQGVEJ5FIoLu7u9HbMI1DI3Rq6aWjdyBnPcrYzRAKkiTh1q1b2NjYODBSgDQMtKoNu1lCh0zwliQJw8PDcLvdljYjNOuinUqlcPPmTUUkm3nXU65p4lHCbrcXXOwSiQTC4TC2t7cxPz9/oF9LKRIJ7ehuuWiOVRA/S7VRnYKfVeHNUZMVbLqjOnrRm74izSb1jmYpNjXv7e0hEolgaWkJU1NT8Pv9ynvB5/NVfU6jUeiQaw1t+wLyqatyXdwPG4dK6FQjQnK5HCYnJ7G/v1/x7vswRHTS6TRGR0chSRKGhoYOOOPVF0sr7hTMECN7e3sYGRlBa2trwQRvqwaGmrUumbPV2dmJM2fO4B//8R9NjUDR5NGpV5UMx3Fobm5Gc3MzTpw4UdCvhaQ2hLQdvKPw9SMiR5222o+ZY16vlXvxZjQ3ZSo/0CDRTBOEosiW0TLznGRDLK4vVZZJOiALPGxu/TeY5HNWzfvHZrMpUT0gf64jJex3794F8MDU3NraasjGQKPQIc8VjRGdVCrFhE4jqEboRKNRjI6OwuPx6BrISUSIlUPpahE6kUgEo6OjaG9vL9lAj3yYRVG05ANU61BPMklbq1OzFaZhs9YlPqLBwUEcP35ceQ7MFGY0CR2gMfso7tdy5Rv/TfkZx1e3H6tKy2slkvSU7PIcT7nQ7DYmlkr1ElIbkqNRd9nnkfh0qoW8Z8wQFU1NTeju7kZ3dzckSVJMzevr6wU9nIipudwxaRQ6xJ/T6NJ7LVhEp0EYaRooy7IyrNBINQwRBlY64asRCurU27lz59Db21vy71H/DVZQbR8ddbqt1PwwK7suV7uuet/qvj5WGIdp8+g0GvJ8FEdzarkQF1NraXkp4mnXgahOMmuO36QecDYZsph/nsWUHTa3gMv/84uY+On/UPb3aonolIPn+YL5bKSHUyQSKfB5kYhPsamZRqFD454ITOg0CL0enVoGchKRYFU0BDAuFEgDvb29PV3GV61RCmbC87zhzs5kcrogCJrpNvXaNAmdbDaL0dFRZLPZA/smz7MVQoeWiM5hIhVzwd5k3MMXiR58L4b8+mdOlSIr2BCJexBqLr9WLNkEn0d/A9FUxgm3q7LpWsunE40aT+1xdgmycP9i3FT5vGVmRKccxT2cEokEIpEI7t27h4WFBTidzgJTM42igtaKKyCfNlRXJB92DpXQqSQQEokERkZGqh7ISd50giBUTHNVixGzcDwex+joKJxOp67UG8Hq7sVGRMP+/j5GRkYQDAbx+OOPlxWQVpqRjT4fsVgMIyMjSl8frf5NZgsdmszIVpbk6+XS//tFcBZ8DPf2HxjIOf7gc60WPy2+2kVPtehNXyWzDsRibjh0loTLEmc4DShGnYCr8mfIqohOOdQ+r+PHjxeYmhcWFpBKpSDLMtbX19HR0VGTqdlMrLyhrgVZlpFKpeD3+xu9FdM4VEKnXESHNG7r7e3F2bNnq1LKHMfVZegmULn54dbWFiYmJtDX12d4wGitPppyGBEjpPz99OnT6O/vr3hyseriajSis729jfHxcZw4cQKnT58uuW+rhA4jD+d88DkUU3bYvdqRRCPRnETC2M0PKcMO+ROGfk/5fR1RnWLiKW2TbSxZfUfhvYgXvN16AU3DQE+1qfnMmTNIJBJ46aWXkEgkMDo6Co7jCjo119qbrVpobRYI5M3ILKLTAOx2O7LZgyFbMpBzbW0Nly9frrlxW72ETqkLryRJmJ+fx927d3Hp0iV0dnYaPkajIzrkNVlfX8djjz2GtrY209auBr1mZFmWsbS0hIWFBVy+fLnic2+VMKMhokMLssADDkkROULCoVQBSTkeqdzBi5RWaXnsftqGt1X3ekWi3pJiR++ohFJYlb6qFmJIVvt04JCAjK2iT0fdLJAWiJC5ePEieJ5HNBpFJBJRfJzNzc1KmsvqwbRqaEynEdLpNAKBQKO3YRqHSuikUoUt1slATtKLpdYhZID1QoecBLSOkc1mMTY2hnQ6jevXr1dtBrM6olPu+SHDLXO5XFk/Tqm1G+XREUURk5OT2N3dxVNPPaUrbGuV0Gl0yghofOpKnbYqF83RQ6wKb4oWkagXssQhGDAWoYnEPWiqctK4keqrXMZekL4yq5+OEZ8ODRGdYshnn3TYDwaDCAaDOHnyJLLZrNLOgAymLe7UbBW0enTS6TQEQWBCpxEUp66KB3KaFQKsh9DROgbxsgQCAQwNDdU008vKwZvl1lb7ca5du2b4b2hURCedTuPmzZvKMFG9oWwW0bGYjA1QRWDU0Ry9pJPVm3xkWTsysbfvMSx2tEhlHuzNaFRHTaxC/6DY/sGfV+PTAQAuWr5yjMaIDjnXau3L6XQeMDWHw2Hs7Oxgfn4eLpdLET0tLS2mDpWm1aMTjUYBgAmdRqDucaM1kNPs41hJ8TFIjxa9XpZKNCJ1tb6+jqmpKZw6dQoDAwNV/Q2NaBhImheS3kRG7rCs2i8NEZ1GU1z1LSSMl2anok3gyvhStIzI5VCXtZcTO1mNVFY87kZzs74J51rU4s8hSAJvik+nXPqKxnQM2ZMej6C6eaUoispcLmJqDgQCSpqrubm5pnM1rR4dInSYGbkB2O125HI5fP/739ccyGnmceoxBkIURYiiiJmZGWxvbxsuhS9HPc3Iaj9O8TiKata24rkvFXkhZulyY0GqWbdWaIjoNPKu/NL/+0VUOroUd5SsAkpFaxcFejArsqNGy4is9b1SPp3i9JWpOCTIAFDmLU9r6qqaPdlsNrS1tSkew1QqpczlunPnDnieV0RPKBQyXKlLa+oqFovB5XJRKcKq5dAIHZvNhlgsho6ODs2BnGYepx4RnVQqhVu3boHjuKpK4ctRr4hOuT4z1a5ttEeP3nXVgkSWZcXAbsQsXWlds6AlotOofXAZHnBKkHUah6vpn2MGssgZMiJXiurEkk3gDDYwrEQs4ilI/1VC3HcCJGUnA1zzwc8jly3fgZi21JVZUSa3242enh709PRAkiREo1GEw2HcvXsX09PTaG5uVkSPHlMzrRGdWCwGt9tN3etYC4dG6DgcDjidTjzyyCOWvgD1EDqyLGN6ehrd3d04f/686aq+HhGdaDSKmzdvIhAIlOwzY5R6pK5yuRzGxsaUqGAtQzmPshmZZspFc3JRFziH9nuo2oqrcsSjTWj2V+etqZVUxgkhW/2FstinI+4fjEjIcQcgcoBXf1d62qIUVqTT1KbmU6dOIZvNKp2aiamZdGpubW2F233QJ0VrRCcej5t6400Dh0bokIu31SrTSqEjyzIWFxeRTCbR29uLixcvWnIcq83IuVwOL730kqHxGnrXttKMHI/HcfPmTXi93poN38DRFjqNupu7+kdfBlpLvwekeGmvTjmRYyVGxE61Xp1s0gGnx2BH8ujBlFcpn4645zpojFKTsBeInVI+naMc0SmH0+lEZ2cnOjs7lXNNJBLB9vY25ufn0dTUpIieYDAIu90OSZIsa0xbCyyi00D0joCoFSMztYyQy+UwMTGBWCymzGyxCqvEmiRJWFlZgSAIuHbtWk1+HC2sSgVxHIdsNosXX3wRfX19OHv2rCkf4qPs0QEaI7hyvjLmYbH0a5bTuKjXk3JiR8gePM2qK67UZBJOuLzZA98zglGfjrhX4rnjUODH4aP5v0NyS/n0ogYPS0SnHBzHwefzwefz4cSJExAEAXt7ewiHw5ifn1d61JASbiuHSFdDIpHQjEAdZg6V0NE7OqEWbDabZmPCWiDjBDweD4aGhjA5OWnpxcyKyAjp8ZNKpcDzvOkiB7Bm37IsY2dnB8lkEleuXEF3d7dpax/liE6j4dI8ZK8IPmmD5Ckv2kuJnHIVV5UoVVpejni0SVfUJR53w6bR1NAyRM6QTwec/MCnA+R/t4zIVPOwRnTKYbfbC0zNyWQSkUgEy8vLWF9fx87OTkGn5kZHeWKxmKX9gxoBXdK7DCTNUO/S71rZ2NjAiy++iK6uLly7dg1Op9NyH5DZZuRoNIobN27Abrfj0UcftexCbLZHRxRFTExMYHt7G01NTaaKHMB8oROLxfD5n/gLfPDyb2JhYQHpdGO8H0Bjq64AQPJa+zmvpbTcKrLJfFpObwQnG6/9glgymqOBVGQHevS///cDj2ERncp4PB709vaiubkZZ86cwcWLF+FyubCysoLnn38er7zyChYWFrC3t9eQ6G4ikThyQudQRXSA/MBNqyquAPOEjno0xSOPPIKOjg7Tj1EKM9NvGxsbmJycVPw4mUwGsixbElkzM3WVTqcxMjICALhw4QLm5+dNWVeNmcJsY2MD7z75YeXrD1/9lPLv3/znD6KnpwctLS11PWHXO7J0+c//GICxaA5iDsBFR6oPyPtiXP7KnYyzcSeczcYix1o+HSlrA+88+Bxp+XOU31H7dGSgYi2/BnyG0/w9WiM6NFY3SZIEu92OlpYWtLS0KKbmcDiMSCSCiYkJSJKElpYWpZqrHimleDzOhE6j4DgOPM9b7tMxo49OJpPB6OgoBEHA0NDQgcoeK8u/yfq1XoBlWcbc3Bzu3r1bINTUE7bNPnmYlbra39/HzZs30draiosXL2J/f9+yaq5axYAsy5ifn8evPPKJko/5zR/4g4Kv/8vYx9Dd3d3wELcVcPdfJj5Z+N7iEzbITfd/SCquYg7IDRI5cplUjl6xYynZfIl+OaTiKiuZK29Ivg+fun8OcB58LIvo6Eer6srpdKKrqwtdXV2KqTkcDmNrawtzc3Nwu91KiqulpcUSAZdMJmuqRqWRQyN0gPo086s12rK7u4vR0VGEQiFcunRJ841Yj4hOLeuXm7lFu9AhHZrVXaat8tLUGoESRRE/3vwOw7+nFkWf+N6voLe3F36/39STeSPuyvksB9le/fNZruKquLRclniIUQfswcYJknJRHWJKNmpELolRnw6BGJJL+HSu/eGX8er73qV8TWtEh7Y9AZXPoWpTc39/PwRBUDo1z83NIZPJIBgMKtVcXq/XlL8zkUgwodNI6lF5Va1IkGUZKysrmJubq9hp1wrDs5paBEMsFsPNmzfh8/k0S7DVQsdsakkFkcjIysrKgQ7NVlZzVbtuLpfDT/jfWfMePvb0fyn4+nOTH0dXV5el6V0ruPpHXwZKZFsKojlAPl1lEEnkIKt/737/GIF4VFQfVXugdvFDojpaFVdipvobBJK+UvtzitNXko7n50A0p5hiQzL5PRvAq06PYlPh+5/G6AmNewKM99Gx2+1ob29He3s7ZFku6NS8tLQEu91e0KnZ4TD+OQHyQsesLv20cKjOhrRGdERRxNTUFMLhMB5//HG0tLSYfgwjVJsa29zcxMTEBAYGBnDq1ClNoVZu+nqtVCtIBEHA2NgYEomE5tR3KxsRVrPfeDyOf9euPSuoVj5w6TeUf3/qxQ+jt7cXXq+3qhN9PT06okt1LNXbjk/UHjWU9x2Gyi6EfRcgA7ZAbTcjWiKnFMSIrMa0aI4W6giPiT4dWlNXtHp0qt0Xx3HweDyKsVmSJOzt7SESieDOnTuYmpqC3+9X0lxGIr6pVIpFdBpJIwZuViKRSGB0dBR2ux3Dw8O6Jl9b7dEx2hm5lB9HC+KVsqqxn9F1k8kkbt68iaamJgwNDWnexdAU0dna2sIv9H/I9L1o8WvXP1Pw9ednfgsdHR3URnsOpK1MeMnk/Sruau8fl3QKrlbwiGkbbE3lP+fVmpL1PbCET6fcBHKdPh3ZIYPLcXmxo4LGNNFRieiUg8zdCoVCAPI+UdKpeWJiArIsF3RqLtf5OJlMWjJHspHQ9+qXoV6pK73H2N7exo0bNxAKhfDEE0/oEjnkGLT00cnlcnj11Vexvb2N69evlxU56vWt8rwYeV7C4TBu3LiBtrY2XL16tWSoloaIjizLuH37dt1EjhbvPf/r+KnWX8RPBn4ec3NzSCQSJZ+Xel6srv7Rl3U/lo/rvANO2PSLnAp/qrir73MtCwdPp6KONJJu4aKDsmkrnb1wDkB+rYTHR11mTmtEh7Y9AdZGmlwuF7q6unDx4kW85jWvwaOPPorm5mZsbm7ixo0bePHFFzE/P49wOHzgpjuZTB6IihvlmWeewRNPPAGfz4eOjg685S1vwezsbMXf+9rXvoZz586hqakJly9fxt/93d/VtA8Cnbd2Jahn6qpc+TS5aC0vL+PSpUvo6uqq6hhWoTdiRBoZer1eXL9+XXdO18op43oEidoPdf78efT29lZct5ERHVmW8WbPvzf9+LXwn574dMHXX5z/NEKhUEG057A2LuSi9vIDQXnjf5e07wRfYyqr9OKc9p5SNsCt8TlL2A98v1SZ+QHKRXOK0enTKfgZhWkiGoUOaX5bj+eK4zj4/X74/X4MDAwopuZwOIzZ2Vlks1mkUim88sor+NEf/VFTIjrf+c538J73vAdPPPEEBEHARz/6UfzQD/0QpqenS6bFXnjhBfz0T/80nnnmGfzYj/0Ynn32WbzlLW/BzZs3cenSpZr2c+iETj0iOkDpD2w2m8X4+DiSySSuX79e1RuiHlVXlQQD8eP09/fj9OnThu7grZ5JVQ5JkjA9PY3t7W1dfiiyLgDTe//oEWZmmY6t5j+c+U/Kvz9z89fq2qhM7c+xJXmI3hJDOeO2gpJmrdJyLmrdKY0YeLUmepdDjDlg8xn7HYVSYkcDyeiATxN8OsUl5iyiow/y+WrEvopNzclkEi+88AKef/55/OEf/iFyuRyeffZZBAIBvP71r1fSYUb4+7//+4Kvv/rVr6KjowOvvvoqXvva12r+zuc+9zn88A//MD784Xw/sU9+8pP49re/jc9//vP44he/aPwPVUHXq1+BekV0AG2zLekQzPM8hoaGqla99fDolFqf+HEmJiZw5coVnDlzxvDFv1EenUwmg1deeQXRaBTDw8O6RA7wIA1j9p4rRXQSicShEDnFfPjqp/CbP/AH+OUrH8fExAQikYhlwoekrWzp+yb3+yLHlnhwauIErmLKik/xpUWOyWc5uVLFUhlqqbgqIKVznWwVf3xRFMe+b4NjL/9fwcMc+fc+n+Fw7Q/zryPz6OiDnJ8bvS+O4+D1evGGN7wB3/rWt7C0tASv14tQKITf+q28p29oaAi/+Zu/iXA4XPVx9vf3AaCsaLpx4wZe//rXF3zvjW98I27cuFH1cQmHLqJjdVv8UkJnbW0N09PTpkzsbpRHJ5fLYXx8HIlEAkNDQ1XnYa0WOlqRl2g0ips3byIYDOLy5cuGQr7qiI7Z+y215s7ODt55/JdNPV4j+I3XfLbga6uaFcp8+WjOoST34CJWNqqTvv9e9tQWreZidshlmgQqQzl1fnTs+7YDose5z0NoPngM/v6fxiI6+hBFUSnsoAmv1wtJkvCBD3wAr33ta7G2toZvfetb+OY3v1l1mk2SJHzwgx/E008/XTYFtbm5iWPHjhV879ixY9jc3KzquGoOldCpR9UVx3EFx5EkCTMzM9jc3MRjjz2mDGarhUZ4dOLxOG7evAmv11uyOsnI+laZe4GDKSaSZqtWZNY7orO4uIj3X/yYqceiBXWzwk++8CH09vbC5/PVdMK2pTnIql+3JXiIHv2vlT1qg+Sor59I3neCM+jZqTqaYyB9ZRb2/aLoDZ/vWi3zgD2uLXYAFtHRC41eJiC/r1QqhUAgAADo6enBO9/5TrzzndVHpt/znvdgcnISzz//vFnbNMyhEjr1SF0BD4QImZckyzKGh4dNmzNSD4+Oeh7V1tYWxsfHq/LjlFrfqogO8CDyojZ9Vyp7N7KuWRQLHRpNx1byn4d/v+Bro80Kr/7Rlw+UkKtTVpWwR7UvFGWNyCaiFjtaFVcHqDSWIWl/ENUplZpKWH/Ktu/bHpSYlzAk2+O84q3K+3Ty6auvvPYJKkUF25M+0uk0JElShE6tvPe978Xf/u3f4rvf/W7FopHOzk5sbW0VfG9rawudnZ017+PQCR2rzchA/kK+u7uLxcVFdHR04Pz586aqbyIUrBiMCTy4sIuiiKWlJSwvL+Py5cumvGHI+lYKHfLcTExMIBqNVm36JtQjolPtOIejhLpZ4W+/9Kvo7e2Fx+Op6YRuj/MHuu+aSvHHr/hQFaaWVxPZMQ29kZ4sDz5d4jWowZBsT3IQPA+eMD4HZegvTdAoKszsoWMm0WgUAGoWOrIs433vex++/vWv47nnnsPAwEDF3xkaGsI//uM/4oMf/KDyvW9/+9sYGhqqaS/AIRQ6Vkd0ZFmGKIpK6XJfX5/px7ByXpR6/dHR0Zqqw8qtb6XQSSQSmJqagsPhwNDQUM1+EKvmXZE1U6kU3hZ6t6lrH3Y++tTvFnz932Z/G21tbQXRHj4LSA4UpK3Koa7wccR4zaGSFamitLwS8r4T8Oq7AeNidsi+Km7WKogaLpZ/XrksX9anA+RLw0v5dJSUlc7GgcViJ5FIYH5+HpFIRGlOV4+J2+WgVejQmLqKRqPgOK7mPjrvec978Oyzz+Jv/uZv4PP5FJ9NIBBQ3g9vf/vb0dPTg2eeeQYA8IEPfAA/+IM/iN///d/Hj/7oj+Iv//Iv8f3vfx9//Md/XNsfhUModKyM6AiCgImJCeRyOZw5c8YSkQMUGp6teLOnUikA+Q94rX4cLaz26Lz66qvo6urCuXPnTDtBWdE0kOM4JBIJJnJ08H8NflT59+98/yN4+//8DlBBe5eL5lQlcsygRNM9PmqH5C9/buIyOt7L6vRVMXorrYqwxWxKhVQ58imr0j9X+3Q41UfJEeUg3m+0+2vPLeAvf+GHIMsytre3MT8/D7fbrcxfCgaDdb/A0yh0aPXoxONxNDU11by3L3zhCwCA173udQXf/9M//VP83M/9HABgZWWl4HUZHh7Gs88+i1//9V/HRz/6UZw5cwbf+MY3au6hAxxCoWNVRCcej2NkZARNTU0IBAKmV5WoUaeWzGZ7exvj4+MAgAsXLpgucgDrhM7q6ioAoL+/H6dOnTJ1bSsiOtFoFB9/7edMXfNh4P95/BnkfnMYUpm3pj1e+sJUHM0pa0Ru1PUtV/rABVGdtMYFJWnXjqZopdHqYVQu4dORbQB3/9C2NCA2AXwT4Ha70d7ejhMnThQ0p7t16xZyuRxaWloU4ePxeKzdO+gUOjSnrpqammq2VOg51z733HMHvve2t70Nb3vb22o6thaHSugYGc9ghM3NTUxOTqKvrw9nzpzByMiIpSmy4souM5BlGQsLC1haWsLly5cxOTlpWa7cbKEjSRJu3bqFjY0N8Dx/oMTQDMwcW/GwmY7rDVfireWI0XdhUKMnqlPT+mkeUpPGk6Mj0sPluNJRHZF7ICyrbBxIkFyFvWGKm9MlEgmEw2Hs7Oxgfn4eTU1NaG1tRWtrq2XRHhqFDq0RnVgsVnYO1mHlUAkdsyM6kiRhfn4ed+/exeXLl5ULbD3K2M0UC4IgYHx8HLFYTPHjTE9PW9arx8yGh9lsFqOjo8jlchgeHsYLL7xgWVrMjHWZ6bh2Nj40rPzblgYED2BPAUJjrRymoFfslPPq8Ckekkf/54sTCpVJrT4dBb0DPu0AJwCOWF7ovPm/fh0vfPxdB/d53/vR3NxcMtoTDAYV4WNWtIdGoUNrRCcej8Pj8VDXIqBWDp3QkSTJlDcuucBms1lcv369wHxF45T0UiQSiYLp3STlZmX3ZbNEWiwWw82bN+H3+3H16lXY7XZLB4bWum46ncZbWw6ewBnGyKm8OYLJmYtSpeWKyVbDjCwEa/ucHJj7VCZtVYBW2qqa42c4SC7tv9sWq3wM5z6vu4lgKZ+OGlFnQEBrFEE4HMa9e/dw+/ZtJdoTCoXQ0tJSU8M62kQFrRGdeDzecPO4FRw6oQPUrob39vYwOjqKYDCoXGDVHBahQ/w4fX19OHv2bIEKt7L7Ms/zNacQSW+fgYEBnDp1Stm7lZPGa1l3b28PP9v1XhN39HDDiYBNhJImqRTNccQ4SAZtc459m66KLrtqtIEQqP1zz6d4SO7a3sN80qYZ1SmZvtJB2fRVxV+u7NORHACfqXL5+6MIvF4vjh8/DkEQsLe3h3A4jLm5OWSzWSXaQ7w9eqIOpFUFbUKH9ojOUeNQCR2igAVBqMpkK8syVldXcevWLZw+fRr9/f2aHxarvEDFx6j2wivLMhYXF7G4uFhyerpVhuFa11bvXau3TyMHhpbi7t27+I9nP2Lyjh5ONj40DFsGkEqceezJBxEBUnFVLHLKVVxxar9JMTpKy0nkRwiIFXvoGEGr4soW5yGW6DBcDJ80dvevJ30F5KM5QFEqywSfTq3Y7Xa0tbWhra1NifZEIhGEw2EsLCzA6XQqKa5y0R7ymadNVNAa0UkkEiyi02hqMfGKoojp6Wns7Ozg2rVrZYeL2e12ZDJV3propNrUEimBj0ajeOqpp+D3+zUfZ2VUqloxIooiJiYmsLe3V3LvVpauG12XmY4PH+WqtQyts28DJK4wwlOitFwLW9QG0V+HLu5lOkk7wvayovBAyk0Lgz4dIO/VeeqZL+Olj5iT5lVHe/r6+iCKouLtmZubQyaTOeDtKW4SSpvQEUXRkorYWonH4/B6vY3ehukcKqEDVNdLJ5lMYnR0FBzHYXh4uKKrnNbUVSKRwMjICFwuV8VGerRFdFKpFEZGRmCz2TA0NASXS/u2z4oycMB4RIeZjq2hVPrJnsz/X+3vcMT0Cwvn3v0mnKozmt5GhOWw79sMp7O4XH7fesROcVSHTz3YtJH0VTmfTikc+zxk+oIKFbHZbEq0B4Di7QmHw1hcXFSiPaFQSLlo0yZ0aI3oJJNJJnRowGjl1c7ODsbHxw01oKNR6Ozs7GBsbAy9vb04e/Zsxb+DpojO7u4uRkZG0NHRgQsXLpTdu5URHb1CJ5PJ4N8Ef8H0PTzsqKutANSUHlFDRI5VVCN2aIHPcgVRnZp8OvdxxADIgKDRPJf0RrLVcSqGx+OBx+NRoj3E23P79m2k02kA+fQzET40VBTR6tFJJBJM6NCAXv+M2gty4cIF9PT0GDoGLeXl6r/j4sWL6O7uNnX9ajDiL1pdXcXMzAzOnj2L48ePVzzJNDp1tb+/j/9P53tMPz7jAQf8OTVcd+2J+ly07Pu2khO7y2GL2ipGWsp5dUpFdaygkk/HGUXBa2WP543IWoIHAF7za1/G85+qb5WizWZTUlgAcO/ePUxMTCizCx0OR4G3R+8AWrOhOaJjRR+zRnPohI6eiE4ul8P4+Dji8XhZH0spaInoED/O/v6+4b+j0eXlkiRhdnYW6+vruHr1qnLiMWPtatCTulpfX8cvnvpV04/NMI4jDogVTK2OKFeQeillcDZtT1EeOX9RyqgOGkTLiMyneaXaSfmeKn1lr9Bc0XHfhMyJ0JW+cu6XFpT2eP55yFEYCHA6nbDb7XjkkUeUaE8kEsHCwgJSqRQCgYAifOoZ7aE1opNMJmuec0Ujh1LolIvoxGIxjIyMwOv1Ynh4uCrDV72qrsoJkWQyiZs3b8LpdGJ4eNjwSAqry8vLrZ3L5TA6OopMJoOhoSFD5YqNKC+XZRmzs7P4vx/7LdOPy8gT/sXhAn+OPQkIJS6MxSKn2NfjiDYu9aAldiqh5Z/hM4V/g5EKrHrj3ON0pRkdiQdiR3Tmh7Y2GnUPHXW058yZM0ilUoq3Z2lpCQ6HQxlEGgqFLI320BzRYUKHAspFdNbX1zE1NXWgN4tRGh3RIb6i7u5uDA4OVqX8G2VGjsfjuHnzJrxeL65fv274ZFHvhoHMdFwfshUGeAIALwCVPnW2tCnbqUyZ0nKjYofP6jMKq43IaoonhBul2KfjjOg3ITv3S/yAAyA/6KMj2fJRHWc0/2PBnReow7/xZc0uyfWiXLNAt9uN3t5e9Pb2QhRF7O/vK4bmqakpBAIBRfg0NzebGu2hNaKTSqWYR4cGtCI6JE2ytraGRx99FO3t7TUfox4enVwuV/A9WZaxtLSEhYUFQ34cLRphRiaG6ePHj+PMmTNVnRjq6dHJ5XL4Cf87TT8WQxtbOl8JxWcfRHPsicLuyI64RQfX0UOnHMVdgB1RHqJX//vUHuMh+Mx9X9vSnOZ090ppq3JUHA1xX+DoXs/awHhF9HZFttlsCIVCCIVCSrSH9O25c+dOQTSopaWl5tJwURSpjegYtXocBg6l0FFfwNPpNMbGxiAIAoaHh03p6tiIiI4gCJicnMTe3h6efPJJBAKBmtbXElJmUSxGZFnG8vIybt++XbKBYbVrm0Vx1VUsFsNPd/xH04/DOEj4F4crP0gHjhgKJp43ujTasc8jFyh8r5LSci0qiR17goPgrU2QFafE9FDKp+Pcg+HKOHWnZBqodvyD2+1GT08Penp6IEmS4u1ZWlrC1NQU/H6/InyqifbQmLqSZRnpdJqlrmjAbrcjmcw33djd3cXo6ChaW1tx8eJF0944NpsNsixbOiNFLXSSySRGRkZgt9vL9pgxQr3MyKIoYmpqCuFw2BSBZpVHR73nra0t/EL/h0w/BkMb0XUwImJP5P+vZ9aVI2b8mGb00NGDltgxE3uSU/6vTl9VW22mtzfRgZSVwW7JzvuvmegCfvD//jK+83uNSV+ZcQ7neV6J9pw+fRrpdFrx9pBoj9rboyfaQ+P8LSCfumIRHQogRuHl5WXMz89jcHAQfX19puZPiWCyMo9KhM69e/cwNjZWkx+n1PpWe3TS6TRGRkYAAMPDw6YJNCs8OkRAzc3N4Vce+YTp6zNqwxHXPwySBtQpGSNipx5RHS0O9NPRWW1VlhI+HSBfAUeeo0rVc1ZihaBoamoqiPYQb8/y8jKmp6fh9/sV4ePz+TSvTTR7dJjQoQCe57G7u4vd3V08/vjjaGlpMf0YaqFjVZtujuOUTsdG+/zowWozsiiKuHHjBtra2nDx4kXTPrRW7vuXr3zcknUZpdl955Dh31FfGB2x0t2UDyvVpJdKUezTccTza4s1PGclDcgEgz6dRmJ1iojnebS0tKClpUWJ9hBvz8rKCnieVyI9ra2tcDgcyqBR2lJX5OaVCR0KcDgc4Hke169fNyWCoAXHcZamfkRRxOrqKjKZDK5fv15zukcLK/e/s7MDSZIwMDCAEydOmBpNs2LfuVwOH33qd01dk6GPXPOD90apdFK5aI5ekWN1D51KOPZ5zcooPnvws6EVtbGlK3+Gaq2+Kpe2Ukd4OEn1WlUx4FPt03HEGpu+qneKqKmpCd3d3eju7laiPZFIBCsrK0q0h9yc0xbRSSQSkGUZwWCw0VsxnUMpdJxOp2Uih2CVIZn4cWRZhtvttkTkANakrmRZxtzcHO7evQsAujodG8Vsj048Hse/a/8Ppq3H0E/sZ/LRnHIipFyVVXE0R6oiuKpEJ/jC92k2UEYwVDm1vFYhoqxTIX1VrT+Hz1YWjo5omR9WIXokJ2DLNC59JUlSw0Y+qKM9p06dQiaTQTgcxr179wAAL774YoG3x2ivNLOJRvMv/lGM6NAlKXVQj9JvwBqhEw6HcePGDbS0tOD8+fOWpWgA8/efy+Vw8+ZNbG9v4/HHHwcAy0zDZnl0dnZ2mMhpIEKFi1uxQZngiFVnQCY49x/8B0DzLOfc5wr+q2afBx5n8mmJGJErfU9PNEgLU/Z7/9AkGqQuTS8WuP/qvf/dhAMagybTr8vlQnd3N86cOQMAuHz5MpqamrCysoLnn38er7zyChYXF7G/v2+JT7ESsVgMPM+zPjo0UM308mowszuyuvz6/Pnz6O3txf7+vqWCzUyvSyKRwM2bN+F2u3H9+nXlDsnq6qhqIfPBPnDpN0zaFaNW7Gkg58n/XzDBdFxspK3oK6kAETtlIz06cMQ45HyV19AVtTGoX4g/B8gP1VT7dPQIx7LRnGKq8OkITfWPrNBYxk166ASDQQSDQSXaQ7w9q6ur4DhOqfRqbW2tS7QnFouhqamJGmFoJodO6NRjPAM5jhlCRBRFTE5OIhKJ4IknnlDyn1ZWRQHmeV1IVVhPTw8GBwcLUks0Ch1ZlvFmz783cUeMaoj9zJDiz7GnrS33dkQLhU8tx3Luc7q6OJfdj06xYybVRnXUWOXTIemrRkBTRIegJb5cLhe6urrQ1dUFSZIQi8UU0TMzMwOfz6f07fH5fJb8TbFYDG63m4rp7mZz6IQOSV3JsmzpC2KG0EmlUhgZGQHP8wfKr8n6Vv0dtQopWZZx584dzM/PH6gK43m+ITOpKsE6HdOD4Mpf3NQCRE80xxHXVzHEiQ968ZgNGWOQLWFVqKXbL6/q4WlVKXnZ45fw6eiO5hSJHmf0QWqP/F893FNdZm7LyfhX7/3v+MfPv9votqtGkqSGTSgvRaXScp7nEQgEEAgEcPLkSWSzWYTDYUQiEYyNjQFAgbfHLL8qiegcReh6B+jAbrcrzfysDEnW6gUKh8MYHR1FZ2cnzp8/f+CNTfZu1d9RS2REkiRMT09jZ2enIApl1vrlqNajk0wm8VOtv2j6fhjVYc8A2TLmYUfygeghFVfFIqeccdYqkaPGGS0tdirhiHG6DLjlIjG2FCC6D34P0NdzqDh9pUUt/XSIIJT5BxEgTsoP9ywlaOudvjosEZ1yOJ1OJdojyzKi0SjC4TDW1tYwMzOD5uZmJdrj9/ur/nvj8TiL6NACUedWzwqpNqKjjoScO3cOfX19mo8jb0ar/o5qU1eZTAYjIyOQJAlDQ0MlFb6VQsfouvfu3cPP9X3Q9L0wqiPx1uvINpc+WTqSRV8bmG9FLq5q06uVoyCcUSBXZUd8R7zy75rSuA954SeVEFaV/DmGvDn3qeSJst9/jdWdr0VHYzw6tAmdWpoFchx3INpDvD0TExOQZRktLS2K8DES7UkkEqaMUKKRQyd0SNpEEARLDVrVCB31OIRSkRD1+oA1PheyvizLhlJj+/v7GBkZQUtLCy5dulRWgNVz+GY5lpaW8L4L/9n0fTCqJ+urLHKMGpLtKQCp6vekG41gonMfyFrTBaIk1Uxp5zMHxY4ta2wNPT4dI8ZvZ1SG4OEgOfNps3qnr2gUOmZG8Z1OJzo7O9HZ2QlZlhVvz/r6Om7duqVEe0KhEAKBQNnngnh0jiKHTuhwHNeQoZuVUPtxykVCCFY3JVRHjPTkqDc2NjA5OYlTp05hYGCgojhqdESHmY7phaStyAWzXnOnNKnx2MRQSy7upQRPqVJtPVEde+LBNPditNJXQF4I6R2ZwecKexDp6adTCmcV0R97Mi92lOML9fMl0Sh0rBr/wHEc/H4//H4/BgYGkMvlFG/P5OQkJEkq8PYUX6OOckSHrneATupRYm5E6EQiEdy4cQN+vx9PPvmkbkOXlYJNb8RIlmXMz89jamoKjzzyCE6ePKkrAtRIj44oikzkUErirddL/kyrH41Dh9emOPUiNbBauNYy9npjr5AWdEYfzKeqRDmRQ8SsImqLrizOaOFn+o3v+mN9B60RGoVOvUreHQ4HOjs7ceHCBbzmNa/BY489hubmZmxsbODGjRt46aWXcPv2bXz3u99FOp02Reh897vfxZvf/GZ0d3eD4zh84xvfKPv45557DhzHHfhvc3Ozpn0Uc+giOkB9mgbabDZkMuVrImVZxsrKCubm5sr6cUpRj4hOOTEiCALGx8cRj8dx/fp1NDfrNyM0KqKTSqXwtlD9qjYYxpCcXFl/jhFonFrOiXlPS86ASZlEddQVVwSSotIT1bGVSN3Vy5httMQcACQ7p0Rw7GlZMSPXa2QHjUKnEQM9taI9kUgEm5ub+Lmf+zkkEgm0tLSgq6sLKysrOH78eFXHSSQSeOSRR/DzP//z+Mmf/Endvzc7O1vQkbmjo6Oq45fiUAqdevTSqRRtEUUR09PTuHfvXtXDRa3spUOUcam/IZlM4ubNm3C5XLh+/bphv1MjPDqRSARv73m/6cdkmIM6mmPL5NMVtnRh2kKNI1E4GkBdIdSovitW4YibPwZBK32l5dMBjKWvzOynU4wzLkF0cXVLX9EodGhoYuhwOHDs2DEcO3YM8/PzePnll/GBD3wAq6urOHnyJAYHB/GmN70Jb3rTm/Ca17xGt6mZ/I5ROjo6LJ2xRdc7QCf1iuiUOkY6ncbLL7+MeDyOoaGhqieoW+01KiWkyCiK1tZWXLt2rSpTd71TVysrK0zkHBJsGRkyD9jSD15He/LBvzlRX8pKD1ZWXJWjUqWSVvSmEiQyo2VELhXNqca0TNDrt6nGl1OMVgTnh9/5pdoXrnRcCoVOIyI65bDZbBgaGkJ/fz9+6qd+Cvfu3cPHP/5x7O7u4t//+3+Pv/iLv7B8D48++ii6urrwhje8Ad/73vdMX/9QRnQaKXQikQhGR0fR0dGBCxcu1PSGtVroaImRlZUVzM7OVpVqK17bir0X75mZjg8PkvPg7X6paE45nLHC6I5M6VnKcAorBuRq7LpshEr+HDW8qO19ckb1pwOL++mAB6BxL2TLyBBdHGwZ66M6NAodGpsYAnlbgNfrRTAYxFvf+la89a1vhSzLlmZPurq68MUvfhGPP/44MpkMvvzlL+N1r3sdXnrpJVy9etW049D3bOugEWZkWZZx9+5dzM7OYnBwEH19fTU3VrLSowMU/g2SJGFmZgZbW1tVp9rU1MOjI4oifrz5HaYfg2E+JG0lFjUJJJEcUUejOGcNgzxNoYrrriNa2ltTDfaEsSiVPaE/faXGEa+fgFT7dMi/nbG82Hnju/4Y3/yydY0+aRQ6oig2fFK5Fslk8oBPk+M4OBxlOn/WyODgIAYHB5Wvh4eHsbCwgM9+9rP4H//jf5h2HLreATqpd0RHkiRMTU3h9u3buHbtGo4fP25K98h6zLuSJAnZbBavvPIK9vb2akq1aa1tNsSjk8lkmMg5RNiy1r2PG4Xe6d5GGu5VO5Xdnqz8GDW8hsepOJ3GlblX5MQHKauCarkagjBa6StOtDaqQ6PQocGjo0UymYTPV8eQYwmefPJJ3L5929Q1D2VEpx5mZCKm0uk0RkZGAOTVppmzQOrh0YnH45iamkIgEMC1a9dMC5laHdH5N8FfMH1thjVkf/gJ5Jr1nbjtyfydfDGOuAxJR+fcSqXlBX6SouXk+18bSTeZBa/RuM+ov8aeLOw0XPZ4VXiESqWvrEB0Gm9mWA00Ch3aPDqEVCplqPLWKkZHR9HV1WXqmodS6DgcDmSz1n5KbDYbcrkcbty4gba2Nly4cMF0FW610BEEAXNzczh16pTu/jh6sUrobG9v4/M/Yb35jWEexJtD0lalPB1qQzJQWIWkR+RooRY2er0kJALDycY6HpeL8Bjx65Tz6hDxYyQdplV9VW7OlZ6RG86YdaX66lQWL8j4sZ/5Iv722f9g+nHITETaRIXV44uqQZZlpFIpBAK1tQCPx+MF0ZilpSWMjo4iFArh+PHj+MhHPoK1tTX8+Z//OQDgD/7gDzAwMICLFy8inU7jy1/+Mv7pn/4J3/rWt2raRzGHUujUozPy9vY2RFHE2bNnTUtVFWOVR0eWZSwsLCCZTOL48eM4deqU6ccwO+3GTMeHEI5H9o3XdD1U8eroiObomV6uDJSs8XpRqeOxEYjY0RNNqbZaykhUR4tqIj1GcMZkJb3FSfL9/wO5MqZ0QeM9YQakepM2oUNr6sqMiM73v/99/It/8S+Ur3/lV34FAPCOd7wDX/3qV7GxsYGVlRXl59lsFh/60IewtrYGj8eDK1eu4B/+4R8K1jCDQyl0rDQjk8ndW1tbAGCZyAGs8egIgoDJyUns7++jpaXFslCk0ZlU5WCm40MId78hpZOD5HhwIbGn5QMXNa2OyEBe4BilIIJj4rXCuQ/AYIRHC0dUe2RDMcV9bcpRyp9jRqNATjhoSiamcHUPnUr9dJxRGVyZl9ORlMHfP2WT90de0PLgcxJ+7Ge+iM/85x9Eb28vvF6vKeKEnJ9oFDq07QnIt01RN+2rhte97nVlO9t/9atfLfj6V3/1V/Grv/qrNR1TD0zoqEin0xgdHYUkSXjyySfxve99T/esqGrQ033ZCKlUCjdv3oTdbsfQ0BCmpqYsHRqay9V+e5jJZJgf57DBHTxJ2zJyQWrHkZKRc9d+g6C+CDujMiSbOTcdpS7KjRjgqUW5TslaqNNXpEeRVvrKGT9YGadG7ziIgjWj2k+mzHPgJPlBubkKe0qGoHp/cIKMX7v+mYLH/OH0J3Hs2LGqz7+0Ch0aPTrEj1pr6opWDq3QMTvls7u7i9HRUbS2tuLixYtKFEcQBEuFjll/x+7uLkZGRnDs2DGcP38ePM9bmuIzw6MTjUbxM8f+L5N2xKgLKpGTfeM18FkZkkNVUcPlRU4lnHEZgo5mq6UuokaRK+kj1WFIOqvSME5A27ejt1+OIwHkqihNrzV9VQ5HzFikTPP14aBZnSXZAV4AnDHt84bw+sdh/4fvK1+/78J/Vv796Vf+E3p6euB2u3WLBHLusyoiXy00enTi8bxxq9aIDq0cSqFj9gX87t27uHXrFs6cOYMTJ04oH4xyIxTMwCxD7+rqKmZmZjA4OFgwo8Qqw7AZa29sbODdJz9s4o4YllMUyZGcHPisthAh0RxH8sF8IzV6RE4xhqI5NV7bODmfwslWWW2rFjuaFVc6qrDKRXWMlpsXHCdXGNXRSl9pUZC+wkGRI3OlI2UFj7NxBWXl+dSnBF4s/aL9pyc+XfD1F+aeQWtra9mbUJIiok3o0OjRiUbzOWErxzA0kkMpdMxKXZEmepubm7h69SpaW1sLfl6P8u9a1pckCbOzs1hfX9fcv9VDQ6sROrIsY25uDh969JMW7IphGUUih0RzBK/+E7Ytl6+0Ko7maFVcuaKkwVx12zWLWsSOHipFdewJaIs2DUFRyziIUhSLG4JrX64cJasAieyIrvwBOEE+ENUpxX88+xHl35+5+Wvo6ek50PqDVi8MjfuKxWKw2Wxwu3UYzA4hh1bo1HoBz2QyGBkZgSRJGB4e1nyBrW5MWIvQyWazGBsbQyaTwdDQEDyeg7Fs2lJXzHR8CNHw43A8B1tOgugofbJ23K+yKo7mOCsYkO1pGfYqLthWTi03InZ41f2XGSMf7GlA0Lj22NOAoNHSq9hjo/bpOCuUlZNmhuqhnrVS7NMh6SugsMycwAtS/j0n6z+3fPjqp5R//+Y/fxC9vb0IBoNUCgpS8k5bRCcWi6GpqYm658ssDq3QEQQBsixXFZbc29vDyMiI4scp9aajNaITj8dx8+ZNNDc34/r16yXDtzzPm2IYLrW2EaGTy+XwE/53WrIXhkUUiRyOz3/WpKHLBSJH7c85qrj2qovsOGKVp5ZX69WpheL0lRFcenxTJXw6BHX6ypaRwOdII0kbuKevgPveeNEv6DvX/OYP/EHB1x/4/74D2WyWmpEL5HxPm6AgQueoQtezrRNyYa9GJKyuruKVV17BwMAALl++XFZZN2LoZiW2t7fx4osvoqurC4899ljZHLXVqSu9a8diMSZyDhslRA4ASK78Z8ZI2qpSJEfrMeXSVo2YWm7lLC6z0k62Kos4XbulXx91xVTTXvnXsdZ0FgDIdtV7T5YMRXeK+dy//jP8u/b/gJ8M/LzSdsPKsTuVIMemMaJzVNNWwCGO6AAwVPotSRJu3bqFjY0NTT+LFjRFdGRZxtLSEhYWFnDp0iVdLbKtnKWlV6RtbW3hF/o/ZMkeGBZRTuQMXQafzaetbJn86y/ZedhTEgTP/d8zWCilRwSZyQHDrIHDq9NYemdhOeNAVlXBpWVELjd+wZ4ylr4qxpa935RRY7p8KfSkrzi5dmGjTl85YqohyiSqYzCNVY6PPf1fCr7+3OTH0dXVVddJ4rRWgsViMXg8Hur2ZRaHUugQJ71ekZDJZDA6OgpBEEr6WbSgReiIoojJyUns7u7iySef1N3roJFmZNKd+YOXf9OS4zMsoozI4Ww2SC6bInIEe/5KaE+VvxA544XzraqpuKoFoxfjSpVDzhiQ01nebdOZObZlAEnnmvaU9vcdNVRi6UFXykrN/fRVOZ8OIW9I5/Mi2mWDI6M6bxX7xEwSPh+49BvKv3/7pV9FT0+Pac0KS0H8ObQJikQiwSI6NKK38mp/fx8jIyNoaWnBpUuXDIUMaRA66XQaN2/eBM/zGBoagsul/yrRqIgOG+dwCNAwGR98SKHIEZ+8oERzSNqq2ARsT0oQ3Plv8oIO87HOVEs9S8v1YLQaqziqo4UjWSig1KZsI1EdW0bbF8RnC6M6xKfjjD2YOyXZ63cBLi4zVyO58l4d/sZE/rGS6nFcUWrLBD761O8WfP1Htz6F9vZ206M9NDYLBPK+TyZ0KERPRRTpL3P69Gn09/cbVtH18uiUMlUT03RbWxsuXrxo+APSiIgOMx0fAiqIHLXAAfIiB8iX/8oOriCao8aeNHbRccYKL7yNLiUvRakUVbHYKY5SHHi8DrFjBdWM2iimaU+CfP99UTAaQiN9pdVPxxW9/964L2zU/i51+kpy5qM6nCgXiCD1e9Jq0QMA7zn3a8q/P/3Kf0JfXx9cLlfNIoXGiisgH9HxeuvsiK8jlJ5aKmOz2UpGdNR+nMceewxtbW2mH8MMbDYbZFnWFDpra2uYnp4+0MTQ6PpWjoAoXjuRSODftv2SJcdjmESVIkd88gLAcch57Yo3RwsSzSkHiSCYgSsqH4gqaaWqMgFrIhVGIzta/hw1xVGdRmJGmbkrmleJyhgIGweIMuwJEZwkQ/CoBI+DA59TNRJ02WB/9Dzksdn8GpVu2iwSPcXNCr90+3fQ2tpaleihNaKTSCR0WzoOI4dW6JSK6BA/Ti6XM+TH0aIeqSug8M0vyzJmZ2extrZWk0gD6tsZeWdnB+88/suWHIthEpVEjupOs0Dw2O0F0RyCLSOVFDaOhKQ0gquGctEdZ8K4UHLtP/idrL820VMc4TEidrTmT+mllDfHnj44S0pv+qppV64YSVOiMQZwEoFToVuyPSmCF2UI7oOKypYSIDlt4G02yKJY8P4sK3pMFDla/NLp/0f592du/hp6e3t1WwpojugwoUMhWh4d4scJBoO4du1azflVswZXloKIG1EU4XA4kMvlMDY2hlQqhevXr9ccSrQydaWeXr64uIj3X/yYJcdhmEQNIgeD/ZAdPLicBNgf+HPKiZxSlBoZUQmXaj6SzNcmVNSjC2oVPcqaMW0PTTF8VoZYVP1UbUm4Fej16ZTqmAwArn3j5xx7SgQnyBCbbJCcDxbmsyJw6TS4iTkAD9JW5D1akMZSNmdepVYl1M0KP/78L6OnpwfBYLBk1IbWiE4ymUQoFGr0NizjUAsd9UWcpHpOnTqFgYEBU1ztVndGJtVjkiQhkUjg5s2b8Hg8uH79OhyOKrt5qahH6urH3D9ryfqM+lFW5ACQXPn3oujOf02iOlpCh4gcdTSHVFw54iJE1UVMT7kzESV6ZjFVA4n0ZEwSPGpKVVw54jJyzaWP50iWFhH2tPbsMM3jZwBHQq46ggQURnPylVMHj6326egSOffTV6Qaq+BHaRGcKEFyqKIekgTu7ADk+TvgeLKf+1GeOnt3yvEbr/lswdf/Zexj6OnpKTiX0xzRUc9JPGocaqEjCELBvKdHH30U7e3tph3D6tQVOca9e/cwNzeHvr4+nD171rTSQytTV7Is4/M/8ReWrM0wkVoiOQAw2A8+J0ICADsPW0aEoIqU2lOl01cER9z4Z0gddTEicqrt6+KKysj4OV1DKUvhjMnI+hpTNmzLFJbw64GYlHmhdKrQiE+nlMgh6SvFp1OEZOPAa1Rf8Vkxn7oCAJ4H39kOaXPn/qISOJstL27uCxmaRA8A/Mojn1D+/ckXPoS+vj4IgkBlRCeVSjEzMo3YbDZks1l8//vfRzabrdmPU+oYVgodYkS+desWLl26hO7ublPXt2r/qVQKP9X6i6avyzARPeXj5Tw5TifQ1QHR5VDSVraMCMFbKHIK1qvhGkIutM4oaUJYf8HgisqAXJjO0tsUkFQN6RU7laI69pQMwa3vObCnjKmzYp/OgZ/fT18Z8eZUk64qRrZz4O4/j3yuaD1JgtzsBtfkgpzLAcqPRU0hQ5vo+c/Dv1/w9X+d+gQ6Ozvr2qywHMlkEs3NDSgJrBP0SUudcByH1dVVOBwOXL9+3RIjlZVCR5IkTE5OQpIkDA4Omi5ygHxEh4gps4hEInhb6N2mrcewAB1RHE2RY7crIodzOgA7Dz4ngstJStqqFKWaBtoT+j4/zqikiBwjWDHM02m0MV7x7+usKjNa9m1PywX/r7j+fdO2VqVXtSXn6lQTEbbEeGyI+32RtFJhsq3Qo8PlRMhOO2SnHejrBNfkAmw8YOOV97LyfuZ4XSK/niJHi/df/Bh+qvUX8ZOBn8fs7CwSiURDR1Mkk0n4fDVOoKUYOuRkFbhcLgQCATz66KOWdZm0SuiQyemyLMPtdlvmdlebnc24c1heXsZ7z/96zeswLMRAqir/cJXIARSRI/W0AzwP0eNQojlalEtb6RY5MbGgIWAjojnFELGT81a3Fy1/jpYRu5wR2UhUJ7+W8fRVKQq8OaZOM9efvpIcPPhc0YNlGVxrCNx+FHIy9eAmTuXXkSW5robkWvnIk79T8PUX5p5Ba2trXaM9qVSKCR0asdvtcDqdlrbStqKPDqkMC4VCuHjxIl5++WXLokbE9FbrnQLrdHxIqNGPQ0SO3NoCTpAgO+9XWpVBK5LDCTLsQv49rU6RqI3IBGfM2Hu/1oorozhjErK+B/vWm8qypWWIOkzDjoR8QEzZMpWjLUZMyZr7K6r+KufTKYfeaE6lMnPlcar0lRouJ95/T9rBZUXA3QROvD/wM5t7MK5M41yqmcZqUApLD//x7EeUf//uqx9Fb28vnE6nZd4eWZaRTqeZ0KERvSMgasHsiM7GxgYmJycLOjVbmR77/7d35vFNlPkf/0zSE5CjAi1FjgIKitAiSCkqghYKiyx4AuvKociqoCAiiisFhf2BCIoKyiqwHAK1XaWugpVutSByuBxVWYQFBBFoEYTSu0km8/sjmenMZGYykzvt9/165QWZeeaZZ5I088n35P8wvBE6LMtiZJPxvloS4S+8FTmRkQ53VZPGQITJcUOxskCkGXCOF8fnyDFaMyei1g4EOa1ab+CxXOzowWQDTG7icPTgzqqjNz7HSP2eKGcqP+em7UZUOeuTbuVKcGaTQ8gA4CLNjs8ivy/KDAZRQBOAsVjBsXaA/45jTGDMzjo7GrE7oRC3o4dZvf9P+P/cndPQtm1bxMXF+Vz0VFdXo2nTpj6dM5QIa6ETiIwoX5yD4zgcP34cZ86ccckM86fQYRjGq1o6NTU1eKDFJB+vivA5vhA50VGO55F1XwlsoyiYLDbYY+rSY801LNgY7/wYkRUsuEiRq0rjhuqvtHLlk6nv8kTs6EXJqiNHKS5HaRvvvorUKKroSbd4sftKnGbuSQdzlyrJVTbYGkXAXGUD2ygC5hob2BhnaQOR+4oXPAzLOcSOBUBUJBjRD14OVoC1C595obAg/zcSYkLGCK8MeEvyfGnRHLRt2xZRUV7UD3BCQidECZRFR6sXlR5sNhu+//57VFZWol+/fi6R7f4s6sfP74lFp7S0FH9uM9UPKyJ8ig9EDgAgMhKIjBSCPgVrDn+shYVZR2PNiEpW07rjSaq5XvxlXeCJKrfD2sj12kwKrhYed9lVeoio5gw1KtXj+gK8c18ZdTkCde6ryDIb4Iyt4YObI8sdQU0RFXXBTeZqmxAEL7fqOBYRBVgsAMM4XK5WGxhnAgYA17idesZzKfOF/7+y61m0a9cOTZs2NWztsdlssFgsJHRCkUDVuAE8D+atqqrCwYMHER0djbS0NMUigP4s6sfPb/R1+vXXXyV+YiJE0dO3ijfZi4OQZSKHiXKIHESYAZsdjDMQhbfmMBYWdlnWldyyoyfw2Ncixx8ZV2LkxewAR5BubVNjJ46sUC7aJ86G0mPV8RY97quocnEQMqfovooqt3v02keV2VStZvJO5hEVjhfHXOn4l4uq+/wJosdud4gdAKiuARMZAQ51mlAxbscZpBxq6efeIi9WuOzHeWjTpo2uwrNlZWUAgGbNmvllbaFA2AqdQFh0eHHjidD5/fffUVRUhMTERHTt2lVVZQeqQ7oeKOg4zJB/EYu+pMVf5G5FTkQEEB0JTvQZ5SIc/2csrp9Nc410mzh4VGzNEQci6239EAoZV+7wROzoRa81BqiLzzESlOyJ20oJdx3MXc5bJvuuZhiAc62OzD/nIkxgbHWfb1OVU/AoWXYAx2eYvx/Ire/iuB3ncyB4TUIDwfQe84T/L9gzE+3atUPjxo0V70Pl5eUA6rfQCds6OoGI0WEYBgzDGDoPx3H45ZdfcPDgQXTt2hU33nijpikxEK4rPfOzLEsiJ1wR1Q5hTIy2yOE4h8ix28E46+YgMgJwBn6K3VW+IlJm7RHH5xglqowVHtFXtR++xiS6VxttdKlHYGjF1RgpCqg1jxyzSIBGlbOabjiGlVp89CIROUbfer7ZsVN4iwUPIiMcVh2OE2LLmKhIwPmZZ/gfp3w8kbjejtOqw+jJ4gszkSPn5bQlGH/dNDzQYhLua/Yozp07JzESlJWVISIiAjExMR6fY+fOnRgxYgQSExPBMAxyc3PdHlNYWIhbbrkF0dHR6NKlC9auXevx+d0R1hYdlmW9ip9xh9GsKLvdjiNHjuC3335Dnz590KJFC7fH8BWe/YUe11htbS3ub/6Y39ZA+AmZ60r+pS0ROWazQ+RERTlETlQUEBXpuEFERYGLjABjY8FFmoWbCm/hkbutAAhuq4hKG9hoZXEkFzieECUSLO6ygOTIxYivrTDRZXZYG7muyaRiaI6q4GDxIF5Hb4FAMWo1dUxWDnYDQlPNfaUXF0uOBrz7Ss2qA9RZdDhekPPB81ZrnVXHxABwih3+OP7GLsTtmAWLTn2O41Hi6ZvmCP9PeDgGd911F2JjY726j1ZWViI5ORmPPvoo7rvvPrfjT506heHDh+OJJ57Axo0bUVBQgEmTJqFNmzbIyMjweB1qhLXQAXxXDE8NvULHYrHg0KFDYFkWaWlpiI3V0coY/o/Rcee6unr1Kh5OmOK38xN+wqjIgfMXrljk2O0OS46NBcMw4GKjACsLRJjAWGzgYrQDOiIq1W9ikZU2SRdqNZQyrvhAV69icORf2hwnWHlqm5ldU8s9uMcxLOds+eA7AaUVq6OWaq63po5WV3ldaytnhYrGgHv3lVuRo+K+csFkqksf5w+1soCNdcSV8UTUiRvOZgOsjvM7Us0Zx2ddlH0lz8yqb3E7eijZWINNG7chFRm455578OSTT+IPf/iD4YDmYcOGYdiwYbrHr1y5EklJSVi61NEa48Ybb8SuXbvw5ptv+kXohK3rig8UDoVaOmVlZdi9ezeio6ORmpqqW+Tond8btFxX58+fJ5ETjngqcuAoCshxzrojERGOTKvYaMdYZ+wDY6n7mzLVOrJgTNXSvzMlkWNy/vrWK3LkRFawHmXzAMYyrqKvsp61LVDBiDvHVzEyaq4sI24rHrOFk7zuWu4rKDTfVEJT5HhoOBAsjWL3qo11CBhx0G1EhOPzHul4CH8PzrYRjjU43L1CFWXR35SqZaeeiRw5//nPfzBixAhER0ejR48eWLZsmd/OtWfPHqSnp0u2ZWRkYM+ePX45X9gKHZPJ5Pf4FsC9ECkpKcG+ffvQrl07JCcnCwJML/6+BiWLEd9IdHLnWX47L+EnvBA5iIwAx9kdMTpOkQPA4bJy/hrmYh3b7CJrjlzkiJG7rSIVBBAbqZ1uzj8M4QNvNR/rozi9QTeGltgxywKxzRbl/lN8ILInsTpqNXWUMFmNXRvDcg5rjk6MuKt4+Lo8nKwHFi9uoGRhEFtzWDtg54S0dXCc4zkgiB3GbK6LRePsrnE6oji3hsZ2Nhu//fYbfv/9d7z88su642w8paSkBPHx8ZJt8fHxKCsrQ3V1tc/PF7auKyBwtXSUzsFxHE6cOIHTp0+jZ8+eLm+akfkDadGhSsdhjE6Rw9k5MHxwpkjkABACkYUbQqT0K0BuzbFHu6anMjp/1bsjstwGe4Tol7QXsSDeEFXGguGA2qa+D8RWQl6/RgvFQoEGxA6PltsqsoI1FLcjRuy+AjwQOU73lV6U4nYcZRGc33Fms5BOzkRGgLPahOccyzosOjIXVt3kotT6MKug7A3b2WwhPicuLg5z587F3Llzg7wq3xL2QicYFh2bzYYff/wRZWVl6Nevn1c9QgJRR4ef32q14t6mE/12LsKPuBE5ghkeqBM5zgBkAICdc1Q/tjvN/FFRgJ0FEOG4EUSYJfEXvMtKjqnaBi7KVRCYq23gNCw3PBE1LFDjdpgLgRBB0WWsqthRCzAWE3OFheUafWIpstIOa2MNS5eP6uroDUp2eW7jhFR/edNVsJzks8ITddWm39LGQDUuiq+dA6AuNoflwDj/z0VF1KWZi0WOOMXc+X++tg5YFozZXCd2gDrrjrAmqZBpCC4sscgJJAkJCbhw4YJk24ULF9C0aVNDoR96CVvXFeCfpptK5xALnaqqKuzbtw9WqxVpaWleN0ILVB2d8vJyEjnhig6RI/zXbHaY7J1f0hwfiwPUiRzAIXKiowGWBRcdBcYqTgGWzq8Wp8Nj1nBtiYmskIonsTUnVIguYxHtRfyOpzFGShiNt4msUr4BG6nNo4a8s7iviaiwwFxlhbncAk7lxstnATIWG5iqWkewcY1TFPH3AbtdcNlCnKTCu3HlLiwnSqnm9d2FFSyRAwBpaWkoKCiQbMvPz0daWppfzhd63zQGCLRF5/Lly9izZw9atGiBPn36+KTHSCCETllZGca2ftJv5yD8iFGRw2M2geMzrDinK4v/hcrHNvAmfpHIYWrr/m+PjlS17DgGcILIEVtzlAKR5SLHHb7OuNIcrrDbXZ0cLfedXrHjaRaUUsd47fOwMNcqH+MuNkr3tfAuK4N6KKLCgohKY58NF3iLjvhHL/+dqmCVkVh1ZIHIjgFSF5bi35zScWFEnjXLpyKnoqICRUVFKCoqAuBIHy8qKsKZM2cAALNnz8a4ceOE8U888QR+/vlnzJo1C0ePHsW7776L7OxsPPvssz5bk5jwfacQ2A7mv/76Kw4cOIDrr78eN910k8+6x3rai0oPHMfh6tWrLuXBiTDBC5EDOONxOM5RRM3OAdFRdTcAoZiaM5MlJlIicgBl95WS20oLUy1rWOQYxV89rowWBRSjJRDEwcC82DFqdVETOxEqgsbdOhSf68y+irxq/P2NKLcIbR6UEKw6/PesEKTsfB4hyqSSI7i7nEJeyLoyy55LjxVcVXqysJzBzOFInjXLcNKMO/bv349evXqhV69eAIAZM2agV69eyMzMBAAUFxcLogcAkpKSsHXrVuTn5yM5ORlLly7FqlWr/JJaDlCMjltMJhMuXryImpoa9O7dG3FxcT6d318WHQo6DnN8IXLA184RiZzoKGf9kQjAYgViHKnlvMjhnJ3KGYtN6C+kFJBsqrHCHqX99WGutIETtXTgNFxVhmJw/GxtZ0T3L17sKDXzdIc828oovGjx5Ny+ILKSFbKfAIf7SqvTvF4iyhUEDh+U7OxobnxSvligqa50gs0mBB/XxeeYpfE64iWoFA5kTIyr2HH2zAo3/CFyAGDgwIF1zVQVUKp6PHDgQBw6dMjna1Ei7C06/hQ6FotFEDlpaWk+FzmAf4SO1WolkRPOeCJyOLuLyOF/2XIsKxU5MdESkQOr9Be5WOTIMdVYYarR/gVvrrTBrFFM0CjBysYS0JFerWT9UHMXyfGFC0stPkdrPb6oXB3h7DoucQ9q6BRzhVU1BkeOYauOzEophzGbHeKH4xwFBcVrVukTJ96m6sIKE/wlcsKB8HmXFPBnMHJ5eTn27NkDs9mMuLg4NGrUyC/nMZvN4DjOZ+6riooKCjoOV1S+ODk7JzxcvpB5E7o48NJuFyogcyzryLYC6mIZLCKhYrXWdYCGNL3cZXmiz6hd0k26bk3mKv+6qYKJkVoywjE+6NguFjF64nPE7it3YkYu0OTuK616QpFXjbWuMet1YfpK2PJ/E2YTOJvNIW7k7isTI/TCkhQRFD3nUXVhhQFfWDY3WJED1APXlT/6RP3222/44Ycf0KFDB0RGRuLy5cs+PwcPH+tjt9u9jvv57bff8GiHGb5YFhFodPwyFLuoJL8uRWnkQt0cp2leklIOSH/tyiw5UPgly7utTDUWVSuPWNzYdTYF1cq4iqiywdokApEVTneafFku3anr/mtpKlujgRoteogsZ2HVmUIuHFPBwtpE+5jIShbWxsZvRBHVdthi9X9vmGvtkg7zWutRwlP3lVzkcAwDRv7eaNXUcbqkmFoLuOgooNYKREc6PsN8BpUsNoffzvHWTn6ckvvKxNTF9BjpfRUGLqxttZv82iYpHAjrq4+IiEBVVZXP5uM4Dj///DN+/vln9OjRAwkJCTh79qzfKxcD3vXs4tc97eb6VeSpweBG5AiixvmFqlT9GHCKHI5zte7wsKzIDeD8l7fmWG2OGwcgCBqmxgqTF0JBHJ/jjsjyuhshZ2YEkeMWN/2VXISP/HAPLi+61Ka7Xo4cparESi4ueVAxb9VRCrxWsvK4C0r21m2lGGDOcXUilIPw3ui25CjACyKmqlb4LDPVtY6d1c6CTLyI4eNz+KKBfHwOY1IVOwDqMrNkRQQFwcNC+lwpXkd0XCjxefWHiIx0jbFraIS90PGVCGFZFj/++CNKS0uRmpqKpk2bAvB/rR6TyQSGYTy+Do7jMKLRIz5eFRFQ+C9IBcGjp8UD+ErIkjgJZ7YV4LgBsGydVUecXgtIRI5wHjdxOMISqizS3kMqKAUiRzqDUjmlzBk1DKbEioWPO9EDSAORNectd18cUJJd5WerDhvj+hqaq+26Kh6LiwMCQFSpVeKOZOycJChZjNY+wAuR4wxKNlXV1n2ueSFjYhzixGR2Fr3UmsdV7HA1tdIx/PpFgoezGVx3CIqcz6o2IDo6OtjLCAnCXuj4QoTU1NTg4MGDMJlMSEtLk3w4/F3nxptzUKXj+o1m9WO+MCDqKiEDENxYvMjhWBYMb8XhP2O8ALKxACP7+6m1CnEZXLQoDkfktmJsdphtTpGi01UlLM954zMHIcCYFz16BI+u+ZxiRzMNW0RkBevWbaQldsw1xtxUgGvFY18QddWiK0DcncjRcl+ZKmtFwkPLpeUUO2pWHf5c/H3C+ffA8ZZO8dxOAeXodq5spdHlzgoB/lW5HjExMcFeRsgQ9kLHWxFy5coVHDp0CK1bt1asjxMooWM0GLmqqgoPXTvZTysiAo6BTCs5/Jc2IzJR87EHjFJsDuAQOXKTdq3VpfeVEbTicyQ3PQMixx81cgwJHjepzlHlrGHx4Q4jtXA8IfqK1aWoI2/V4bvSM1a7rpYeLojcVwzH6c6wEtZRWesiPKQDZFYdxUkUXFi8nufjc5TEjihGh5O5s+Sp6C6EUB+sLWX/8EsbhXAmrLOuvLXonD17Fvv370fnzp3RvXt3xWDgQNXqMXKOS5cukcipTxgUOVp1cxxf8LJtNtFnKypS+hxwuK00KiDzbiym2gqmWp9Jny82aK60SHsXuSGQqeRRZba6ir5eYCQbSx4boxSfw2hYiOTxOPxzc410u1k0TikuyGQxdjPmrXwRClYapcwsrWKAYsRCyFTpdCkpiSMtwWRSKR5ocQQqcxar9Hg+88pkclg7+c7nainm8i7nmhcUXJHzcelqNGnSJKhrCEXC2qLjqbXFbrfj2LFjOH/+PG655RZce+21Pj+HEYyc49SpU3j6pjl+XQ8RQHwgcgDUBR2LLTI2mauKZQGb8xixNUdF5PACh4uMqBM4BlxVRgROMOHFjlWHhUet55OebCzexeUuFsdk5cAaCOQOBgzLqYpSvSKHRxA4ijsNWnVsNmkAPlCXXSV2U5nN4PiMXfE8brKoDGVkBZjs398XYksJKWEtdDyxtlitVhQVFaG2thZpaWlu6+PwIoTjOL81QNMjdCjouB7iLqVcTeRwduWUch7WrrBNwVXFp5fz28UiSUe2lTw+xyy6YYmDjzmN+h2GApHlePvnKLvEyDIbbE08/0oUix0lK4pkrBuxY662gxW5xMQWG7WUcnONclAyvx57JIOIKvXvmairVklQstx9FVlmcRuULIgcne4rVZGjFJejtM1iqdsmd/8rCSGGqRM4CvE5ju38NbPS5yHc0Tzr4kq0aNEiqGsIZRqU66qiogJ79uyByWRCv379dBUB5NO//dWPCnDf74plWRI59Q0VkSMUBnQ8ER6S4oDylHI4Ywh4M7wYs0kSlCkgFzk8FovjYeRSqiyahQZ9hr87LXMcIsqtddV+dSB3MxlxY+mtnOwvjLqv5Gg1NtV1fqfIcRvHoySuai2AS/aUSfqv6FihKrLNVhecD0g/UyYGHMsKDyVCsaP5zC8m+VTkLFy4ELfeeiuuueYatG7dGqNGjcKxY8fcHpeTk4Nu3bohJiYGPXr0wLZt2yT7OY5DZmYm2rRpg9jYWKSnp+P48eM+W7cWYS907Ha7LhFy8eJF7N27FwkJCbjlllt016wR17nxF1oWnerqamrnUB8RiRg5ulLKASFDhGNZSSAyExHh+mXN75cXCRTjicCpcj1Gq6dVsAOR9WJE7MiJKtUZx+QmW8usUQU5otquWD/HXGPXfX7JfM4gZPmaGKvjHEqxOS5ziF1WIsuLS2YV3LirhAMVPgA1tXX1c7TGicQMZ7E4rDiicYpih2XVY3FCtKN5oxEWjB49GomJiXj00Ufx8ccfo7q62qs5d+zYgSlTpmDv3r3Iz8+H1WrFkCFDUFlZqXrM7t27MXbsWDz22GM4dOgQRo0ahVGjRuHw4cPCmMWLF+Ptt9/GypUrsW/fPjRu3BgZGRmoqalRnddXMJxWJ64Qx2azYevWrbj77rtViyJxHIfTp0/jxIkT6N69OxITEw2dg+M4fPnllxgwYIDf2kAcOnQILVq0QMeOHSXbL1++jHFtn/HLOYkQwUcxOoy4Ro5TxAt1dOQIriqR+Ikwu+6HIz5HOIeNBRfrKDDIVFvAiY8Ru6pkQkfiupIJHbHrSh7zYaQiskfIv/lkX4V8kK21Sd3rIY/RUQocZpxWNVtj6Y8pl3YLTouKrVHd66Pk8mJjTS7BxlqYaxwCl42WusYiqmywK2RS2aNMgtABIHFfAY4WH2KhI3Zf8e+ZEI8lfo9E/1cMOpahJIiE96S6ps61JKsX5bJN/MOX7/cmtv6IxnJ2u9QKKhI0EsuqAsFuCbHmlzfQrl07WK1W7N69G1u3bsW2bdtQUFCA+Ph4n53n4sWLaN26NXbs2IEBAwYojhk9ejQqKyvx+eefC9v69euHlJQUrFy5EhzHITExEc899xxmzpwJALh69Sri4+Oxdu1ajBkzxmfrVSKsLTq8tUXNfcUXATx9+jT69u1rWOQAAMMwfg9IVpr/zJkzJHLqO74SOXxBQJHI4eHkfxviHwRWq7aFh5+/1gKm1nEjY6otriJHA634HDXMFbUwV9QiosLi8ggGfBVgtUBkMYzcdehEb60dJdREjqnWv0kSPFrWHKPuK12WHDF6LTgSF5TYmmN1ZF2puavk75dOi0ywg5FXnVqCdu3aAQAiIyNx5513YvHixTh8+LBPRQ7gECQANJta79mzB+np6ZJtGRkZ2LNnDwBHEk1JSYlkTLNmzZCamiqM8SdhHYysJUJqamqEFvBpaWleFU/yt9ARx+hQ0HEDwRORw/9aFAcii4WEWOSYGFeRw6MWnyOnplbSyFMVLVeVCqbKWpfaPnpSy9XEju2aKMXtqhi8T0VWWMHGGvu6jKi0uVh1FMdVsRKrjhxzDQs2Rp9g5K05AGCuZV2sOiar3cWqEyHrNC+vlMzY7BIrnbwasiS7TtIGQlpTR8nNKUaxgKBkYcrBxYKFRvR/rlYp4NhUZ+FhWfU6PIxJ6vYNsWDklccXoUOHDgE5l91ux/Tp03Hbbbfh5ptvVh1XUlLiIrDi4+NRUlIi7Oe3qY3xJ2EtdADlzKurV6/i4MGDuPbaa9G9e3evu7YGyqLDsizF4zQEjIocPhDZHeLPqMnpvpLHoimJHLnbijfzq7m+DCL5Fe9pnRw3AavyKrxsE4Nr1+HBj6iwwiaaV6vejXBMpQ32aPffP+7EjhzemmOqZXXOr9GV3saqWugiKnVY/DRSzXlMlbXGigeKrTjuMrAkAsf5WZNkUUnFjmJauQit4oCSYoJB4J0j89G5c+eAnW/KlCk4fPgwdu3aFbBz+oOwdl0BrplX58+fx3fffYeOHTuiR48ePmlNHwihU1tbSyKnIWAwWNFFBIk/zwwDzm53xBmIbyKRru4rVesOj8XqeMgzWRTOq+W24rOvTFUWx8NTkeNlhpW5wio8PEGpCB7gEDt6AnN5TDbOxWICKGc8aaWkiy01RjAruLdMVvei2SUo2aZ8jNtaSW6Ckl2ornF1VUkWphwDhFoLUGsBI/77ko3lrFZwVlnxQBNTN04lOUDYx08VpGDkN3+Yi27duvltfjlTp07F559/jq+//hrXXXed5tiEhARcuHBBsu3ChQtISEgQ9vPb1Mb4k7AXOuI6N8eOHcORI0eQkpKCpKQkn9W98bfQsVgs+Gu/1/02PxEiuEkpd0krl+9jTI5foHZO8mUtcV/xIscZe8ALHIllR2zNsdsdAscHMNWOm57J6aLgFCqNq+HPisjmCisiyn0b32NE7ACu7iHFMQpWFyWhIoe37ngihszOQpCMvFo2tK05jJ1TFzkyQWM4LkfxhBqfD4tFImpcxI67tHJ+HL9LLmSMuKX85MJ6/eBfNV1HvoTjOEydOhVbtmzBV199haSkJLfHpKWloaCgQLItPz8faWlpAICkpCQkJCRIxpSVlWHfvn3CGH9SL1xXtbW1OHjwICorK9GvXz+fl8D2ZxuIs2fP4sVbF/llbiLEEH8J6uhULtmnwzIpaeDpDt6FpZa6rua2qq0FIuqyDxmrDfBEJxkQQe7Q6xIRix1bE2MxPUpBtxFVVtgaiVxZKoHIwngdMTsRVTbYGimP0YrVMdWyMNXaYI92PTaytBZclPtYHW9Qc1+ZKmulolylgCBTZSAlmnc5ycshiFxRQrdymYjX6nHlsiZnXR0lAplxtfC7F5CSkuKXuZWYMmUKNm3ahE8//RTXXHONEEPTrFkzoYfWuHHj0LZtWyxcuBAAMG3aNNx5551YunQphg8fjqysLOzfvx/vv/8+AEc87fTp07FgwQJcf/31SEpKwpw5c5CYmIhRo0b5/ZrCXugwDIPjx4+jadOmSEtLU00z9wZ/WHQo6LgBo0fkiPvuKIkc/qZqNrk28HRuF47niwry1h2j63X+Ihbmqxb9Qo9QzgTzKV5aZpVcJnxQs1HB4zKPTOz4G3MN67P6QmZZ3zJxrI6Jt9aIg5BFQcmClUZNsHKcYNmTBCh7gzjWRixy1CocW5WtaILY4f+GFNo+GBI4jh26LsEo83c/hz59+vhlbjXee+89AMDAgQMl2//xj39gwoQJABxZweLekP3798emTZvw8ssv46WXXsL111+P3NxciRVq1qxZqKysxOTJk1FaWorbb78deXl5AemyHtZ1dABg7969sNls6NOnj99aNHz//fe45ppr0KlTJ5/MR0HHDRiDlhxAJnTEx8uEhaLQYe2KoscxRsWaA0hrkYjFjEk2TkPoSFxX8l/7WhlXLvVytF8fdxYdt7EhHOcieOQxOnKLjny/rVGkokVHKa1cyZIij5vhrTpKris1oWOucdzY5VYdU7Vju4tVp9ri0sZDS+g49msLHfH7aKqSiRHJNTizsYxYcgD1+B1JHR1nYLK4PYR8uJIIErmLxc+lQwJnycnc8QzuuOMOv8zd0Aj7GJ2oqCi0aNHCbyIH8K1Fh4KOGzC+FDnycU6Rw/EuKdbuInLcwtfV0dvuRCMoOVTic/QiTltXC0TWPL7K1X+nVjtHbklRns+mGp/DCxq1baZa0f+rjbXmcInVkQUhMza7NOZG5bNiqqiVZjT54vd0Ta266BUXJ7TZpP2sZCiKHMCRVi5esyi4WBJDJ5nMPyJn9r+fJJHjQ8Je6Bjtd+UJZrPZJ+coKyvD/c0f88GKiLBDbyCy7BjJfnHbCJPTXM+n1fIZJVpLkFtz+Ewri0bhQJ2FAesD3hQlZGx2XanYPHrEjhJiEWMUxlInYkzV6tdp8rLrvKlCX/CxIWuOOBtQQ+xwfEyOQuCx0BZF5ceFYXcV4Jcsq5lfTMJdd93l83kbMmEfoxMREeH3XhlmsxkWg32A5BQXF+PxTs/7aEVE2GE0EFmr1o5GYLJanA6AupsAAMas4prSQu62EmPAcsTUyGJDFDJg7I2jdc3ltdtKAXO5BayoAKGR6r8RlVbYGvuo/lC1DXaVIoXmGhvYGPWvb7XAZDmMlXVxX7lgswsuLKHon4oVTvO1EhcQ9FTkaCAUCeSRFwiU7KuL5dGqm6O1T0BUUNBbpv1rPDIyMryeh5BSL4SOP1O/Ae9cVxzH4X//+x+eS5nv41UR9RZ3BQUlOzX2iU30eutJ6R1nsQBW0bmbiPrAVdeAEYsi+fp1uLUE94jK9ekVQp5idmZosUYrLkO/2DFXW8HGao/TI3aUXFn8sXIYC+sSqyM5hi8NYKT+mN0uvKdMlcy9ZOdc33+tOjlitASOrIigi8jhERcIdNnHqLuxAICz6y8Q6AOR8+Q/x+Kee+7xeh7ClXohdALhuvJE6FDQMeGChgvLsZtxsf6Iv2gZEyNNh5UXEHS6oLTS0aVtIzRuaBFmRyE2lXNJEN+8tCw/LotRr2eihbw2C9vEw8wNNxYfc7kFdllWlZ4YnoirtbA3dhVJ8hgYc7VVsQCj2M3kDqaWBadQHdlkscEe5foVL3db6bXq8MUgAQAs52LVYaqc74lWllVVtb4MLD1WHIZRbvXgRHDlKlVWBoRu5YCCe0pWIFBxjMJYT5m0+QHcd999Xs9DKFMvYnRC0aJjtVpJ5BCuiONsZBhyXwHawkNtnNbS+GBk/qEmcrzBh/VzxJgramCuqPG+OJ2C68VcaXFfAVgBvbEuWvEyjv3OatMK8Tlq1hwtGKvyd5k4S4ox+H3HVGpYaYwGd3vqqhIHJMtjzty5OINYIHDcuj9i9OjRXs9DqFMvhE6oWXTKy8txb9OJflwREfYoWHYM9dDRa7FR2Me3hOBsNiGImbNadRUlVF5LaH2NmCprhYe3iGN81MSOWnsEx1p8J3ZMGqKGkWVo8WNNFptsu8o1qIgf8XEuDV7dxePI4a1+WlY0T0UOj8iqqbQPgMMiqvR9rtECwl/9rcauGoZHHqF6av6mXriu/G3RMXKOCxcu4LGOz/l1PUSYo5GpoduFJdYkDFNX/AyQNOZmTCZJsT9J2SwtgaJleTFSykGnK8rr88A1MJnhODAyseNtbI+50gK7m7gaOaZKi6IbyxNMNTbYRUHIcoGjFz3uKoZldcXq8K0/NF1WeuJyvBU5gHo8Do9aZlWQCgQ++uijPpmH0Ca0fop5gK9Sv92dw53Q4TgOJ06cIJFDuEfDfQXodGHxv0pZViJyNMWLh1YgQ26rAMTneIPEyuNJbRe73b21SMHCYy6rVuwnJbak8FYdpfgcuWVGCTXRo+dYU7VV1TIltgLJrTpMhYaA4V/fWoXXSv7aB0LkqNwndGVWSQ7wjcjZzmb7ZB6enTt3YsSIEUhMTATDMMjNzdUcP2HCBDAM4/Lo3r27MGbevHku+wPZWNRXhL3QCYUYHb6dw/Qe8/y6DqIB4i5OR6uIoJZVxlNrjpF5vJnXj6gKFQNp5Pw8hsZXuXdjuXNhAXDrwlLbL3dbuXNXAcZjdQyJR4NCU03kcBaLtsiRtTCRHKthyfFngUDzkHKsWLECv/zyi0/mA4DKykokJydjxYoVusa/9dZbKC4uFh6//vor4uLi8OCDD0rGde/eXTJu165dPltzoKgXrqtgWnSsVivF4xCeYTQDCwCgUSnZB9YczmJ1sbRIrD3uUsXlhdpi/JsG7g28UPHGnWUqqwHXSL9bylRlgd3NeFONBfYYd2NsupuZAtpWHZOoeKG4nxXgrHkkbzVit0srX2tV4K6ucW+p02HN0bLkeApn5xRr4LgtEOil2Flx9G/YunUrtmzZgmeffRbdunXDJ598guuvv96reYcNG4Zhw4bpHt+sWTM0a9ZMeJ6bm4srV65g4kTp/SwiIgIJCQlerS3Y1Auhw3Ec7Ha7pMmYL+GFDsdxkuJmlZWVGN3yL345J9EA4L8w9VZXdUk1lxUhFLuw5J2XRS4HxmyWPOc0um4bClBW+vvTqmir5rqKjXHcIBvF6j61UnyOXgTBIxMXeudgqiyaYseIVUSPlcXtHBYbOIW0cqW4HKXzycWOmpCRNHcVw8fq8O+9Ui0dHm9EDt+kVtyRXIxW0065mHGO0RV07EWBwO1sNhiGwQ033IBnn30WpaWl+PLLL9GuXTvDc/ma1atXIz09HR06dJBsP378OBITExETE4O0tDQsXLgQ7du3D9IqPSM0bMleYHZ+EfvTqmM2m8FxnCSQ8+LFiyRyCL9hONVcjMuxBmJfDAUae/H1oRWfwweuVlXXPfQWmdOLgogxVdXCVKVx49XoAcbocEvVnccCxspqihqxm0nNGmOqVeiv5dzGyI5hFMYCcKlSrbpPJoZdKhvLxbKemBsdVhp3IkdYj/yzKF+P6O9HTcwYyqzyQuSIad68OUaPHh2QDt5anD9/Hl988QUmTZok2Z6amoq1a9ciLy8P7733Hk6dOoU77rgD5eXlQVqpZ4S9RYcXOv6M0xGLqaioKPz88894pnum385HNCDcuK8cQ5wuLOdYI3E6LqeTW2g0xIrrWC8Eky+a7srFTqwPbw6i19tUVQt7I+PuLKbKkYLtzu0EONxF7rK3eBcWU2sFFy0rWmjha+tYYY/WnwWmmG1lY10KRzIVNd71OZNnYMmtOj4UOTyCZUfNQin8nSh0hDdy//CRyAkl1q1bh+bNm2PUqFGS7WJXWM+ePZGamooOHTogOzsbjz0WPn0bw17oMAzj9zgdsdC5rxmlAxI+xI37SqmQGcdKBkD8xc1Eyv6k/WXNkROMQGOx8DHg5tKDqaoW4DhwWoJHJXjZXYwNn92kV+y4XauK2OFdWGrWHAkKYscF3oXFW2tE4lt5v0q6Ob9f4/NmVORI1qA2p5qY8XOrh1AXORzHYc2aNXjkkUcQFaUt0ps3b44bbrgBJ06cCNDqfEPYu64A73pR6YFPq3vo2sl+OwfRwNFTKVkPkrRzZ+o5/+A4abFAlpUUDNS8iXjQr0oVo2nlOm4STFW15OE1TtcWo+XK0oAXKO7icySBwErxMs5tesSKkitLCWFODbcVAIf4MYqWy8qlzYKKC8lDkaPVt0pL5PAwJkb7b64eihwA2LFjh6M0ig4LTUVFBU6ePIk2bdoEYGW+I+wtOoD/M6+qq6vxzqgNfpufIPRUSjYct2PEpcULF/7viJEFM8uFjYZYYcTnjY7yjdvKKLy1xwfuLYa37sRq/9qV15gx1Vjc95CCU+w4RQUXo27h4V1Y8vgbQF3kKI0FVFxTvFVHy4pUWS0NTJZbdeRWHPnz6hq/WHK8FTlu8UDk5FmzAipyKioqJJaWU6dOoaioCHFxcWjfvj1mz56Nc+fOYf369ZLjVq9ejdTUVNx8880uc86cORMjRoxAhw4dcP78ecydOxdmsxljx471+/X4knojdPxl0bl8+TLGtX3GL3MThF4Uf2kaidvxJkDZZTEGLDK1Fu390X5OP6+uqbMc8O4tuSVBZxAqU21xK3Y8OkZkOWFqrG7Fjup7Z7UBctelxSmA5Nv1oselxX8OLSoVkvnnaoUDnWNDQeT4qtVDnjVLCHkIFPv378egQYOE5zNmzAAAjB8/HmvXrkVxcTHOnDkjOebq1av4+OOP8dZbbynOefbsWYwdOxa///47WrVqhdtvvx179+5Fq1at/HchfoDhOE/Kg4YWu3btQmJiItq2bevTeU+fPo2pN77s0zkJwi1GMqxUjgHc1L8R3YhcMlZchIx+a45jtxuRpTUXD19/xxe/iOVfcXIrj2JhODduFtYOLlYq0lx6QQF1lhqn2FGsPqzgIuLFjmJmltUGREW6bgP0Cx3eAiQXMRaLcnXrCLPULSVPN5eLDfn7Ji/oJ9vPWVTcaMEWOR5acgItcghtyKKjAF/pmCACjoYLS1XwqGVuOf8mHC0j5OM53zTj9EbkaCGP9fDUBaXVXFJtTl/99hNbanjLTo0F0JGVpVSoD4CroFDar2S9UduuZLGxs+5bechr67CstCil2KqjVLVYbMkJVZHjAV9YNpPICUHqjdDxVYwOy7IY2WS8T+YiCEO4ialRjNlxc4ymS4vls7ikhQaFoRER7q05gYIXJ/z5fVFxmZ/TnftMRfjwBfO42Ghla47LeOcNX4/YsbHaQtRidbXq8PCiRi4g+O1qQctabRSqqtUD0HlRqiV2lNDaH2yR44ElZ1vtJkRE1Itbar2jXrwrvsq6qqmpwQMtJrkfSBD+QP7lqieY2JNj9C7HZtO8UTFuUlHd4o1oklt8PBU+ds7rwGWmuhbQU8tGLCh5saOU2cRvq7Vqz8uLHaWbflU1oPemq9eqY7dLxY5W6wdhjdrp8YrWnGCLHA/4vPpDREYa62pPBI56kV7uC4vO5cuXSeQQoYVGl3NVN5b4GM4u/eJ3J4KMBizbbI6bLf+w2qQNFn3djVxrPTW1dQ9Pqa5xCAR3KNVqkRcz1JOaraNGjsT6Ir/B22z61iumUmW80jx25zVoiRX5dYs/b7UWzUBvzmI13tgzEJYcg9acz6o2INrfQfWEV9QboeONRefXX3+lzCoidNGReq4Fx7KKD3/CWSzgamqlD7VYDF/DCx5PY22qa6Q3cL3tJ+TH6UFXqwQ3r5vVYIyLkR+FcpEjdtGpCSD5Z0vhsyr5LIjeJ85iUe5bhdC05Pyrcn3Q2zcQ7qkXritPhQ4FHRMhj4YVxm2dHTfziG8OQsAyH2PhxprjNlNLjnO8kthhor10gakhFhGeuLbEqenVNequLbvsu6e6ps7qo3VeXnDw64yJVnFl2RwPtZgcLWy2OheW+LUXbxe2Kbiw5HE3gKsLSynWRp4qLmoBoSh4Oc5RtJJ/ardLPmOhGJOTW74WsbG+rchN+Id6I3SMuq4o6JgIC8RfwJ4EK+s4ToLaTcOPQZby+imKwsfbIGgl0WP0V311DWA0Lok/r574jZpa7ddZHIAs/76zWuvOIbfwKIkaybyi118sdvj3RUnsyK054iwq5/ldMvCgnmHFKVileLETipacj0tXo3Hjxj6Zi/A/DdJ1VVtbSyKHCD80YnaUh3PS41RwW6eHMUlbSbB26c3Hx5lYXK0FnMUqPDybROOGphbLo8fVVVtb91BDo9+SW9z9YNN6PdRcWJ6eSwul10pulZF/5tS6hmusOxRjcrJ/fx9NmzY1dAwRXOqFRcdsNuu26Fy9ehUPJ0zx84oIws/4IkMLcO1QbmQJ/E1InpIux2hfLDfF5Hzm6uLFilogqTvhU1urv+IwbwHhLUJK31d8bIrFoj3OYlUO9Lba1OvlVNe4WmUAoLradbuNdbXsia06vDBxlz4Oh9jhLTt1Qepil5SGOPOwQafyZt9YcrIurkSLFi18MhcROBqURef8+fMkcogGg56Kym4DlA1makmahjofvoartQgPzycR3fjcWWiUjhGOtbjGo2gd5ybdWtc4ltUuHKi2T+07Umm7UkAwy7pajSSBxFZXq408E080t6bI0SBYlpyNJStw7bXXGjrGHTt37sSIESOQmJgIhmGQm5urOb6wsFBoMi1+lJSUSMatWLECHTt2RExMDFJTU/Hdd9/5dN3hRr0ROloWHY7jcPToUUzuPCuAqyKIAKFWGdnOCQ+984iP4eycT7Kz+Bsdp/cmb2RuJdHjabaVxaJfiMgR4ll03Dx9IXYAqaCRixu1feL3Uyw0lLYriB21z4PE6qbn86ZVYJF3kSqdJ0iWnD2NvsBTTz2F9evX49KlSz6ZEwAqKyuRnJyMFStWGDru2LFjKC4uFh6tW7cW9n300UeYMWMG5s6di4MHDyI5ORkZGRn47bfffLbucKNe9LoqKyvDN998g/T0dJd9FHRMNAgMFgpUtPbonENwd3lSJ0fB1cGIA3V9FO/DuMtQcve1Z+ccnde1jlG6WSu57lz6ZIlu1vy1K/bJcgoUcQC00o0+MkLZisO7sJT2mc2u1hm5a4qHz5gTbec/A4LAUXrfNESyYOlTPM6PIseD7KrVp5fi8uXL+Ne//oXPPvsMhw4dwn333Yfs7GzDc2nBMAy2bNmCUaNGqY4pLCzEoEGDcOXKFTRv3lxxTGpqKm699VYsX74cAGC329GuXTs8/fTTePHFF3265nChXll05JrNarWSyCEaBh4EKkusPQaEkuDqsto0g0VdUBExnNVa9/CR1UczmFnvbzs9bik5VqtUKLg7lx73jRHLjpjqGuV9FqtivR+upsZQQLNaLRwADpGmcu0Sd6Z4DJ9Gr/AZDpYlZ9WpJWjfvj1SUlKQmZmJ//znPzhz5gymTp3qk/k9JSUlBW3atMHgwYPx7bffCtstFgsOHDgg+dFvMpmQnp6OPXv2BGOpIUG9CEbm+4vY7XahoVp5eTnGtn4ymMsiiOBgMFDZcVMQ1dQxGKDMix3BSuRlU0O52PG21YTYreVRIHOtxRFUa6QnFi8Y9KTlW63uXzNxgLIcXjiIz8Vvk6eWu0nv5lhW8v4rBZzz41wncQYny4WMSOAqxmwpBTVzduFzGyxLzsrji9ChQweX7YmJiUhMTDQ8ny9o06YNVq5ciT59+qC2tharVq3CwIEDsW/fPtxyyy24dOkSWJZFfHy85Lj4+HgcPXo0KGsOBeqF0OHFjc1mg9lsRnFxMR7v9HyQV0UQIYKBWjwu43UeI3GFyW9MZrNXLile+HgkeGRWBV70aLq21NKgnQHLTHS0doyJmFqL1AWmFvjLzxepUicHcIgdLUGkVi9HdbtCgUC4ih3HGjmp2BEEkOyzoZJ2DobRDkxXFEAar7GfLTnLf1qAzp07+2QuX9K1a1d07dpVeN6/f3+cPHkSb775JjZs2BDElYU29cJ1ZTabwTAMbDYbjhw5QiKHIJQwKlh4ZP2zdB0jhmXr3BJeZGGJg5q9dXEZqdMjrwfD1dbqy/jiY02MuMDcpVvL1yt/PbXaPig20GSVi/U5XZMSeBEh3i4TfJzVqtzCQcuFpxbgrBZI7+fsqmU/zpOIiVCnb9++OHHiBACgZcuWMJvNuHDhgmTMhQsXkJCQEIzlhQT1QugADj/k6JZ/waze/xfspRBE6OHDrubuhI9bxKLHR8JHeYC+X/eeFiaUZHvpKjaosE4lUaAkdsQBuu7WqvKaKrmAOJtNPVNM0fqkcJ0K6eJyscNZbcrHaogclR3Gxhvk9YN/Rffu3X0yV6AoKipCmzZtAABRUVHo3bs3CgoKhP12ux0FBQVIS0sL1hKDTr1wXVksFrz1x3XBXgZBhC78DcJAGwk9dXgA6Q3UowKE4huzh60mxGLH05gezmJVLngox+7qDnNxhSmIB46zA1bHdkajJQT/emquRa1oIEQxU6LCgfw2RbcUv16z6LPBW23k7R/UsqWUUtGVWjiIXWD+FDkeCPCF372AlJQUw8d5Q0VFhWCNAYBTp06hqKgIcXFxaN++PWbPno1z585h/fr1AIBly5YhKSkJ3bt3R01NDVatWoWvvvoK27dvF+aYMWMGxo8fjz59+qBv375YtmwZKisrMXHixIBeWygR9kLn8uXLuP/++xGBlsFeCkGEPr7onaV1jOzmZVj4yK0RHggfiejR02NK7dioKNc2BooHcXWxPzqDnTmr1e3a+JgWNcGjJWj4/zMKVZJ5seMSM8OLHbnLihc7eoKM5VWtlbK+NKwvwbLkzN/9HPr06eOTuYywf/9+DBo0SHg+Y8YMAMD48eOxdu1aFBcX48yZM8J+i8WC5557DufOnUOjRo3Qs2dP/Pvf/5bMMXr0aFy8eBGZmZkoKSlBSkoK8vLyXAKUGxJhXUfn2LFjuOeee3DzzTdjw4YNaNy4MYqKish9RRCeYMC9pdfaIznGy2wsbxuLuhU9WgHGvGBQtB64bpOLE0XB5LT6iK1BahlG8gaZLoLSuT5D6f5qX/1qr4PSeLUgY4ZRd4mpiRbxNYmuV7BwyTO/DIoiNebunIbbb7/d0DFEeBG2QqeqqgqdO3fGhAkT8Le//Q0mWfQ/x3H473//i2d7vhKkFRJEGOOLAoTujvFG+PhD9OjJpFJas0YhQd6NpiV0HOMc61EUOrwgEl2zoYrVSt3H+ePlWVP8drllRhAb2oJLglHrjHwuxqQ4P2NifCZyZv/7Sdx1112GjiHCj7AVOgBw+vRpdOzY0e04juNw/PhxfPjhh9iz4Cf/L4wg6hv+sPaI5vREKAl4InqcX3uSeB49Qof/uuTPqfT1qTSP3IWkZu0wy4WHdBwTEaEuLrQEDSDdJ5/DZHLd5hQ7LtYjk5v6NuL5FSxRSu+1YqC0UbeUQZHzfN7jGDJkiLFzEGFJWAsdT+A4DqdPn8aHH36InXN/CPZyCCL88JXo0ZjHY+GjV/TIvvZ0BSErfVW61JvRSK0WBywrCR2hlk6E9jjANRhYr6Axm9VbM6hVMla4JsakbG1RPKdK4T/+PVbtn2VE6BgUOdM/m4Dhw4cbOoYIXxqc0BHDcRzOnz+PDRs2oOClA8FeDkGEH566uPwcDwRAXfS4+cpTFT3y4oNiF5VWzyr5+aIiXQWM0nFytxIgFRHidXrZfFUIfJYJN07FlSWsX/7eaPW38legsUGR89THf8K9995r6BgivGnQQkcMx3H47bffsHHjRnwxs+H2BCEIrzAiYDyI0fGJ6DHwlcdouKgULR3ya9I4ThInpCaQtFxRgOO6lNw+fEyNmnCR7RMHFAsNO1VcWS4iLRDp4moYFDmTNj+A0aNHGzqGCH9I6Kjw+++/Y9OmTfjXtJ3BXgpBhCehKno8OZdcMLiJ5xHGuxFITGSkPiuQhsuJs9t1CRrFwF6lNHN+u9L51LKpjIqWIIiccev+iEceecTQMUT9gISODq5cuYLs7Gz888l/B3spBBE+eFGN2ajw8Uj06D2HuIgin8ats9eVS5aSiqhxcZfpreosFk0agkZ7EqWAauc2NdeUSrq7+H1QSxcPhsgZu2oYHn30UUPHEPUHEjoGKS8vxz//+U9semxbsJdCEKGLD1tOBF30qN2A5RlSckRfrYIIkQsdpaBoJSuQmstJb3NR3gqjldXFv27y61VzTRkNMmZMQRE5AJBvzzF8DFF/IKHjBVVVVdiyZQvWPpIb7KUQRGjhy95a4mn1ih7nzdCjWj3iY/TcgJUEj9rXqjyoV2WcliuK368ocvQIGn6fkgvKxBivf6OzBQM/zuPCfxpCSYvtbDYY+etONCjqTVPPYNCoUSM8/PDDyLfn4PPqDzH5o4eCvSSCCA28afqpNS3LCg/NcxsZL4dljWUx6W1Oaucc4oIXGGouIzsnbeWgFGxs1WjGCUjPIx8n3udyHKssUljWRZAY7S6udJyhGJ4QETk7d+7EiBEjkJiYCIZhkJubqzn+k08+weDBg9GqVSs0bdoUaWlp+PLLLyVj5s2bB4ZhJI9u3br5dN0NGRI6PiI6OhoPPvggNpx/B6W9T6P4JipMSBAApKLHh8LHqIgxPN5qMyaSeMGjFfPCw9rdWos4q819SwctQaO2DVB+L8TPZWKxbjOnLnDkc7jBV9WN1Zj44b24evWqT+YSU1lZieTkZKxYsULX+J07d2Lw4MHYtm0bDhw4gEGDBmHEiBE4dOiQZFz37t1RXFwsPHbt2uXztTdUyHXlQw4fPozhw4djwIABWLVqFaKjo2Gz2bB9+3a8ec8/gr08ggg9/ODiMhqjo+beUrsRS8a7uymbzSr9sezGx/Hn9TSehX+tldZsNH6Gs7u+d0GKv1Gi31+74V//+heOHDmCO++8EyNHjsTkyZMRHR3tk/l5GIbBli1bMGrUKEPHde/eHaNHj0ZmZiYAh0UnNzcXRUVFPl0f4YAsOj6C4zj85S9/waOPPor169cLf1ARERH4wx/+gHx7DvKsWXhh+1+CvFKCCCH8YelxZ3WQj1ew9GgdK4zVs2ZfjtNyqSm9jkoWG40+U4ZdU+L5QkjkbGezMX/+fHz//ff43//+hxEjRuDrr79GhJf90XyF3W5HeXk54uLiJNuPHz+OxMREdOrUCQ8//LCkaznhHWTR8SHV1dWIjY3VNZZlWezevRuv3vm2n1dFEGFICFh6fFG9WX6jZ8xmfTd0PYG3WhYaFZQCgpXEiGrjTA1BozvIWHkC/WM1CHTgsScWncWLF2PRokU4evQoWrduDQD44osvUFFRga5du6K4uBivvPIKzp07h8OHD+Oaa67x0+obDiR0QgCO47Bv3z7M6b802EshiNAj2KJH7/k5hcJ9au4vN+dXy1DSi/i8Qrq3UeHhoWtKs7u42rl8QDCyq4wKnU2bNuHxxx/Hp59+ivT0dNVxpaWl6NChA9544w089thjPlptwyU0bHkNHIZh0K9fP+Tbc8BxHIqKijCr9/8Fe1kEERooxZl4PaWrEPDq/M4xqkXyPDy/O8GjR9Boig7+2pQK+on3GXBN+TtdXIlwSCHPysrCpEmTkJOToylyAKB58+a44YYbcOLEiQCtrn5DMTohBsMw6NWrF/LtOdjOZuPNH+YGe0kEETroyeCSj9GZ7qzLCmEkpkjPOM6uKz5IKftLd0yN2lrk8Txq6+XsxgSN2vn1bPOAPGtWyIuczZs3Y+LEidi8ebOurukVFRU4efIk2rRpE4DV1X/IohPCMAyDm2++WbD0/O9//8OHH36IvX87GuylEURoILe2aIkf8TjV6Ty09Ogdp9EKoa5TuLrLSHWM1rm0ApR1IK95EyzXlBJ51iyYPSkK6QUVFRUSS8upU6dQVFSEuLg4tG/fHrNnz8a5c+ewfv16AA531fjx4/HWW28hNTUVJSUlAIDY2Fg0a9YMADBz5kyMGDECHTp0wPnz5zF37lyYzWaMHTs2oNdWX6EYnTCE4zicOnUKH374Ib6Z92Owl0MQ4YtOV5juYGO9MTV63TbuxunoIeUNhgSN8gS+WYgCwRA5AFBYWIhBgwa5bB8/fjzWrl2LCRMm4PTp0ygsLAQADBw4EDt27FAdDwBjxozBzp078fvvv6NVq1a4/fbb8be//Q2dO3f256U0GEjohDkcx+Hs2bP48MMP8dVfDwZ7OQQRvhgUPe5EgJ7YG3fjgkkoi5wvLJtDJl2cCH1I6NQjOI7DhQsXsHHjRuQ9vzfYyyGI8MXHmV7u0rnlY4xgxKqkJw3cK9eUBynvRiGRQxgl4MHIK1asQMeOHRETE4PU1FR89913muNzcnLQrVs3xMTEoEePHti2Tdo1nOM4ZGZmok2bNoiNjUV6ejqOHz/uz0sIWRiGQUJCAp577jnk23Ow+bf3MGLZHcFeFkGEHz4uZKgn2FlPULSRMUrb5ft9HmTsh/5mYrbVbiKRQxgmoELno48+wowZMzB37lwcPHgQycnJyMjIwG+//aY4fvfu3Rg7diwee+wxHDp0CKNGjcKoUaNw+PBhYczixYvx9ttvY+XKldi3bx8aN26MjIwM1NTUBOqyQpaWLVvimWeeweSPHsLu2G1oNSYy2EsiiPBDj+gxkOGl75SuYsVQlhWkoshrQaN8Au+ON8hnVRsQGUnfYYRxAuq6Sk1Nxa233orly5cDcJTCbteuHZ5++mm8+OKLLuNHjx6NyspKfP7558K2fv36ISUlBStXrgTHcUhMTMRzzz2HmTNnAgCuXr2K+Ph4rF27FmPGjAnMhYUoHMfhzTffxNy5c7F582bcc889AIDy8nLk5ORg86QvgrxCgghj9Lhp/FDsMOAE2DWlxL8q1+uuOk8QcgL2V2ixWHDgwAFJoSSTyYT09HTs2bNH8Zg9e/a4FFbKyMgQxp86dQolJSWSMc2aNUNqaqrqnA2JY8eO4Y033sDXX38tiBwAuOaaa/Doo48i356DTyvWYdy6PwZxlQQRpuisk+Nvd45HqNW1ka83wK4pJXLL15LIIbwiYELn0qVLYFkW8fHxku3x8fFCXQE5JSUlmuP5f43M2ZDo1q0bTpw4gT59+qiOadSoER555BHk23PwWdUGPJ71YABXSBANCKOFDj2dRz5WbZu7ppwhIM4+Ll2Nxo0bB3sZRJhTD+yqhBYxMTGGxj700EPIt+dgW+0mPPXxn/y4MoJowLiznCiNURrnpqKxy5gQFTRK5Fz+AE2bNg32Moh6QMCETsuWLWE2m3HhwgXJ9gsXLiAhIUHxmISEBM3x/L9G5iT0ERkZiXvvvRf59hx8YdmM6Z9NCPaSCKJ+4sN2EiHrKjNI1sWVaN68ebCXQdQTAiZ0oqKi0Lt3bxQUFAjb7HY7CgoKkJaWpnhMWlqaZDwA5OfnC+OTkpKQkJAgGVNWVoZ9+/apzkkYJyIiAsOHD0e+PQd51izM+nJysJdEEEQ9ZWPJClx77bXBXgZRjwhoQYIZM2Zg/Pjx6NOnD/r27Ytly5ahsrISEydOBACMGzcObdu2xcKFCwEA06ZNw5133omlS5di+PDhyMrKwv79+/H+++8DcNSNmT59OhYsWIDrr78eSUlJmDNnDhITEzFq1KhAXlqDwWw2Y/DgwRhsHwyWZfHtt99i/sB3gr0sgiDqAevPvY3WrVsHexlEPSOgMTqjR4/GkiVLkJmZiZSUFBQVFSEvL08IJj5z5gyKi4uF8f3798emTZvw/vvvIzk5Gf/85z+Rm5uLm2++WRgza9YsPP3005g8eTJuvfVWVFRUIC8vz1BsCuEZZrMZAwYMEDqtz9/9XLCXRBBEmLLmlzf80q17586dGDFiBBITE8EwDHJzc90eU1hYiFtuuQXR0dHo0qWL0JNKjNHit0TwoBYQhM/hOA4HDx7Ei7cuCvZSCIIIA6r7F2PMmDEYOXIk2rVr59O5v/jiC3z77bfo3bs37rvvPmzZskXT4n/q1CncfPPNeOKJJzBp0iQUFBRg+vTp2Lp1KzIyMgA4it+OGzcOK1euRGpqKpYtW4acnBwcO3aMLFIhCAkdwq9wHIfDhw9jRvKrwV4KQRAhyJzCp1FUVITc3Fx88803SE5Oxvjx4/H000/7/FwMw7gVOi+88AK2bt0qqcA/ZswYlJaWIi8vD4Dx4rdEcGnw6eVGzI8ffPAB7rjjDrRo0QItWrRAenq6y/gJEyaAYRjJY+jQof6+jJCFYRj06NFDcG8t/2lBsJdEEESIsPynBRgwYACeeeYZfPXVV7hw4QKmTZsGs9kctDW5K1TrSfFbIrg0aKFjtPdWYWEhxo4di6+//hp79uxBu3btMGTIEJw7d04ybujQoSguLhYemzdvDsTlhDwMw6Br167It+fgje8zcTh+Fy73+jnYyyIIIggs+3EeunbtKtkWFxeHRx55BE899VSQVqVeqLasrAzV1dUeFb8lgkuDFjpvvPEGHn/8cUycOBE33XQTVq5ciUaNGmHNmjWK4zdu3IinnnoKKSkp6NatG1atWiWkyIuJjo5GQkKC8GjRokUgLids+OabbzBgwAA88cQT2L9/P7az2Vh9eikGLegV7KURBBEAlhx6Gd27dw/2MogGQoMVOr4wP1ZVVcFqtSIuLk6yvbCwEK1bt0bXrl3x5JNP4vfff/fp2sOZS5cuYcSIEVi0aBHmzp0ruPfat2+Pl156CdvZbKw/9zYyFqcGe6kEQfiBRf95EcnJycFehipqhWqbNm2K2NhYj4rfEsGlwQodX5gfX3jhBSQmJkrE0tChQ7F+/XoUFBTgtddew44dOzBs2DCwLOvT9YcrLVu2xOHDh/GXv/xFcT/DMGjTpg1mzpyJ7Ww2Nl14FyOW3RHgVRIE4Q/m734OvXv3DvYyNHFXqNaT4rdEcAlowcD6xKJFi5CVlYXCwkJJzZ4xY8YI/+/Rowd69uyJzp07o7CwEHfffXcwlhpyXHfddbrGMQyDVq1a4ZlnnsEzzzyDK1euICsrC59M+crPKyQIwtfM3TkN/fr1C/h5KyoqcOLECeH5qVOnUFRUhLi4OLRv3x6zZ8/GuXPnsH79egDAE088geXLl2PWrFl49NFH8dVXXyE7Oxtbt24V5nBX/JYILRqsRccb8+OSJUuwaNEibN++HT179tQc26lTJ7Rs2VLyh0Z4RosWLfDkk08i356Dj0tXY8wHDTebjSDCidn/fhK33357UM69f/9+9OrVC716OWIAZ8yYgV69eiEzMxMAUFxcjDNnzgjjk5KSsHXrVuTn5yM5ORlLly7FqlWrhBo6gPvit0Ro0aDr6KSmpqJv37545x1HCwO73Y727dtj6tSpqrUQFi9ejL/97W/48ssvdf06OXv2LNq3b4/c3Fz88Y9/9On6CQcVFRX45JNPsGHCZ8FeCkEQMp7PexxDhgwJ9jKIBkyDFjofffQRxo8fj7///e+C+TE7OxtHjx5FfHy8S++t1157DZmZmdi0aRNuu+02YZ4mTZqgSZMmqKiowCuvvIL7778fCQkJOHnyJGbNmoXy8nL8+OOPiI6ODtalNhhqamrw6aefYtXYfwZ7KQTR4Jn+2QQMHz482MsgGjgNWugAwPLly/H666+jpKQEKSkpePvtt5Ga6sj4GThwIDp27Cj0OenYsSN++eUXlznmzp2LefPmobq6GqNGjcKhQ4dQWlqKxMREDBkyBPPnzyeTZhCwWq347LPP8N4DVMeIIALNlE8epubKREjQ4IUO0TCw2Wz48ssvsWzE2mAvhSDqPY9nPYiHHnoo2MsgCAANOBiZaFhERERg+PDhyLfnIM+ahVlfTg72kgiiXjJhwygSOU6uu+46vPvuu5Jtu3fvRqNGjRS9A4R/IKETghjpv7V27VqX3lridHfA0VgzMzMTbdq0QWxsLNLT03H8+HF/X0bIYjabMXjwYEH0vPz11GAviSDqBX9a/Qc8/PDDwV5GyJCamor//Oc/wnOO4zB9+nQ8++yz6NChQxBX1rAgoRNiGO2/BQBNmzaV9NaS/1JYvHgx3n77baxcuRL79u1D48aNkZGRgZqaGn9fTshjNptx5513It+egy9tH+GB99LdH0QQhCJUR0ZKv379JEJnw4YN+PXXXzF79uwgrqrhQUInxDDafwtwFNYT99YSBz5zHIdly5bh5ZdfxsiRI9GzZ0+sX78e58+fR25ubgCuKHzIy8vDc889h/vfvRvb2Wws/O6FYC+JIMKG7Wx2sJcQcvTr1w8//fQTKioqUFlZiZdeegkLFixAkyZNgr20BgUJnRDC0/5bFRUV6NChA9q1a4eRI0fiv//9r7Dv1KlTKCkpkczZrFkzpKam6u7p1RDYsmULHnzwQaxZswZPPPEEGIZBnz59kG/PwXY2G0uL5gR7iQQRsmxns8EwTLCXEXL07t0bJpMJBw8exGuvvYZWrVqR1SsIUAuIEEKr/9bRo0cVj+natSvWrFmDnj174urVq1iyZAn69++P//73v7juuuuEvl3e9PRqCCQnJyM3NxeDBw922ccwDHr27Il8ew44jsOxY8fw9E0kfAgCIJGjRaNGjdCjRw98/PHH+OCDD7Bt2zaYTGRfCDQkdMKctLQ0SSO5/v3748Ybb8Tf//53zJ8/P4grCy86deqETp06uR3HMAy6desmiJ6ff/4ZGzZswLev/tftsQRR3yCR455+/frhnXfewciRIzFw4MBgL6dBQtIyhPCm/xZPZGQkevXqJfTW4o/zZk5CGYZh0LlzZ8ybNw/b2WysOrUEA+enBHtZBBEQ/ClyjGSeDhw40CXzlGEYSUXmCRMmuOwfOjQwvfKSk5MRGRmJ119/PSDnI1whoRNCREVFoXfv3igoKBC22e12FBQUSKw2WrAsix9//BFt2rQB4GhQl5CQIJmzrKwM+/bt0z0n4R6GYdChQwf89a9/xXY2G+vOvoUhr/UN9rIIwi8sPvCS3+Y2mnn6ySefSLJODx8+DLPZjAcffFAybujQoZJxmzcHpmJ6VlYWpk6dii5dugTkfIQrVBk5xDDaf+vVV19Fv3790KVLF5SWluL1119Hbm4uDhw4gJtuugmAo0fXokWLsG7dOiQlJWHOnDn44YcfcOTIEZeaO4Rv4TgOFy9exObNm/H5s7uCvRyC8JoWDzDYtm0bWrVqhXvvvRf33nsv+vfvD7PZ7JP5U1NTceutt2L58uUAHD/22rVrh6efflq12bKYZcuWITMzE8XFxWjcuDEAh0WntLQ0YJmmdrsdFy9exOrVq/Huu+/iyJEjaNq0aUDOTbhCMTohxujRo3Hx4kVkZmYK/bfy8vKEYOIzZ85IgtmuXLmCxx9/HCUlJWjRoiPJRsQAABpMSURBVAV69+6N3bt3CyIHAGbNmoXKykpMnjwZpaWluP3225GXl0ciJwAwDIPWrVtj2rRpmDZtGi5fvoyPPvoIn0z5KthLIwjD8O6qmpoa/Pvf/8aWLVvw5z//GUeOHBFEhTfwmafiOjN6Mk/FrF69GmPGjHFZT2FhIVq3bo0WLVrgrrvuwoIFC3Dttdd6vWYldu7cibvuugvdunXDxx9/TCInyJBFhyCCRFlZGbKzs/HR5C+DvRSCcEueNUvRasNxnM9idc6fP4+2bdti9+7dEtf6rFmzsGPHDuzbt0/z+O+++w6pqanYt28f+vatcx1nZWWhUaNGSEpKwsmTJ/HSSy+hSZMm2LNnj88sUUToQhYdgggSTZs2xaRJkzBp0iRUVFTgk08+wYYJnwV7WQThgprIARBSWVerV69Gjx49JCIHAMaMGSP8v0ePHujZsyc6d+6MwsJC3H333YFeJhFgKBiZ0EV9yoIIRZo0aYJx48Yh356Dz6o24NGN9wV7SQQBQFvk+BpvMk8rKyuRlZWFxx57zO15OnXqhJYtWwrZqUT9hoQO4Zb6lgUR6sTExGDs2LHIt+dga81GPJEzxv1BBOEHvrBsDqhrx5vM05ycHNTW1uLPf/6z2/OcPXsWv//+u5CdStRvSOgQbjHafysuLk7Seys/Px+NGjVyETrR0dGScS1atAjE5YQVUVFR+OMf/4iWoyPw6w0/4uE1w90fRBA+4AvLZkREBD66YcaMGfjggw+wbt06/PTTT3jyySdRWVkptE4YN26cYlPM1atXY9SoUS4BxhUVFXj++eexd+9enD59GgUFBRg5ciS6dOmCjIyMgFwTEVwoRofQpL5kQYQrNTU1eOihh3DmzBns3LkTrVu3xoQJE8CyLAoKCvD60A+CvUSiHrKtdlNQRA5gPPMUAI4dO4Zdu3Zh+/btLvOZzWb88MMPWLduHUpLS5GYmIghQ4Zg/vz5iI6ODsg1EcGFsq4ITSgLIrh88cUXWLBgAT7//HNVixfLsti5cyf+7+53A7w6oj7yWdUGKj1B1CvIokP4FcqC8I5hw4ZhyJAhmuLPbDZj0KBBGGQfBJZlsXfvXsy7Y1ngFknUG/5VuZ5EDlHvoBgdQhPKggg+RixcZrMZt912G/LtOdjOZmPhdy/4cWVEfSK3fC1iY2ODvQyC8DkkdAhNKAsifGEYBn369BFEz5JDLwd7SUSI8nHpap9UNiaIUIRidAi3GO2/xXPHHXegbdu2yMrKkmyvqKjAK6+8gvvvvx8JCQk4efIkZs2ahfLycvz4448UIOhnOI7D0aNH8Uz3zGAvhQgBci5/gObNmwd7GQThNyhGh3ALZUHULxiGwY033oh8ew44jsPJkyexYcMG7J5/JNhLIwLMR5f+TiKHqPeQRYcgCAAOS88vv/yCjRs3onBOUbCXQ/iZjSUr0Lp162AvgyD8DgkdgiBc4DgOxcXF2LhxI7a/oN7ugwhP1p97m+LhiAYDCR2CIDThOA4XL17Epk2bsHXGt8FeDuEla39dhrZt2wZ7GQQRMCjrighLdu7ciREjRiAxMREMwyA3N9ftMYWFhbjlllsQHR2NLl26YO3atS5jjDQvbSgwDIPWrVtj+vTpyLfn4KNLf8e9ywcFe1mEB6w6tYREDtHgIKFDhCWVlZVITk7GihUrdI0/deoUhg8fjkGDBqGoqAjTp0/HpEmT8OWXXwpjjDYvbajExcXhqaeeQr49B/+8sgpxD9LXSDiw8vgidOjQIdjLIIiAQ99QRFgybNgwLFiwAPfee6+u8StXrkRSUhKWLl2KG2+8EVOnTsUDDzyAN998UxhjtHkp4Xhd8/PzsfC7F7Cl7B/48z/uCfaSCAWW/7QAnTt39tv8Riyha9euBcMwkoe8GjPHccjMzESbNm0QGxuL9PR0HD9+3G/rJ+o3JHSIBsGePXuQnp4u2ZaRkSE0JuWbl4rHGG1e2tCYP38+lixZgq+++gp9+vRBkyZNMH78eOTbc/BpxTpM/FCfCCX8y7If56Fr165+m98TS2jTpk1RXFwsPH755RfJ/sWLF+Ptt9/GypUrsW/fPjRu3BgZGRmoqanx23UQ9RcSOkSDoKSkRKj7wxMfH4+ysjJUV1fj0qVLYFlWcUxJSUkglxo2XHfddfj666+RkpLisq9Ro0b405/+hHx7Dj6v/hBP5IxxnYDwOzHDa3Dy5ElUV1f77RyeWEIZhkFCQoLwEP/dcRyHZcuW4eWXX8bIkSPRs2dPrF+/HufPn9cVi0cQckjoEAThERMnTsTNN9/sdlx0dDTuv/9+5NtzsK12E575dFwAVkc8vGY4unXrhmeffRatWrXCQw89hJycHJ+ew1NLaEVFBTp06IB27dph5MiR+O9//yvsO3XqFEpKSiRzNmvWDKmpqWRdJTyChA7RIEhISFBsTNq0aVPExsZ61byU0E9kZCRGjBiBfHsOvrBsxswvJgV7SfWSBXtmYsKECXj99ddx4sQJfPvtt7jxxhslwfe+wBNLaNeuXbFmzRp8+umn+PDDD2G329G/f3+cPXsWAITjyLpK+ApqAUE0CNLS0rBt2zbJtvz8fKExqbh56ahRowDUNS+dOnVqoJfbIIiIiEBGRgYy7BlgWRY7duzAwvT3gr2ssGfeN9ORmpoqPGcYBsnJyUhOTg7iqupIS0uTNATu378/brzxRvz973/H/Pnzg7gyor5CFh0iLKmoqEBRURGKiooAOMzdRUVFOHPmDABg9uzZGDeuzkXyxBNP4Oeff8asWbNw9OhRvPvuu8jOzsazzz4rjJkxYwY++OADrFu3Dj/99BOefPJJVFZWYuLEiQG9toaI2WzGXXfdhXx7DvKsWZj3zfRgLykseangKdx2220BO58vLKGRkZHo1asXTpw4AQDCcWRdJXwFCR0iLNm/fz969eqFXr16AXCIlF69eiEz09GRu7i4WBA9AJCUlIStW7ciPz8fycnJWLp0KVatWoWMjAxhzOjRo7FkyRJkZmYiJSUFRUVFkualRGAwm8247bbbkG/PwXY2G/+3b1awlxQWzPpyMgYNCmwhR7EllIe3hIqtNlqwLIsff/xRaEmRlJSEhIQEyZxlZWXYt2+f7jkJQgy1gCAIIizgOA7ff/89nr/lb8FeSsgx/bMJGD58eFDO/dFHH2H8+PH4+9//jr59+2LZsmXIzs7G0aNHER8fj3HjxqFt27ZYuHAhAODVV19Fv3790KVLF5SWluL1119Hbm4uDhw4gJtuugkA8Nprr2HRokVYt24dkpKSMGfOHPzwww84cuSIS80dgnAHxegQBBEWMAyDlJQU5NtzwHEcfvrpJ0y7eW6wlxV0pnzycNBEDuCwhF68eBGZmZkoKSlBSkqKxBJ65swZmEx1zoMrV67g8ccfR0lJCVq0aIHevXtj9+7dgsgBgFmzZqGyshKTJ09GaWkpbr/9duTl5ZHIITyCLDoE4UN27tyJ119/HQcOHEBxcTG2bNkiBDcr8cknn+C9995DUVERamtr0b17d8ybN0/iUps3bx5eeeUVyXFdu3bF0aNH/XUZYQXHcThx4gQ2bNiAPQt+CvZyAsrjWQ/ioYceCvYyCCKkoRgdgvAhRntw7dy5E4MHD8a2bdtw4MABDBo0CCNGjMChQ4ck47p37y6pJLtr1y5/LD8sYRgG119/PV599VVsZ7Px/snFGPBKz2Avy+9M2DCKRA5B6IAsOgThJxiGcWvRUaJ79+4YPXq0EFg9b9485ObmChlmhD7sdjueeuopbN68GX3LhwR7OT7lT6v/QNmABKETsugQRAhht9tRXl6OuLg4yfbjx48jMTERnTp1wsMPPyzJKCNc4TgOs2bNwueff44DBw5gO5uND4uX4w9L+wd7aT6BRA5B6IeEDkGEEEuWLEFFRYXEJZGamoq1a9ciLy8P7733Hk6dOoU77rgD5eXlQVxpaDN//nxkZWWhsLAQXbp0AcMwiI+Px7PPPot8ew6yLq7EqHcGBnuZHrGdzQ72EggirCDXFUH4CaOuq02bNuHxxx/Hp59+6tJpXUxpaSk6dOiAN954A4899piPVlu/+OmnnxAZGYkuXbq4HVtaWors7GzkPJEfgJV5x3Y2GwzDBHsZBBFWkEWHIEKArKwsTJo0CdnZ2ZoiBwCaN2+OG264QagkS7hy44036hI5gOP1nDx5MvLtOfjk6hr8afUf/Lw6zyCRQxCeQUKHIILM5s2bMXHiRGzevFlXPZSKigqcPHlSqCRL+I5rrrkGEydORL49B59WrMOEDaOCvSQAJHIIwhtI6BCEDzHag2vTpk0YN24cli5ditTUVJSUlKCkpARXr14VxsycORM7duzA6dOnsXv3btx7770wm80YO3ZsQK+todGoUSM8/PDDyLfn4PPqD/GX7NFBWQeJHILwDhI6RFixefNmxMbGori4WNg2ceJE9OzZUyIOgoXRHlzvv/8+bDYbpkyZgjZt2giPadOmCWPOnj2LsWPHomvXrnjooYdw7bXXYu/evWjVqlVgL64BEx0djQceeAD59hxsq92Ep3MfCch5SeQQhPdQMDIRVnAch5SUFAwYMADvvPMO5s6dizVr1mDv3r1o27ZtsJdHNDBsNhvy8/PxxvA1Pp+bRA5B+AYSOkTY8fnnn+OBBx7AnDlzsHTpUnzzzTfo3r17sJdFNHBYlkVhYSEWDV7p9VwkcgjCd5Drigg77rnnHtx000149dVXsWXLFhI5REhgNptx9913I9+egzxrFjJ3POPRPHnWLL+KnBUrVqBjx46IiYlBamoqvvvuO9WxH3zwAe644w60aNECLVq0QHp6usv4CRMmgGEYyWPo0KF+Wz9BGIWEDhF25OXl4ejRo2BZVuiQTLhn586dGDFiBBITE8EwDHJzczXHFxYWutzAGIZBSUmJZJyRG2dDwWw244477kC+PQfb2Wz8be/zuo7Ls2bBbDb7bV0fffQRZsyYgblz5+LgwYNITk5GRkYGfvvtN8XxhYWFGDt2LL7++mvs2bMH7dq1w5AhQ3Du3DnJuKFDh0p6sW3evNlv10AQRiGhQ4QVBw8exEMPPYTVq1fj7rvvxpw5c4K9pLDBaMNRnmPHjkluYq1btxb2Gb1xNkQYhkHfvn0F0bP4wEuK49b+usyvIgcA3njjDTz++OOYOHEibrrpJqxcuRKNGjXCmjXKMUYbN27EU089hZSUFHTr1g2rVq2C3W5HQUGBZFx0dDQSEhKER4sWLfx6HQRhCI4gwoRTp05xCQkJ3MKFCzmO47i9e/dyDMNwBw4cCPLKwg8A3JYtWzTHfP311xwA7sqVK6pj+vbty02ZMkV4zrIsl5iYKLxHhDrnzp3jEhMTubi4OC4tLY0zm83cnXfeyb3zzjvc2bNnfX6+2tpazmw2u7zv48aN4/74xz/qmqOsrIyLiYnhPvvsM2Hb+PHjuWbNmnGtWrXibrjhBu6JJ57gLl265MulE4RXkEWHCAsuX76MoUOHYuTIkXjxxRcBOHpADRs2DC+9pPwLmfANKSkpaNOmDQYPHoxvv/1W2G6xWHDgwAFJJWeTyYT09HTs2bMnGEsNG3777Tekp6dj8ODBuHjxInbv3o1ffvkFDzzwAP75z3+iQ4cOOHnypE/PeenSJUV3b3x8vIs7Uo0XXngBiYmJkvd86NChWL9+PQoKCvDaa69hx44dGDZsGFiW9en6CcJTIoK9AILQQ1xcHI4ePeqyfevWrUFYTcOgTZs2WLlyJfr06YPa2lqsWrUKAwcOxL59+3DLLbdo3jiV3ivCgdVqxZAhQ5CSkoLVq1fDZHL83mzbti2mTp2KqVOn4uLFi2jZsmWQVypl0aJFQqPUmJgYYfuYMWOE//fo0QM9e/ZE586dUVhYiLvvvjsYSyUICSR0CIJQpGvXrujatavwvH///jh58iTefPNNbNiwIYgrC28iIyOxZMkSDBw4UDUmxx/FIFu2bAmz2YwLFy5Itl+4cAEJCQmaxy5ZsgSLFi3Cv//9b/Ts2VNzbKdOndCyZUucOHGChA4REpDriiAI3fTt21doJurNjbOhk56ejoiIwP7OjIqKQu/evSWBxHxgcVpamupxixcvxvz585GXl4c+ffq4Pc/Zs2fx+++/Uy82ImQgoUMQhG6KioqEG5inN04ieMyYMQMffPAB1q1bh59++glPPvkkKisrMXHiRADAuHHjMHv2bGH8a6+9hjlz5mDNmjXo2LGj0IutoqICgKO32/PPP4+9e/fi9OnTKCgowMiRI9GlSxdkZGQE5RoJQg65rgiigVBRUSFYY4C6hqNxcXFo3749Zs+ejXPnzmH9+vUAgGXLliEpKQndu3dHTU0NVq1aha+++grbt28X5pgxYwbGjx+PPn36oG/fvli2bJnkxkmEFqNHj8bFixeRmZmJkpISpKSkIC8vT4izOnPmjBAzBADvvfceLBYLHnjgAck8c+fOxbx582A2m/HDDz9g3bp1KC0tRWJiIoYMGYL58+cjOjo6oNdGEGpQCwiCaCAUFhZi0KBBLtvHjx+PtWvXYsKECTh9+jQKCwsBOFwW77//Ps6dO4dGjRqhZ8+eyMzMdJlj+fLleP3114Ub59tvv43U1NRAXBJBEIRbSOgQBEEQBFFvoRgdgiAIgiDqLSR0CIIgCIKot5DQIQgi6BhtOKrUMZthGEkn+3nz5rns79atm5+vhCCIUIOEDkEQQcdow9G33npL0mj0119/RVxcHB588EHJuO7du0vG7dq1yx/LJwgihKH0coIggs6wYcMwbNgw3eObNWuGZs2aCc9zc3Nx5coVl7T2iIgIKl5IEA0csugQBBH2rF69Gunp6ejQoYNk+/Hjx5GYmIhOnTrh4YcfxpkzZ4K0QoIgggUJHYIgwprz58/jiy++wKRJkyTbU1NTsXbtWuTl5eG9997DqVOncMcdd6C8vDxIKyUIIhiQ64ogiLBm3bp1aN68OUaNGiXZLnaF9ezZE6mpqejQoQOys7Px2GOPBXiVBEEEC7LoEAQRtnAchzVr1uCRRx5BVFSU5tjmzZvjhhtukLTBIAii/kNChyCIsGXHjh04ceKELgtNRUUFTp48SV21CaKBQUKHIIigU1FRgaKiIhQVFQGoazjKBw/Pnj0b48aNczlu9erVSE1Nxc033+yyb+bMmdixYwdOnz6N3bt3495774XZbMbYsWP9ei0EQYQWJHQIggg6+/fvR69evdCrVy8Ajq7ovXr1QmZmJgCguLjYJWPq6tWr+Pjjj1WtOWfPnsXYsWPRtWtXPPTQQ7j22muxd+9etGrVyr8X4yNWrFiBjh07IiYmBqmpqfjuu+80x+fk5KBbt26IiYlBjx49sG3bNsl+juOQmZmJNm3aIDY2Funp6Th+/Lg/L4EgQgJq6kkQBBFifPTRRxg3bhxWrlyJ1NRULFu2DDk5OTh27Bhat27tMn737t0YMGAAFi5ciHvuuQebNm3Ca6+9hoMHDwrWrtdeew0LFy7EunXrkJSUhDlz5uDHH3/EkSNHEBMTE+hLJIiAQUKHIAgixEhNTcWtt96K5cuXAwDsdjvatWuHp59+Gi+++KLL+NGjR6OyshKff/65sK1fv35ISUnBypUrwXEcEhMT8dxzz2HmzJkAHBax+Ph4rF27FmPGjAnMhRFEECDXFUEQRAhhsVhw4MABpKenC9tMJhPS09OxZ88exWP27NkjGQ8AGRkZwvhTp06hpKREMqZZs2ZITU1VnZMg6gskdAiCIDRYuHAhbr31VlxzzTVo3bo1Ro0ahWPHjrk9ztOYmUuXLoFlWcTHx0vGx8fHo6SkRPFcJSUlmuP5f43MSRD1BRI6BEEQGuzYsQNTpkzB3r17kZ+fD6vViiFDhqCyslL1mN27d2Ps2LF47LHHcOjQIYwaNQqjRo3C4cOHhTGLFy/G22+/jZUrV2Lfvn1o3LgxMjIyUFNTE4jLIogGA1VGJgiC0CAvL0/yfO3atWjdujUOHDiAAQMGKB7z1ltvYejQoXj++ecBAPPnz0d+fj6WL18uxMwsW7YML7/8MkaOHAkAWL9+PeLj47F7926YzWZcuHBBMueFCxdUG5QmJCRojuf/vXDhgqSO0IULF5CSkqLzlSCI8IQsOgRBEAa4evUqACAuLk51jDcxM//5z3/Qu3dvFBQUCPvsdjsKCgqQlpameL60tDTJeADIz88XxiclJSEhIUEypqysDPv27VOdkyDqC2TRIQiC0Indbsf06dNx2223KRYp5PE2ZmbGjBkYP348+vTpg759+2LZsmWorKzExIkTAQDjxo1D27ZtsXDhQgDAtGnTcOedd2Lp0qUYPnw4srKysH//frz//vsAAIZhMH36dCxYsADXX3+9kF6emJjo0iOMIOobJHQIgiB0MmXKFBw+fBi7du3y63lGjx6NixcvIjMzEyUlJUhJSUFeXp4gjM6cOQOTqc4g379/f2zatAkvv/wyXnrpJVx//fXIzc2ViLFZs2ahsrISkydPRmlpKW6//Xbk5eVRDR2i3kN1dAiCIHQwdepUfPrpp9i5cyeSkpI0x7Zv3x4zZszA9OnThW1z585Fbm4uvv/+e/z888/o3LkzDh06JImRufPOO5GSkoK33nrLT1dBEA0PitEhCILQgOM4TJ06FVu2bMFXX33lVuQAFDNDEKEEua4IgiA0mDJlCjZt2oRPP/0U11xzjRBf06xZM8TGxgKgmBmCCGXIdUUQBKEBwzCK2//xj39gwoQJAICBAweiY8eOWLt2rbA/JycHL7/8Mk6fPo3rr78eixcvxh/+8AdhP8dxmDt3Lt5//30hZubdd9/FDTfc4M/LIYgGBwkdgiAIgiDqLRSjQxAEQRBEvYWEDkEQBEEQ9RYSOgRBEARB1FtI6BAEQRAEUW8hoUMQBEEQRL2FhA5BEARBEPUWEjoEQRAEQdRbSOgQBEEQBFFvIaFDEARBEES9hYQOQRAEQRD1FhI6BEEQBEHUW0joEARBEARRb/l/KfGKMI+ckSIAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "from devito import Operator\n", "\n", "# Reset our initial condition in both buffers.\n", "# This is required to avoid 0s propagating into\n", "# our solution, which has a background value of 1.\n", "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", "init_smooth(field=u.data[1], dx=dx, dy=dy)\n", "\n", "# Apply boundary conditions.\n", "# Note that as the u.data method is from numpy, we can use the\n", "# -1 syntax to represent the last item in the array.\n", "u.data[:, 0, :] = 1.\n", "u.data[:, -1, :] = 1.\n", "u.data[:, :, 0] = 1.\n", "u.data[:, :, -1] = 1.\n", "\n", "# Create an Operator that updates the forward stencil\n", "# point in the interior subdomain only.\n", "op = Operator(Eq(u.forward, stencil, subdomain=grid.interior))\n", "\n", "# Apply the operator for a number of timesteps\n", "op(time=nt, dt=dt)\n", "\n", "plot_field(u.data[0])\n", "\n", "# Some small sanity checks for the testing framework\n", "assert (u.data[0, 45:55, 45:55] > 1.8).all()\n", "assert np.allclose(u.data[0], u_ref, rtol=3.e-2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, this looks just like the result from NumPy. Since this example is just like the one before, the low-level treatment of boundaries is also unchanged." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` ran in 0.01 s\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "\n", "# Reset our data field and ICs in both buffers\n", "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", "init_smooth(field=u.data[1], dx=dx, dy=dy)\n", "\n", "# For defining BCs, we generally to explicitly set rows/columns\n", "# in our field using an expression. We can use Devito's \"indexed\"\n", "# notation to do this. A u in this instance is a sympy function\n", "# we cannot use the numpy shortcut u[-1] to refer to the last location:\n", "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc_left = Eq(u[t + 1, 0, y], 1.)\n", "bc_right = Eq(u[t + 1, nx-1, y], 1.)\n", "bc_top = Eq(u[t + 1, x, ny-1], 1.)\n", "bc_bottom = Eq(u[t + 1, x, 0], 1.)\n", "\n", "# Now combine the BC expressions with the stencil to form operator.\n", "expressions = [Eq(u.forward, stencil, subdomain=grid.interior)]\n", "expressions += [bc_left, bc_right, bc_top, bc_bottom]\n", "op = Operator(expressions=expressions, opt=None, language='C') # <-- Turn off performance optimisations\n", "op(time=nt, dt=dt)\n", "\n", "plot_field(u.data[0])\n", "\n", "# Some small sanity checks for the testing framework\n", "assert (u.data[0, 45:55, 45:55] > 1.8).all()\n", "assert np.allclose(u.data[0], u_ref, rtol=3.e-2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The C code of the Kernel is also still the same." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/* Devito generated code for Operator `Kernel` */\n", "\n", "#define _POSIX_C_SOURCE 200809L\n", "#define START(S) struct timeval start_ ## S , end_ ## S ; gettimeofday(&start_ ## S , NULL);\n", "#define STOP(S,T) gettimeofday(&end_ ## S, NULL); T->S += (double)(end_ ## S .tv_sec-start_ ## S.tv_sec)+(double)(end_ ## S .tv_usec-start_ ## S .tv_usec)/1000000;\n", "\n", "#include \"stdlib.h\"\n", "#include \"math.h\"\n", "#include \"sys/time.h\"\n", "\n", "struct dataobj\n", "{\n", " void *restrict data;\n", " int * size;\n", " unsigned long nbytes;\n", " unsigned long * npsize;\n", " unsigned long * dsize;\n", " int * hsize;\n", " int * hofs;\n", " int * oofs;\n", " void * dmap;\n", "} ;\n", "\n", "struct profiler\n", "{\n", " double section0;\n", " double section1;\n", " double section2;\n", "} ;\n", "\n", "\n", "int Kernel(struct dataobj *restrict u_vec, const float dt, const float h_x, const float h_y, const int time_M, const int time_m, const int x_M, const int x_ltkn0, const int x_m, const int x_rtkn0, const int y_M, const int y_ltkn0, const int y_m, const int y_rtkn0, struct profiler * timers)\n", "{\n", " float (*restrict u)[u_vec->size[1]][u_vec->size[2]] __attribute__ ((aligned (64))) = (float (*)[u_vec->size[1]][u_vec->size[2]]) u_vec->data;\n", "\n", " for (int time = time_m, t0 = (time)%(2), t1 = (time + 1)%(2); time <= time_M; time += 1, t0 = (time)%(2), t1 = (time + 1)%(2))\n", " {\n", " START(section0)\n", " for (int x = x_m + x_ltkn0; x <= x_M - x_rtkn0; x += 1)\n", " {\n", " for (int y = y_m + y_ltkn0; y <= y_M - y_rtkn0; y += 1)\n", " {\n", " u[t1][x + 1][y + 1] = dt*(-(-u[t0][x][y + 1]/h_x + u[t0][x + 1][y + 1]/h_x) - (-u[t0][x + 1][y]/h_y + u[t0][x + 1][y + 1]/h_y) + u[t0][x + 1][y + 1]/dt);\n", " }\n", " }\n", " STOP(section0,timers)\n", "\n", " START(section1)\n", " for (int y = y_m; y <= y_M; y += 1)\n", " {\n", " u[t1][1][y + 1] = 1.0F;\n", "\n", " u[t1][81][y + 1] = 1.0F;\n", " }\n", " STOP(section1,timers)\n", "\n", " START(section2)\n", " for (int x = x_m; x <= x_M; x += 1)\n", " {\n", " u[t1][x + 1][81] = 1.0F;\n", "\n", " u[t1][x + 1][1] = 1.0F;\n", " }\n", " STOP(section2,timers)\n", " }\n", "\n", " return 0;\n", "}\n", "\n" ] } ], "source": [ "print(op.ccode)" ] } ], "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": "3.10.12" }, "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 } }, "nbformat": 4, "nbformat_minor": 4 }