{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1b: Linear convection in 2D, revisited\n", "\n", "We will now revisit the fhe 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 discretisation 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 exampe, 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 intial 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": { "scrolled": true }, "outputs": [], "source": [ "from examples.cfd import plot_field, init_hat, 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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giJ6g7AcQLPHWynmzi9naWyas2DlC3bMOQJOoY2XadsYnCAKAA8dQ76ayLMso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iAQQLVaxfr6el3U2dHBcprz1i7xOZPJwOv1IhKJGLhXLt3ijLPSBYC1nTfAuLtY+Xwe8XgcyWQS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\nsuzfldVKlk0SQnDq1Cm89NJLOHLkCHp7e3HxxRcX5qoowlGWZYiiCFEU6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x8AACAASURB\nVJJlGY8//jjuuOMOnH/++XjzzTcdxepTKNWAijeKLz1v+gHbwWAQvb29GuFW96JNj8VIgPzd2hlN\n2uAS3WMDAe04ALfizEnJpFGpo1claA5LJr1GL+jcijkn/W52sPMpkNbye+HYZBYk6O4j3q7Xjcnm\n7ydhd0PCC4/PCCABkzUtum+Gws3EfdMINzP07lsy5f6igt5981C0Ed3fEcOyrgRckWAzQrkoZFUi\nSUUbpY5Ql0iuW7cOuVwO0WgUk5OT6OrqQlNTExKJBKLRKBKJBG644QZ0dXXh3HPPxZlnnolf//rX\nGBwcxIMPPoirr756Wcf/UxoPKt4oCAQCkCQJsixX/APKbMD2f//3fxcEpJKAKsty/QzYtsKsbFLn\nyNkKN8WFU5VOFm0LlBQgQkSxeOCvft2lCrdl3DdQEHMyAYm0ePvkFkKPWQzfKFfEMaksSHOxA2eW\nQGk0R81wu4xgKeCYrGjqvjGCaC3g3JRJyhLA6rZ14r7pBZ0b981sZlsJ6IWb48flBDDBgMY9N93W\nSU8bFW6UOsEokGRychJHjx5Fe3s79u/fX5hnpiCKIr797W/jf//3f/HCCy/gueeew+TkJHiex1e+\n8hU899xz2L17N3bt2oWdO3dWLKTk4MGD+NKXvoTXXnsNExMTeOKJJyznpF177bX4/ve/X3T7ueee\niz/+8Y8AgLvvvhv33HOP5v6tW7fiyJEj3i6eUlWoeGswzMomgbwbZpayVC52A7aVvjsl9r8Rnbb8\nTUaOU7Ejpz4hK0f6kFwOrO6LLC/UdBvqnT23864UavHqpVLCGl9yWzwXciYwiXTFBJzp9ukcSJN9\n+aRewCklk4WfdQJOfb+ZgGPSFuWSelHnRkQpYs0qWdKORMozZ9lOtDlx3+yEGxVtlEZDL9xSqRSO\nHDmCeDyOc845B+vWrTM8B+I4Dm1tbXjiiSeQSqXw6KOP4pJLLsHg4CAOHTqEQ4cO4amnnsK9996L\nqakpvPbaa9i9e7fn608mk+jr68N1112HD37wg7bbP/jgg7j//vsLP4uiiL6+PvzlX/6lZrvzzjsP\nv/3tbws/05692of+BhsQhmGgnu/HsixYlq2IeCOEYGpqCseOHQNgPmCb53lks1mIolg/s9rs0J84\n6d015URR78CphZvNjDX1/UQU8y6X7qSuKHpcL7BKTZ2sRaHmEFdCziasRIPRzLdEGpAkUxGn73cr\nIKqOE6cCbrEEz0jAKSWTVcHOfVMLN6fum164uXHfkuW7bW5dNiMB58RpAxwINyraKHWEXrTJslyo\n8Ons7MSOHTuKUqsVEokE7r33Xnz3u9/Frbfeis9+9rOFwdJbt27F1q1bcfXVVxe2n5ycREdHR0Ve\nx5VXXokrr7zS8fbt7e1ob28v/Pzkk09ibm4OH/mI9hyK53l0dnZ6tk6K/1DxRgHgfWgJIQSnT5/G\nsWPHbAdsy7KMlpYW3HTeXZ7tv6Yow4HToJysKuWNHKcdzm20a/1zlCq4vOp1A8rrd/NyHQ5RCzm0\nVi7wpFwXrhIOnOK+6V23wv2L7pvR/Xr3zdJ1Uyg1eVIRe3bHkZGAUws3t+Emi5RaHqkIOCraKBRj\n9MJtfn4e77zzDggh2L17N1auXGn4OEIIfvOb3+ATn/gEuru78corr2DHjh22+1vOIui73/0uLr/8\ncmzatElzezQaxfr16xEOh9Hf34/77rsPGzdu9GmVFC+g4q0B0TtvgLfirWEHbJdCKcJtMe1O48Cx\nDGDmwBQ28kbYeFoyuYz73VxDCKAIOTs3rsRgk3J74ZhUFjDrNzPa3qGAs7w/KwK5HBB0mWRpJtTi\nyWJXzcp9syqvtBol4IPbVvR4u4Hcyna0RJLSYOhFmyiKGBgYwNjYGHp7e3HGGWeY9vBPTU3hH/7h\nH/D000/j85//PD72sY+ZjgqoFcbHx/Gf//mfeOyxxzS3X3jhhXjkkUewdetWTExM4J577sEll1yC\nt99+G5FIxKfVUsqFijcKAG8SJ+PxeGMO2C4VExGkj/I2Ci+xxcEXkaMEykYvmbSKVbdC7cY1l5kc\naXBiXpYLl84ATQbjCExSC5l0zv736UScGWyjuG/MQgIwKmvSCzi3Ykgv3OxmtilYCTeH7ls5wk0v\n2pQLOvrPBiraKI2GXrQBwPT0NI4cOYLm5mbs27cPLS3GF89kWcYPfvADfOYzn8Fll12Gt956Cz09\nPZVeclX4/ve/jxUrVhQFnKjLMHfu3IkLL7wQmzZtwuOPP46PfvSj1V4mxSOoeGtAjBp2yxnUnUql\nMDAwgMnJycYbsF0KDp0rJ6WThtsZiTLd79xQuLFs8Umj/iQ/JwD6vkiDdZKMgxI4g3Upz8c0lR+V\nvywgZKnXqsWmpNLNfC8AzPyiQGwxeK9Em5N6MwFXCnbuUFZ1LJgIONcY9bTp3Tdl0LWd8NS5bySR\ntHeXLQRcJd02ZVwIFW2URkQv3DKZDI4ePYrZ2Vls2bIF69evNzy/AYCjR4/i5ptvxtDQEL773e/i\nAx/4gOm2tQYhBN/73vfw4Q9/GEGbi2grVqzAli1bMDAwUKXVUSoBFW8UAKWVTWazWQwNDeHEiRPo\n7OxszAHbpWAQVGK8mc6BMxBc+tlvAABZLNqm6LmNQjT02zFMkQhjWBYkmy3arvi5HAhUE+EGACTt\nrmSNafZvuLZjnIo418+bNhZwRqjddTcCLpstFu16SimNVNYBAIJg7b65EUVWx4+F+0ZSqcVNZNfl\nwdUokZSdCl0q3Ch1hFH8/8mTJzEwMIDVq1fjoosuMhUt2WwWX/3qV/HAAw/g2muvxVNPPaUJ+agH\nXnjhBQwMDDhy0hKJBAYHB/HhD3+4CiujVAoq3hoQs3EBTsWbesB2R0cH+vv7i2qnqWhziBsXziad\nsqx9OigDY5z2rPlQMklSKfOTbafCpqwFuPg9JBTHzEMR50bAqXEi4JTPBSMBpxccegGnF/pG2zhd\npx4n7htg3NemF3CyDJLJ6DaxEXAq9630eW3OetoAh8KNijZKnaEXbolEAu+88w5yuRx27NiB1atX\nGz6OEIKXX34ZN910ExiGwdP/P3tnHtbUmfb/b0jYE0QEQWTfUYEAIxSsrbZ2mG7TvrVz1c68I9ap\n02VcqYPVn2tr3V/FpRWmtoPWdly66LSOtpUZaxdr2cSFsIMoAoKakAWynt8fmDM5yTkhYVPg+VwX\nV5uTszwH4sn5nPt+7vubb5Cenn5fR9sUCgUjIlZfX48LFy7Ay8sLQUFBWL58OZqamnDgwAHGdh98\n8AFSU1MxadIki30uXboUTz/9NIKDg3Hjxg2sWbMGfD4fL7744oCfD2HgIPJGANAtbyqV9R5IXA22\nTTEWQhkxvdr6yt3iI9awNX3S5m3NYd3//fsFZzds85dsEZ3eznezFVsicVzpcWyRU2Vnt6jYmw7Z\n2QXY2venvyJwxnXMpYcz+qZjHyNrSwClpaxZK0wCWIibrRiUKvaHGjZgq7gRaSOMRMylTa/Xo76+\nHlevXkVQUBDCwsI4i4zIZDKsWbMGH3/8MZYvX47s7Owe0wnvB4qKijB9+nT6dVZWFgAgMzMT+fn5\naG5uRmNjI2MbmUyGzz77DDt37mTd5/Xr1/Hiiy/i1q1b8PHxwYMPPoiff/4ZPj4+A3cihAGHZ151\n0A4G+M6GMFDo9XqL4iRXr17FrVu3kJSUZLG+scF2bW0tHB0dERUVxWiwbcTYYJuiqJHTq22gMZE0\nWsT6ec6crfJmcZPal6iblZTJ3tDrCpimmAudPfLGdh3lurayLTcY2CXOHnkz7gdgFzhrBYl0esCF\nQ8rYIvJGgeMSECen7gijtcqWbPJmxFTgTFMg2QTOVN6M+2P7HHJEjnsSN67PlsFkXPYIHJE2AsE6\n5uJ269YtSCQSODo6YsKECZxVEimKwj//+U8sXboUUVFRyM3NRXR09GAMmUDoC3bf/JDI2wjE1rRJ\nY4Pt6upqUBSF6Oho1gbbRNoGCLObxv+mSOrNVuOYv2N2388TsEQ0eituwxHzCF1/FfSw+fj9OCeu\nNwVJutSWAseVSq1WW4/OGgVFq+MWOLmi54ifLXMfjdE3UxFki7SZFybp7OrVAwODnfMxTSHz2ggE\nbsylTaPRoKqqCjdv3kRERAQCAwM50x6bmpqQlZWFH3/8EVu3bsVLL73E2SqAQBjqEHkjAGBWm7S3\nwfaI79XW39gRRbIpLfIurBXqWBaxFjhhP/h//9eJRQy5GCIpmZRZGjFnURR7shdsWbcniesp6mbE\nKDM9SZxpZUo2geNCowW4/u6mTaWtCRxXOqS96ZNsETwrqZL0HDUbyv6bzn3jEjfKYLD6gINE2wgE\nbtgKkjQ3N6Oqqgqenp5IT0+Hiwv7dUyv12Pfvn1Yu3YtnnzySUgkEvj6+g7GsAmEewaRtxGItcib\naYPt0NBQBAcHszbYJsVIBhCumzMzqbNH3Pp1jhzL/iiNFjxbb/rZuNcpk2ZQLH8DU5nrsbpl79PR\n/4uxsElfI4AKpe1CBtgmcL0p72+K2kRmuISMbe4a1/o29l6DwQBKbSZSNmxrS7SNTeCItBEI1jkm\nz2e8VqlUkEgkUCgUiI2NxdixYzmjbVeuXMGCBQvQ2tqKf/zjH3j88cfv64IkBEJ/Qea8jUAoioLG\n7KaitbUVpaWl4PP5CA4ORmhoKGmwfT9jS783K+uyr9Y7cbOKlX3yTAtfDAF54zw+W086e+e72bKu\nUeJsjbwZMUZc2YTMWj84nQ5w5pjkbyobbNE3DUu6pWn0zVyg2OTNeI1iEzjT9U3bWbB9jkxTJY3r\n2jHn0uaehXcxChxJkSQQuFl++jUoFAo4ODhAJBJBKBRCo9Ggra0N/v7+iIyMtLgHMdLZ2YnNm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Xif4e0v9YpYkrldJU4rj2e3d/bD3dTI/HWuTEbCx0IRFrAteDuNk814+IG2EEwlaQ5ObNm6io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\n", "text/plain": [ "" ] }, "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 again move the bump." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Repeat initialisation, so we can re-run the cell\n", "init_smooth(field=u, dx=dx, dy=dy)\n", "\n", "for n 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 / dx * (un[1:, 1:] - un[1:, :-1])) -\n", " (c * dt / dy * (un[1:, 1:] - un[:-1, 1:])))\n", "\n", " # Apply boundary conditions\n", " u[0, :] = 1.\n", " u[-1, :] = 1.\n", " u[:, 0] = 1.\n", " u[:, -1] = 1.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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RZ2XPunw+L7cBocAUgiC8AIk3giBsQxlCIoqi3FQb0A8hWVtbQyKRgCRJmJycxI0bN7oK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Cy8vLTOgcfaEmQkcgEJyCnU3DzYc7vi/H5tRCKxfsNgud0MW7YMERG972ueJkRQLt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\na9euia9v3LiBtLQ0mJqawtraGsHBwcjPz8fhw4cBAIs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PuXXrFkpLS8VjEoiIWoOVNyIi\n6nK8vLzEysTjVESIWiMoKAgfffQRDh06hKysLLz++utQqVSYO3cuAGD27NmS5bvbtm3DunXrcPDg\nQdja2qKoqAhFRUVQKpUAAKVSibfeegs///wz8vLykJCQgGnTpmHo0KHislIiotZgeCMioi4nLS1N\nrEw8WBGpV18RebCxBNHjmjlzJnbu3In169fD3d0daWlpiI+PF5fsKhQKFBYWiuP379+PmpoazJgx\nA4MGDRK/du7cCQDQ0tLCpUuX8Pzzz2P48OGYP38+PD098eOPP3abvXxE1LWw2yQREbUppVIpVs08\nPDywe/duTJw4EaamprC2tkZwcDDy8/Nx+PBhAEBYWBjs7Ozg6uqKe/fu4eOPP0ZERAROnz4tNnSI\niYlBYGAgoqKi4OXlhbCwMBw7dgxXrlxpsBeOiIiom2C3SSIi6lwpKSmSvVBBQUEAgMDAQERHR6Ow\nsBAKhUJ8v6amBitXrkR+fj769OmDUaNG4fvvv5d8xsyZM3H79m2sX78eRUVFcHd3l1REiIiIegJW\n3oiIiJqQlJSEHTt2QC6Xo7CwsMUz6+bMmYNDhw41uO7i4oKMjAwAwMaNG/HOO+9I3nd0dGz0GAwi\nInqitbryxj1vRERETVCpVHBzc8O+ffseanx4eDgKCwvFr5s3b8LU1BR///vfJeNcXV0l43766af2\nmD4RET1huGySiIioCc888wyeeeaZhx5vZGQEIyMj8XVcXBzu3Lkjdiusp62tzU6ZRETUaqy8ERER\ntZMDBw7A398fNjY2kus5OTmwtLSEvb09Xn75ZckeQCIioqYwvBEREbWDgoICnDp1CgsWLJBc9/b2\nRnR0NOLj47F//37cuHEDEyZMQGVlZSfNlIiIugsumyQiImoHhw4dgrGxcYMGJw8uwxw1ahS8vb1h\nY2ODY8eOYf78+R09TSIi6kZYeSMiImpjgiDg4MGDePXVV6Gjo9PsWGNjYwwfPlw8G4+IiKgpDG9E\nRERt7MyZM7h27dpDVdKUSiVyc3MxaNCgDphZ97Nv3z7Y2tpCT08P3t7e+OWXX5odHxsbCycnJ+jp\n6WHkyJH45ptvJO8LgoD169dj0KBB0NfXh7+/P3JyctrzEYiI2gzDGxERUROUSiXS0tKQlpYGALhx\n4wbS0tLEBiPBwcGYPXt2g/sOHDgAb29vjBgxosF7q1atwpkzZ5CXl4ezZ8/ib3/7G7S0tPDSSy+1\n78N0QzExMQgKCsKGDRuQmpoKNzc3BAQE4Lfffmt0/NmzZ/HSSy9h/vz5uHDhAqZPn47p06cjPT1d\nHLN9+3bs2bMHkZGROHfuHAwMDBAQEIB79+511GMRET0yHtJNRETUhMTEREycOLHB9cDAQERHR2PO\nnDnIy8tDYmKi+F55eTkGDRqE8PBwLFy4sMG9s2bNQlJSEkpLSzFgwACMHz8emzdvhoODQ3s+Srfk\n7e2NsWPHYu/evQAAjUaDIUOGYOnSpVizZk2D8TNnzoRKpcLXX38tXnvqqafg7u6OyMhICIIAS0tL\nrFy5EqtWrQJQ9/MyNzdHdHQ0Zs2a1TEPRkRUp9WHdLNhCRERURP8/PzQ3D9yRkdHN7hmZGSEqqqq\nJu85evRoW0ztiVdTUwO5XI7g4GDxWq9eveDv74/k5ORG70lOTkZQUJDkWkBAAOLi4gDUVU6Liorg\n7+8vvm9kZARvb28kJyczvBFRl8dlk0RERD3A1q1bMXbsWPTr1w8DBw7E9OnTkZ2d3eJ9nbWHrKSk\nBGq1Gubm5pLr5ubmKCoqavSeoqKiZsfX/7c1n0lE1JUwvBEREfUAZ86cweLFi/Hzzz/ju+++Q21t\nLf7yl79ApVI1eQ/3kBERdS0Mb0RERD1AfHw85syZA1dXV7i5uSE6OhoKhQJyubzJe8LDw/HXv/4V\nb731FpydnbFp0yaMHj1a3IMmCALCwsIQEhKCadOmYdSoUTh8+DAKCgrEpYqPyszMDFpaWiguLpZc\nLy4uhoWFRaP3WFhYNDu+/r+t+Uwioq6E4Y2IiKgHKi8vBwCYmpo2OSY5OVmyPwyo20NWv+espT1k\nj0NHRweenp5ISEgQr2k0GiQkJMDHx6fRe3x8fCTjAeC7774Tx9vZ2cHCwkIypqKiAufOnWvyM4mI\nuhI2LCEiIuphNBoNVqxYgXHjxjV6nEG9zt5DFhQUhMDAQIwZMwZeXl4ICwuDSqXC3LlzAQCzZ8+G\nlZUVtm7dCgBYvnw5nn76aezatQtTpkzB0aNHkZKSgg8//BAAIJPJsGLFCrz33nsYNmwY7OzssG7d\nOlhaWmL69OmPPV8iovbG8EZERNTDLF68GOnp6fjpp586eyrNmjlzJm7fvo3169ejqKgI7u7uiI+P\nF8OiQqFAr17/v4jI19cXR44cQUhICNauXYthw4YhLi5OElBXr14NlUqF1157DWVlZRg/fjzi4+Oh\np6fX4c9HRNRaPOeNiIioB1myZAlOnDiBpKQk2NnZNTvW2toaQUFBWLFihXhtw4YNiIuLw8WLF3H9\n+nU4ODjgwoULcHd3F8c8/fTTcHd3R3h4eLs9BxHRE6DV57xxzxsREVEPIAgClixZguPHj+OHH35o\nMbgB3ENGRNTVaG3cuPFR733kG4mIiKhjLV68GP/+97/xn//8B5aWllAqlVAqldDS0kLv3r0B1O0h\n++WXX8QGJFZWVggJCYGBgQFMTU2xd+9exMTE4MCBAxg4cCBkMhnUajW2bNkCFxcX1NTUYNmyZaiq\nqkJERAS0tbk7g4ioGe+09gYumyQiIuoBZLLGV+d88sknmDNnDgDAz88Ptra2iI6OFt+PjY1FSEgI\n8vLyMGzYMGzfvh3PPvus+L4gCNiwYQM+/PBDcQ/ZBx98gOHDh7fn4xARPQlavWyS4Y2IiIiIiKjj\ncc8bERERERHRk4jhjYiIiIiIqBtgeCMiIiIiIuoGGN6IiIiIiIi6gcfp4dvqDXZERERERET0aFh5\nIyIiIiIi6gYY3oiIiIiIiLoBhjciIiIiIqJugOGNiIiIiIioG2B4IyIiIiIi6gYY3oiIiIiIiLoB\nhjciIiIiIqJugOGNiIiIiIioG2B4IyIiIiIi6gYY3oiIiIiIiLoBhjciIiIiIqJugOGNiIiIiIio\nG/hf+KqcLr5FAlMAAAAASUVORK5CYII=\n", "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": [ { "name": "stderr", "output_type": "stream", "text": [ "Allocating memory for u ((2, 81, 81))\n" ] }, { "data": { "image/png": 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kRy+2Wa/Xkc/nsba2hqmpKdy4caPN9TLjVqR6Id66IQgCJiYmOsq9ZFluE3X7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\n4CQt1lU0MvdNgv8LJb/7xpyIOhaWYg5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FQgGZTAb33nsvzpw5Y7uYZMmPfi50WAy5hnbX\nzQmr0jSEHimOF5L7PX+PqFq7ylvyKWRi9uJ9X+k+J9Dovq3K0wAASUu2CTij+ybEZL10EvDOfePd\nveIZnt97FnqSTqdx9913669LktRWfrm1tQVRFCFJUmhFXVTKDaPkvLE5iFGgV/hKuXz8UHJqqrNk\nvl9effVV3Lp1C41GA7lcTu+ls+Kee+7BV77yFTzwwAOoVCr4i7/4Czz++ON4/fXXXTl+UYTEG6dY\nXTz6dd7skiP7vdgGXTbJ9iGo2PpyuYxarYa3334b8/PzjgZre0lQZZPAYC6YJEkoFosoFosYHR11\nXFZqFR7iB2v3fA6jyvFTyy259xDTVelYCPUSbsAd0cQcPV4oK6MQ1bSnvW+8wvMCjwfnrRtWaZOC\nIGBiYqLDRWi1Wl1FHSu5zGazyOVyyGazvom6KDlvURFvQQt6L+kl3iqVCgRB6OrOueWee+7Byy+/\njEqlgn/6p3/CL/3SL+GZZ56xFHC3bt1qc+Uef/xxXLt2DV/+8pfx6U9/2rN94pHonIWEa9HUbDax\nsrKClZUVjIyMdCRH9ksYyib9dt40TcP+/j6Wl5dRqVSQSqWwsLAQyHDLoMWb222zXsCVlRWMj4/b\nhuF02yYwvKAUO0Ydzldjoq0f2M9eEHo7cUZ2lVOYSVj3v+2+VzLZzSE70jIo93DojJjdNztX0ClW\nPb28wOt+M9j+8yze3KRNplIppFKpjlL2bqIuk8lYOnVeChRVVSORmhlk8rPX8DAmwA29jqdUKmFi\nYsLTczCVSunrops3b+KFF17AF77wBXz5y1/u+bOCIOD9738/bt++7dn+8Ep0zsITxiDOW61WQz6f\n75kc2S9Blyz6uQ92g7XffPPNwBY/QYo3N2WTjUYD+Xwea2trmJqawsMPP9xXL2AQ4u3vCz+FUYv7\nmbnfraz0/8RSMsxQW5WmHQu4I9VZb2o3NqRJZOPtpaDdSieNjMab5L5xTBTEmxdz3qxEnaZpkCRJ\nD0kRRREbGxsQRRGyLHsq6tj1jHfxxo4jCuItKg4iQ5Kkns6bVb+bl6iqimbT2YNQRVHw6quv4iMf\n+chQ94kHSLxFiF6OV6VSQT6fx/b2Nubm5obWg5VMJtFq+T/zyrwPwxRvvQZrB1m2GXbnrV6vY3l5\nGevr65iZmcGjjz7aETrgdpuA/85bL9alScfunBOMAs6Js9XNfQPuBIx4hdfuG+/wKn6iIN6G5VjF\nYjGkUilMTU219QFpmtbh1JlFHSu/ZP+y2WxXIRAV8cbuB7wfBxDs+CGv0TTNUc/b+Pi4Z9eCT33q\nU/jwhz+Mixcv4ujoCE899RS+/e1v4+mnnwYAfPzjH8f8/Dw+85nPAAD+6I/+CI899hjuuusulMtl\n/Pmf/zmKxSJ++Zd/2ZP94RkSb5zi1Hkzl/O5TY7sB0EQUKv5H5VuZFhpk04Ha4ddQA2Lbs6bKIpY\nXl7G5uYmZmdnHY2d8GK7w4CJsl15DDPJo7avrUv27qGTfrdurErTmEpUHX+/WcDtukiZrKmpvt03\nxt+t/Vf88vl/drxNBpVNBg/P4s0L580NsVgM6XQa6XS6p6hbX1/XRd3IyEiHS8dEHYm38BGlnjdW\nltttVEC5XPY0GXtnZwcf//jHsbm5ifHxcTzwwAN4+umn8RM/8RMAgJWVlbbzpFQq4Vd+5VewtbWF\nyclJ3Lx5E88995xtwMlJIhpnIQHgWDSpqgpFURCLxfTkyEaj0XdyZD9EsWzS7WDtoBMfwyQcj46O\nsLy8jO3tbZw9e3YoAS5+jgswlky6EW5ecaDkXAm4bli5bxseHAMrnST4g5w37+gl6ozll6VSCaIo\nQlEUjIyMIJPJAAC2t7cdOXVhJUoJjVFy3pyMPahUKgNVxZj5+7//+65f//a3v932/z/3uc/hc5/7\nnGfbjxIk3iIEeyLE+ohisZjuDPl5wQlL2qQX7l+/g7VPatmkcdtswPvu7i7m5+fxgQ98wNPUKiNB\nzHozu25+ipUNaRLnhFLH61b9br3KJ7vh1n0zl06OJ2r4u7X/ih+X/kJ3FkZGRnourKOw0OOVKIg3\nv503txhF3fT0nUAjTdPQbDYhiiIODg5QLpextrami7psNmvp1IVBqNoRpT6xKDlvTIh2O3dKpdJQ\nZ9IS/RONs/AEYr4xtVotFItFAMDm5ibuuecezM7OBnJRD4vzNoiAGXSwdtACKqj+r3g8DlEU8eKL\nL+Lg4EAv02VPkYe5XT+O+dh1c9bHNki/mzGsxExDPS5zsRNwVnQrlzS6b4O6bkbhZnTf6vU69vb2\n9DmUxkUo6wXKZDJt1zXeyw/DLB66wfv7DoTHeXNLLBZDJpNBJpOBIAjY3t7Gww8/3CbqRFFEtVrF\nwcEBRFGEqqq25ZdheA+iJN5kWe5aZsgTTpIzDw8PMTMz49MeEW4g8cY5RpExOTkJQRBw/fp1T4cq\nuoXnUQFHR0fI5/MDD9YOUsAy4ejnrCZN03BwcIBSqYRWq4XFxUXcd999SKf9caP8dt525fZevQ1p\nAuOJum/bv7Nd5wKuX6zcNyPF1umO1y4IB/p/jydq+H+zn8Vv3/s/oGka6vW6vgCtVqvY3t5GrVZD\nPB7XF56smb7ZbCKVSnElhHgXP+S8hQNFUXTxZRR1Zqeu0Wi09dTt7+9DFEVomtYm6thDEifOt5dE\nZUwAAL1PMQr0SpoEjnverly54tMeEW4g8cYpqqri5Zdf7kiOfPbZZ0MhnMJQNunmfSiXy1heXsbe\n3h7OnTs3cF9W0M4b4M9NU9M07O3tYWlpCdVqFdlsFrOzs7jnnnuGul0zfoi3vy/8FIA7wo2VTG5I\nzqKUBw0rscOpgLMKV2GUlVHUVOf9sKx00kq4AXcE3en3tjeVPHbcYrEYstksstls2xNdVVVRq9X0\nHqBSqYRGo4Fnn30WgiC0OQpsERqVJ+BhIwrijVfnzYiTAd2xWAwjIyMYGRnB6dN3Pou9RJ1V+eWw\nRJ1RhPJO1FzEXuKtUqlQ2WRIIfHGKYlEApOTk7j77rvb+ojCIpxUVXV08xkWTtImzUmcFy5c8KzE\nb1hpl063DQz3RsPm2y0tLaFer+PSpUt4+OGHcfv27UCcBz/EW0UZ6RBgToXbsNmQJjGW8Dcgx064\nGdmTx3A6eYTxRPf+03g8jlwuh1wuBwDY3d1FPp/HzZs320rF9vb2UCwWdUfOGL+ey+WQzWYj05MS\nFFEQb0Hee7xikGNwIurYg5Ld3V3UarWhibqTJnh4wUkJKIm38BKNs/CEsri42LFQdjqoe5iwC4Is\ny76kW1rRzXkzC49hJHEGGVjCbrTD2L6madja2sLS0hIkSeqYbxePxwOZ8Tds8fYHb/03TJruc0bh\nZi6Z9HK+mxcwt7C7+5btGDLOMJdOFlvHpVt2bmI8pkLV2hd8bsYGMOGQSCRw6tSpjtJlSZLaXIWt\nrS2IoghJkjpmajFR5/dinlfx42e59bCIivPmtejpJupYOTP7ZyfqjOWXTs6TKIm3KB1LLyGqaZrn\nowII7yDxxjFWs5DCIN7i8ThisRgkSQqVeOs1WNtLgiybjMVinm/f+N4pioLLly9bppgGFZYybPE2\nKQw2zDrfnLEUOvHY8T4vpPb115yElVix1prC+dSB7de74cZBZMLNKXvyGGpqytOeQEEQMDExgYmJ\nO/utaRokSdIdhWq1qsevs1AH86DkYZSKRaHnjXfxpqoq9w6Jn+6hXTmznagTRVH/GSunznj+nCTB\nwxNUNsk30TgLCZ0wiLdYLBZ44iRzvjRNg6qqbYO1L1++jHPnzg31xsjKJoNaCHkl3lRVxfr6OpaX\nlxGLxXq+d0ENCPc7sKSbwDKSbzpL6jIKonNCua99ApwJOK/cN7dUlBFX7ptbERSLxZBKpTA1NdUx\nU6vZbLbN1GKuAnAn+dIo7MzJlycN3o89CoElYSj97NajWq/X9T5VY/CQWdQdHR3pD5p5/5tESYhK\nktQ1UIw5b8YHZER4IPHGMVYXQkEQ9DjuIAk6cZI9Ubp9+zZWV1cdDdYexvaDStoaVLwpioLV1VXk\n83kIgoArV65gbm6u52IiSOdtWKKRlUy6CRwxi7ZurpuZYvO4nGkhved4exVlOPPzzJhdN0lLuCqd\ndIqXn1FjUp9VqRgTdUdHR9ja2upIvjSKOt6SL/shCovsKJRNhjnow/j5sBJ1xj7VUqkEWZaxt7fX\nNsbAbkRImInanLduoWzVahWKogSaXE7YE42zkNAJQ2BJ0PvBBmsDwN7enuPB2l7iR2hIr+33I2Zk\nWdZFWyaTwbVr1zA7O+v4vYui82YumdxqTWBauONcmcsBC43TyCYG7/srNk+7EnAMs/tmHmvAXrNL\ny7Rz34rN08gm+uvly8ZbepqlU/dt2OWHRlfBiFXy5erqKhqNRlvypVHUWTX+87IgNRMF8UbOWzAY\nRR3jrbfeQjKZxNmzZ9tEndGpM5dehlHUsRC2qDhvvcomy+XjCpDx8XG/dolwAYm3iBGGskkgmDln\n5sHa8Xgc999/v55g5yes7y+o0Ba34k2SJBSLRRSLRWSz2b4Fb1R73valMcylepczeiXcGF4JOK+o\nKem+BRxwXDoZxDw8N5iTLxmKorQtPnd3d1EoFDqSL1laLa9P6Xnv2QOi4bzxKN6sUBQFmUymQ9QB\ndx6UsM/V4eEhNjc3Ua/XEY/HLXvqghJ17H7K42fail5pk+VyGadOnYrM8UYN+qtwjF3ZZBjEm59l\nk8bB2rOzs7h16xbGxsbwrW99K7DSzWGEhrjB6bZbrRYKhQJWVlZw6tQpPPTQQ5iamur75hjUMQ9L\nvP1fS/8FAHThZnbdGIVG79h8J0hq5yWZlVHOChVPtsGwcuTsYPtghdvSyfXWJP7Pwsfx24v/w/Z3\nhumJO8NJ8mW1WsXOzg4A4Nlnnw1N8qUbouC8ReEYouLydKs+sXtQ0kvUWTl16XR6qH9ztpYI82fX\nDU6cN+p3Cy8k3iJG0L1mDD/KJnsN1g5y1lrQ2+8lohqNBgqFAlZXVzE5OYmbN296kirld3DIsLe7\nLx0LnLlUGVst6xuZV8LNa9ZaU0jHu38G7YJXugaX9Om+sdLJXKKBqtJ7liIvDpA5+VKSJHz3u9/F\nY4891jZTq1vyZS6Xcxy9PmyiInx4X2RH4RiA/loHeom6arWKWq2GSqWCjY0N1Go1JBKJoYo65qTz\n/tlg9BJvlUoF4+PjkTneqEHijWPC7LwNq2zSzWDtIGetBb19O/FWr9eRz+extraG06dP49FHH/W0\npj3Injevz7c/eOu/AThePNkJNz/JN2dwKb3b8fogYSV70hhOWziJXjJIcAnPpNNpZLPZjuRLJujC\nmnwZFfHG+zHwWnZrxksHsVtJs9GpK5fLWF9fR71eRzKZbPtcsbAUt+FDsixHwgkFjj/jTpw3GhMQ\nXvi/MhBtCIIAVVUDj7QVBAH1une9LZqmYXt7G8vLy44Hawc9riDIskmziKrValheXsbGxgbOnDmj\nl5Z6De89b5qm4eDgALdv3wYcaNqSZJ/WxXCTNNkLOwFnx2ZrAmcd9OpZwdy3biWTjG6lk3b8H8u/\njP/98t9Zfs1qhiUvdNtvuyHJqqqi0Wi0JV9alYn5kXwZBfFGPW/hwY+1SCKRwNjYWMc9zSzqSqUS\n1tbWdFFn5dTZfa6iIqYB6GOUeok3CisJL9E4E08oVhcY9mGUJClQ8eaVcBpksHbQ4i3I7TPhWK1W\nsby8jK2tLczNzeHxxx8faoBLUM7boKLRKNqOjo6wuLgIVe6+cFptTCE3QHhHv7gVcL3o5r6VbVw9\nv0onTwosnGFYyZduiIJ4i4LzFiXxFtRx9BJ17HN1cHCgf67sRF3QayovYesSct74hcRbxIjH40gk\nEpAkybKU0C8G7XlTFGXgwdpBi7cgnTdFUbC3t4disYhz587hAx/4QMfCcBjw5ryxMtzbt29DFEUs\nLi7ixo0b+O13fhVZi/s0CytZbVjPvhkkadIqrITBYvYZbgScnfu26aAUtCI7P2fM7ttyvX3W3WJm\nv+NnegWXnHTsysRkWW5bfBqTL9PpdNuikwk7NwtP3oUPOW/hIegqICu6iTpjSbNR1MXjccTjcbz9\n9tsdTh1vsBLQbp/zSqVC4i3EkHiLIGEILel3HyRJwsrKCorF4sCDtU+ieCuXy1haWtIHoj7xxBMY\nGRnxbfvxeByapvm+8HAr3jRNw97eHpaWlnTR9vDDD/d0dO1EWxDkmzOYSoq2Xz+Q75R09ls+eShn\ncCrZcPUzZtF25/XjMsG59KH+Wl21XvjwXDbJGKYASiaTjpIvt7a2UK1WIcuy4+RLct7CwUlImwwb\ndomysizrffaJRAL7+/tYWVnpcMB5EXW9xgQAx2uJs2fP+rRHhFtIvHGM3c0pDKElboUTG6y9urqK\nsbExTwZrB5026ad4PDg4wNLSEsrlMi5evIixsTHUajVfhRtwZzh5WMUbE223b99GrVbDpUuXcPHi\nxTbR9t9f/1+QTRx/fnabOcykq0Pb70FZbUzhQmbweW79BJdYlU7aCTcjW81TmEsf6qWT//3t/w2f\nu+evXG07zAQpOs3Jl2x/Wq1Wm6jrlnzZank3pzAoyHkLB+xBHi/izY5kMglBEJDL5XDXXXfpr5sd\ncFbt0mw2Qy3qeoWVAMDh4SGNCggxJN44x+oJtR8x/b1wug/mwdpeRdazfWg2/e9JYgzbeWMlf0tL\nSzg6OsLCwgIefPBBpFIpFItFVKv+iw52k/a7ubuXeNM0Dbu7u1haWrIVbVYMKty8DCsZFKP75qRk\nkrmMTt23/5+9N49x3L7TPh+KFHWUSnV0Xd1dfVQfbre73ZfbcXf7SBazuT1IsHj9DjJYOJl359rt\nZOLJTrAYwwmQyTvp8c4EgbGJnWSOZICMN0gGibObPxwYeV878NjeOHYct+0cVVJVqe7qOnSQOnns\nH9U/FkWRIilRosjmB2i4ra4SSYkSfw+f7/f5zhZ3hBsTMpr5JkOSqZs/O4KpuPHwca+7Jr0ERVGI\nRCKIRCJNky/J4HGe5yHLMn7+85/XiTo3ByTbxS/Omx/EmyzLnhdvgH7apJEDLghCXfmlnqjTfrba\n7VW1Q61WM732BXPeeptAvPmQXnDeSNmkUQmO0WBtJ3G7bLJT4lErREiflvrL361+O/Jed7vvzUi8\nkddqZmYG5XIZU1NTOHDggCVhqXXdVspJDIR3E1TdCCvRw033rVVidBWzxRGMRjgMhvVTab1eNtnr\nGCVfrq6uYn5+HocPH3Y9+bJV/OC8uRn04RTkGuT14wB2jsWqa8YwDAYGBhrSGrWibn19HTzPo1qt\ngmVZXaeuE6LOivMWBJb0NoF48zh6zlsviDeGYXRLJswGazu9D37qeSPjElKpFCqVSlMh4qZ4c2Pb\nWvHWqmj7y7f/F8N/GzAQGQRtWMlscQRhAxeKcDS+DsBeWIkeWgGn7ndTY7X3zWpvHymdJK5bq/it\ndBLwtnvIMAzGxsbqHnMj+bJVAuetNyDXAb84b+22IRiJulqtVvfZaibqyOerncoWM/Emy3IQWNLj\nBOLNh/RCYIl6ZEEoFLI8WNvpffCDeJMkCaurq0ilUhBFURmX0OyC6PaMOTecNzK7Zn19vUHg2lk8\n8EIEvBCpe0zruhkxWzSfiaYmVdxZIIsyhalYYxpjM7T7aJVmJZNG7luz0kmtcBMk2lLpJLDrbmrd\nN68vvL2MUbWEneTL2dlZVKtVR5IvWz0GrwsfP/SKEffQD5/nTrYChMNhQ1GndeqMPlvkj5V9tOK8\nBeKttwnEm8fR+1IMh8PgeeMUum5AYnVXV1exvLxsebC2k7gt3trdviRJWF5eRjqdhizLOHLkCPbv\n329pUeK2eOv2timKQq1Ww0svvYRqtdqSaDNipZw0/yHYF24Nv1/aY1vAqbFaPrlRTWCENe7l26jZ\nK18uiWHEaPtOf4yuoiSyioDTum9eLZv06n4T7KZNmiVfElHXSvJlqwTOW2/gpaRJM/R63jqNXgAR\n0CjqVldXwfM8arWaJVFHPoNGVKtVFIvFuh7ZgN4iEG8+xO3AEiI6ZFlGOp3GkSNHLA/WdhK3xVur\nAko9446maRw7dgwTExO2LuRuirduznojpaS/+93vUKvVcOzYMVNX0oj/8sYnAcTA3AwUsRNWslAa\nAmtSImkFJwRcH9NeL15JtF7qNlfc09a2CPP8MAbYXffN6wtvwNvH4MS+O5F8mUgkEIvFbO0PEc9e\nFz6BeOstuh3C1QwjUaf+bDUTdRzHKesjvWPKZndK64PAkt6lN87EAEdxq+dNO1g7HA7j1KlTGB8f\n7/q+AO4KGLJ9O+JREAQsLCxgbm4OLMvi9ttvx/j4eEsLKb87b7IsK6WktVoN+/btQyaTwaFDhxzb\nRjPHjYSVLJSMy0rM+t2MmC3tCKJ2RJwZzdy3bC2OwXCx4XE7M9/slE4SctXujrUI0KeTc97sJl8W\nizvnYTwet5x8SW4ceVn4uDErsxP4ofST4IbzZheWZcGybEO5o1bUFYtFFItFLCwsIBqNoq+vD2+8\n8QZ4nsedd96pfL66PWoowDqBePM4RmWT3RRv2sHaRHS88sorXe99UsMwDERRdO0iSLZvBnn95ubm\nEI/HcerUKYyOsvNHDQAAIABJREFUjrY9486PzptatAmCoLi6xWIR8/PzLT/vf/r5XyHJQnHdtGj7\n3Tgxgu1qvOXtWWG2tAfjEfvpj0ulQeyP2R/IbRe169Zu6WScqaIosHWlk14tP/TqfhPcGNJtlHwp\nSRJKpZKy6Mzn802TLxOJhLLvXnY+/SBAAX8kZhJ6yXmzi1bU5XI5HD58GIODg0pZ88LCAp599lnM\nzs6C4zhEo1F85CMfwalTp3DHHXfg1KlTOHnyJOJx+9e9p556Ck899RTm5uYAAKdOncLnP/95fPCD\nHzT8ne9///v43Oc+h7m5ORw/fhyPP/44PvShD7V0/H7Em2diQFO6FVhCBmtnMhkkk8mGwdpuB6eQ\nL1q3LiBmAqparWJ+fh7z8/Po7+/H2bNnsWfPHkcWHTRNu3b3thPOmyzLWFlZUUJbiGgjx0ZCUlpd\neCZZa44SQSvc2imZFHVcKMJ8cRiH4o19bK2GlWxUE3V/76T71g5eXnh7HTfEmxFqgaamWfIl+d5P\npVI9kXzZCn4Sb73uVlnFC86bVQRBQDgcBsuyGB4exvDwMB577DE89thjkCQJ3/ve93Dt2jW8973v\nxTvvvIN//Md/xNtvv41sNoupqSn8wR/8Ab70pS9Z3t7k5CT+7u/+DsePH4csy/jXf/1XfOQjH8Ev\nf/lLnDp1quHnX3rpJXzsYx/DtWvX8OCDD+Lpp5/GRz/6Ubz++us4ffq0ky+FZwnEm8fRu8h2uuet\nWCxidnYWS0tL2LNnDy5evKibStQLPWfA7hdVtzE6frXoHRwcxIULFxxvDFYPy+72AsBJ500r2o4e\nPaob2kKO16mF53o5geFIo3gBgAV+CIlw92a8GQm4ZrTqvq2UB8x/CNZ63VotnfzL334KX9x/zdMO\nVq+In1bwwuveLPkym83izTffBEVRhsmXalHXiwvyQLz1FuTGoFedNy3N0iZJ2NzY2Bj+4i/+Qnmc\nVL28/fbbts/L3//936/7/7/927/FU089hVdeeUVXvD3xxBP4wAc+gM9+9rMAgC9+8Yt47rnn8NWv\nfhVf//rXbW3br/jjTAyoIxwOQ5Ikx7847Q7Wdjs4haIoVwWk1v0ql8uYnZ3FwsIC9uzZg7vvvrtj\nDcHky1UUxa4LVydKNiVJUkSblaRN8ngrTiMpmdyqxDEW3XGimgk3N+imgDMjL+inlDlVOhngLr3k\nvNmFYRj09fWBoijcdtttyuPa5MuVlZWuJV+2AknLDMRbb0DWEH44FlmWTUcFZLPZhrEFFEVh7969\n2Lt3b1vbF0UR3//+98HzPC5fvqz7My+//DI+85nP1D32/ve/H88880xb2/YTgXjzOEY9b8DOBcuJ\nLxv1YO39+/fjvvvus1T37HbZJOCu+0de+0KhgIWFBSwvL2N0dBSXLl1qiNV2GjJbx42+t3bmvGlF\n29GjR7Fv3z7TRYxavNmFlEwS4Wbkurkl3AhWBFy2Zq/BvJXSycXSUMNAcidZKg54VjwA3nCumuFl\n8Qbo738ryZfxeLzBqbObfNkqfggrAfwj3kRR9IWYBnYHpze7qZvNZh2f8Xb9+nVcvnwZ5XIZiUQC\nP/zhD3HHHXfo/iwxCNSMj49jdXXV0X3yMoF48yGhUAg0TaNWq7U8CFuW5bYHazMMg0qle+VlethN\nfHSScnlHFLzyyivYu3cvrly50lDm00ncCi1ppedNPdMOAI4cOWJJtKm3SZ7HafLVKPLV3fPeSslk\nq0mTZswXhzHCWp/hqHbf1P1uelgtmbSDUenkPDeMA33bur+TYKr4o99dw/8m/4+O70+AOV4Xb1aF\nj5XkS/XgcaPky0QigUgk4uhr5hfx5pe0SdLv5uXPBYFUQzV7X3K5nONVQSdOnMAbb7yBXC6Hf//3\nf8fHP/5xvPDCC4YCLqA5gXjzOEZfJq26XmRuVjqdbnuwtttlk2Qfui1gCoUCUqkU1tfXQVEULly4\ngNHR0a7uA+CeeLPT80ZEWyqVAkVROHr0KPbu3Wt74UJRFCiKsi3etCWT6+XuiWszygbz1hZLg5h0\nsByyFffNiGalk/NcfV/nAj8EQd55nydiO6mafimd9PIiz+vird39dzL5MhwOt7Qvfklp9JPz5rd+\nt2bnZTabxb59+xzdLsuyOHbsGADgrrvuwquvvoonnngC3/jGNxp+dmJiAmtra3WPra2tYWJiwtF9\n8jL+OBsDGrA7LoAsomdnZyEIAqamptoerH2rlU3mcjmkUilsbGxgcnIS999/P1555RXXUs562XmT\nJAlLS0tIp9OgKArHjh1rSbRpt9uK87ZVqS8BNup3M6JTSZNOYaX3zcyVIyzenGtXFFlbpZNa4aZl\ntdSvCDhgx337l+Fn8R68x/I2ApzDy+KtU66VUfKlKIooFouKqFMnX4bD4YaAFCvJl35x3kRRbOnG\nb6/ht6RJs3VdLpfTDRJxEkmSDCuzLl++jJ/+9Kd45JFHlMeee+45wx65W5FAvPkAiqIa+iysul7a\nwdp2y9Wa4XbaZLf2YXt7G6lUCtvb2w3lpX6dt2a2XaPXnIi2VCoFmqZx/Phx7N2715HFYivijTg/\nAHRdt2U+iUS4c/1drWLXfbMqzjpBqjBiOD9PTYYbxMHE7jGVRW9enoKeN3chYR/dgqZp9Pf3N4R3\nCYJQN85gfX0dPM9bSr70S7lh4Lz1HlbEWzabdbRs8q//+q/xwQ9+EAcPHkShUMDTTz+N559/Hj/5\nyU8AAA8//DD279+Pa9euAQA+/elP493vfje+/OUv48Mf/jC++93v4he/+AW++c1vOrZPXscfZ2NA\nA2bOm3qwdjQaVQZrO3nR65WyyU6IN1mWsbW1hVQqhXw+j4MHD+LMmTMNdxndFm+94rxJkoTFxUWk\n02nQNI3bbrvNMdHWbLvN+E8//ysA3r27rRVwzcJKVopJ7I3nDf99rdRv6DiS0kniupmhLp2cNwl5\nYSipTkBnuEGMRO05nwHO4nXxJstyT7hWDMMgmUw2hFM1S76MxWJKWqYoiuA4zvXky3bwiwi9FZ03\nJ8cXra+v4+GHH8bKygoGBgZw5swZ/OQnP8F73/teAEAmk6k7x69cuYKnn34ajz32GB599FEcP34c\nzzzzTDDjTUUg3nyAnvNmJN7MBms7iR/LJmVZxsbGBlKpFHiex6FDh3D+/HnDMhi30y7d7nlTizaG\nYXDixAlMTEx05HxrJ+VSDz3XrZvz3XqJbK0xXdZu6aQZLC2iKtLYKMcxEi0iwVTxn3/5GL53/r86\nto1u4XXx42W67bzZxSz5kuM4bGxsoFqt4rXXXnM9+bIdAuet9zCbeyvLsuOBJf/8z//c9N+ff/75\nhsceeughPPTQQ47tg9/wx9kY0IBWOFkdrO0kRLi4eSeXpmlUq+0vMNVBLuVyGVNTUzhw4IDpF/qt\n6rwJgoD5+Xmk02mEw+GOijb1dq2Kt/v+2xcw0md8N3uZb32UwyLfmNoYonYWxIcS+gmLLW/LRvmk\nmfu2VYnb7vdrhpnrFtCbBM5b99EmX9I0jVAohLNnz+omX/I8D4qi6vroOpV82Q5+EW9+ct5qtVrX\nyyYDnCcQbz7AaNYbz/PKYO2VlRVMTEyYDtZ2EvIFYXanp9P7QCKeW0GWZaysrCCdTqNWqymizeoX\nuZujCtwQb6IoYnt7G1tbW6hUKjh58qTj5bhG2BFviYi+g1YWGCwL9oVbhtu90BGhpsc8tytomgk5\no6RJvccXS4NIMJ11BJeLSSRZ69uYzo+ApXfPPUEOGfa9aUsnASjuGwBc+e//gH8c+2Cd6xCNRntm\ngarF686VF8WPml533qxAAkusJF9yHKckXxaLRdA03dBLl0gkXAkO8VNqpp+ct2bHIkkS8vm8o2WT\nAc7jj7MxoIFarYaNjQ2srq5i//79uP/++y0N1naSXhFvrQgY9dwxWZZx5MgR7N+/3/aFyI1RBYRu\nijdRFLGwsIDZ2VllwXHvvfd2dRHldNmkFVaLrd8ISeX3AAAO9zcfvG0FTohYEnB67ttaafcY7Lpv\nnSqdBHbcz2SkjMnBLOLxODiOw+rqal00eyKRaIhmD2iPwHlzH7O0SXXy5djYmPK4Nvlya2ur7eTL\ndvCT8xaJRNzeDUcgvZVG5PN5SJLU8cqsgPYIxJsPIBda9WDtbDaLcDhse7C20/vlduKk3e2LoqhE\n2IdCoZbnjhH8XjapFm0syyoDN2dmZrq+ALQq3u77b19AwoHrcKYwBJZu/9yeKwy3LeDyVWPxph2F\n0M42rLhvemWj7TI1NaX8XZIkZXHKcRw2NzcxPz+PSqUClmXrxFwikUA8Hu/6AtLr4sfL++8n580u\nzZIvyWfGKPlSK+qc+Mz4RbzdSs5bNptFKBRqCNoJ6C38cTbe4siyjNXV1brB2gcOHEAqlXJNuBHc\nTpy0Kt7UIsTJHi23yyY79doLgqC8XtFoFKdOncLo6CgoisLGxoZrvXZWxFsiUkGU2XlPNot92BPn\nbW0nU3D+juRcYadEpR0Rt1xMYl+TnjaC071vRu5bVaTbKp1kaQH5ShTJSBkfeOW/4tlLjwHYeZ/1\nFqjaFL/l5WXwPA9BEJTAB7Ww80Lggxt4Xbz5xXlzUvQwDIOBgQEMDNTfWKnVasrnRfuZIcmX6s+N\n3eTLIG2y9zATb7lcDslk0jfH61cC8eYDlpeX8etf/7pusHY2m3U9ph9wf9abmXgSBAGZTAZzc3OI\nRqO44447MDY25tjihWEYw0GUnYamaZTLZUefUyvaTp8+rYg29Xbdmi/XznbX+QSSkd3XS2++WyeE\nm5q5wjAm4gXzH+wiy0Xrd2CdcN3UpZME9ftihFGKX6VSURaoHMc1BD6oBV1fXx9Ylm3r8+/1njfA\n287hrey82SUcDmNoaKiuRE6bfMnzPBYWFsDzvK3kS1mWfSPe/OIgAuZtLEFYiTcIxJsP2LdvH0ZH\nR+u+7N12vAhujwswEo/VahXz8/OYn59HIpHo2MgEv5RNEpE7OzuLeDyuK9oIduetOYUV5+3Cs9cw\ndtOwseu6bZXNyw+bhZVYZbXY37KAs+u+qfvdrNCsdLIT5ZIAFPetFSiKQjQaRTQa1Q184DgOHMch\nm81icXGxoTdIXUrml7IpM7wuPv3ivLl1vmmTLwmyLFtOviSplwA8/14A1majeQWztEkyJsDrN0D8\njj/OxlucUCjU8AUZDochSZLrd4zcFpFa8aaeczc4OIjz589jeHi4Y19UbjqPTogorWg7c+aMqch1\ny3mzIt7G+gvIV6Lgq/ULVK3rpmWV6wfLtPZa2hV0NYnGAjeIA4n6EQBGCZRa7Ag4o31rpXTSCq2U\nTlZFBmtcf13pZLuoAx/Gx8d390/VG0QCUnieR61WQzQabeini8VivlicqvG6+PGD8yaKoivpkM1o\nJfkSAH71q1/1RPJlO7i9jnISMyG6vb0dOG8eIBBvPsBoVACwc5fFbfHmtvMmyzKKxSLm5+exuLiI\n4eHhrsy5A9x13tpJuiRz2ubm5tDX12dJtBGIaOx274wV8ZavREFTjcKtGaucvjvlRFhJM/QEnF3a\nDSuxUzKph7bvzSra0slYuIZSrfNJknq9QdoyMo7jsLW1BZ7nIctyQwmZ1wmcN/fpVtmkExglX3Ic\nh5///OeYnJzsieTLdvCL8ybLsmn4SlA26Q28fzYG6BIKhZTACjdDS9wumySu34svvojR0VG8613v\namja7iRec95qtZrSA9jX14ezZ89iz549tkQYuVnQa+LtwrPXENXc8G1VuLWLIFlbmFkRcPlqY3Sm\nVfetGUbCT690cplLIsp03mF30n2zSrMyMlJ6yfN8g+Pw2muvNfTT9eriVI3XA0u8JHyM8EOvmCzL\nYBgGExMTdY+7lXzZKkTweP39AKCsRayUTQb0NoF48wFGF1q3hROw8yVRrTo3B8oqPM8jnU5jZWUF\nAHD+/HmMjo52fT+80vNWq9UUp62/vx/nzp1ruZyUXOS6PaDVTLxFWXviolPCzS4L3CBGY/YSMQFz\n14308I208Nzt0Kx00ktQFIV4PN4wPzObzeLNN9/Evn37wHEcNjY2MDc3pyxOtYKur6+vp8SG18Wb\n1/cf8LcAdSv5sp3jIELU6wiCAIqimgrRbDYbzHjzAN4/GwMA7CwktOUubvebkX0gd6K7QaFQQDqd\nxtraGvbu3Yt7770Xr7zyimsDNntdvNVqNczNzWF+fh79/f2O9ACSC2q3+95CoZCt812UjY+Rq9Sf\nL632uznFjVKfbQFXFhlE2yjtvFFMoN9CUMgyt1NaWRbCuu6bldLJxby6TJHC3uSua0j63rpVOtku\noVAIFEVh7969dY+rF6ccx2FxcdEwwS+RSCAajboiQrwufvwifLx+DHbdqmbJl2pR10ryZbvHAcA3\nzhvDME1fn1wuh0OHDnVxrwJaIRBvPiYcDveEeOuG+5fL5ZBOp3Hjxg3s378f9913n3JH3M1Za26W\nTTYTb2rRlkwmcf78eezZs8eR7ZILQ7dFa7MyUb2SSTXqsJL1Qj/ibPfdYjOWCgPY35/r6jYLlaiu\ngLM6sNsMtWhTs5JPYk+fvlh1o3TSLkZ9yHqLU3WCH8dxWF9fR7FYrOslUrt1nQ578Lp48/r+A92v\nWugEThyDumRZfX2ym3zZ19eHSCTS0nlB3Cqvvx+AedIkEJRNeoVAvPkEPeetF8Rbp/dhe3sb6XQa\nW1tbmJycxAMPPNDQ4+e2gCJlF91eUOilPqpHJCSTSVy4cKGuj8cJSFmGG86b0TbjbBUSqIawEke3\nr/PcrSRN6lEVdr6q7Qi4QiWKAoDRONf05zZKfV0vnQSMhRthk++DIIYwnuytuXdm2An8aJbgVywW\nlYXp1tYWMpkMKpUKWJbVnU/npDPgZfHjh7TJW9F5s0MryZc0TTf00lm5GUKOw+vnFGAteCUILPEG\ngXjzMb0g3johnGRZxtbWFlKpFHK5HA4ePIjTp08blka6Kd7IF6VZwlMnIM6bLMt1Ttvg4CDuuuuu\njta1uzHrLRQKGS6cJdRfePPFKPpijc7ResFan1unkyatohdW0s1tc5rtWy2dXMgNgjIQthQlQ1aV\ntK7l+zHUVwKwmzp55b//A176H/7KicPoSUKhkFI+qUYQhLrSy9XVVXAcp/QFaQVdPB63vej0unMV\npE32Bm6EfBglX4qiiGKxqHxumiVfkv+S67VfkiYB82ORZTlw3jyCP87IAF16JbDEqX2QZRkbGxtI\npVLgOA6HDx/GuXPnTO+ctROZ3y7k4uXGBYBs+7e//S0WFhYwODjY1REJbjhveu+zWckkwapwaxer\nSZNG2C2fvFFMNLhv2oHjWvftRnFXNBiVTrbKSt76+AGGliCIIWzzMUXAAUBN8H7/SSswDIPBwcG6\nxZW6L4gIu42NDaXX2Kj00kigeX1UgB+Ejx/SJnspoZGmafT396O/v/47Xi/5cnZ2ti75klR05PN5\n15Mv28XKOiSXyzlejRPgPIF48wlGPRY83/1yKO0+tCveZFnG+vo6UqkUyuUyDh8+jIsXL1oWQ246\nb6RWvtvbr1arSKfTAIB8Pt810UZwy3lrJhj5UgTJeFnXdeuWcHMKN/rfnMCOcNNyI5/AaLJ5CWiv\n0E3nyqgvSFtCls1msbS0hFKpBIZhFGdP6zZ43bnyunMI+EOA9pJ4M8Io+ZLMdSS9dKIo4o033qhL\nvlSXYHYr+bJdrIq3IG2y9wnEm4/plbRJURRbuhjJsozV1VWkUinUajVMTU1hcnLStoPVC4PCuyVk\nKpUK5ubmkMlklC/gO++8E7FYrCvbJ/RSzxsZEZCMW3OPejGsRI+lwoBlR0zPfdPSrPdNz31b53bc\nubhmBINR6aQWWaYMSyf1YGhRSZuMR6u4+7mv4NX3/qXl3+8WveJcNSshUwc9rK+vI51OKzNBa7Ua\nVldXIUkSEomEZxamBD8IH78cQ6+LNyNYlgXLshgaGgJFUaAoCmfPnm1Ivtzc3ATP85BluSvJl+0i\nCELTWZOlUgnlcjkQbx4gEG8+wch56wXxBux8aVhNSZMkCSsrK0ilUpAkCUeOHMH+/ftbvhC4mTZJ\ntt9p8VapVDA7O4uFhQUMDw/j7rvvxuDgIJ577jlXSkbdcN70BOOFZ69BFHf6sojrpqVcbR4/32xM\nwGpu10kKhYwX7fsGup8S2WtktoYQtjhyQd33RkonAYArRZDQ6VUMsA5N00gmk0gm611QsjB95513\nIIoiFhcXwXGcsjDVunRujTIwIwgs6Q38kJgJ7ParmyVfqkVdp5Iv26VWq6Gvr8/w37PZLAAEPW8e\nIBBvPqYXet5ISpMV8SZJEpaWlpBOp0FRFI4cOYJ9+/a1fQFgGAblsnM9O3bppHisVCpIp9NYXFzE\n8PAw3vWud9WVgLg1Z66XnDeCnnBrFbVos8Jybvc9Geu3l55Ikib1uMElMJqwVkpI3Ddtv5uajVJf\nXVhIL0IEXDzqDYfUK7Asi+HhYYTDYRw4cAAjIyOQZbmu9JKEpJRKJSVURdtP1+zOfjfwetknSSf2\n8jEAO6LHrfmqTiIIQtMbx+rky9HRUeVxO8mX5O+dHgNiVjaZy+UQj8d98b75nUC8+YRedd4oijIt\n3xRFEQsLC5idnUU4HMbx48exd+9ex+5M+bFsslwuK07byMhIg2gjuCXe3O55IzcCzMhzMbCs9XPj\nRn6nVJAO1YvEZq6blrX8Tn+dNgLfaEyAEeXazte3HQHXTLiZoS6dJCWTAFCshk1LJ43Ebiulk4K4\n+zr1YumkH3quyP5TFIV4PI54PF63MCXpfeqAlPn5eWWUgbafLh6Pd62EzuvOG/kO84N482rZpJpW\nk6I7kXzZLmbibXt7G4ODg57+/NwqBOLNx/RCzxvZDz3xJAgCMpkM5ubmEI1GcfLkSYyPjzv+xeFm\n2iTgrIAql8uK0zYyMoJLly41lD91att2cDNtcnFxEalUCldzPwdNNy6ASFhJnrPeB0hEG9Ao3FrF\nSMR1ElEKObb/VlELt5pAt1Q6qSUon+wcVsSnUXpfrVar66dbXl4Gx3EQRVHpCVILu070BHndtfKL\nePNyz5saQRAcdaKsJF9yHNeQfKmdUddK8qUV5y0Qb94gEG8+JhwOQ5Ik1++Aacs3a7WaMig6Ho/j\nzjvvxMjISMe+MHrBeWt3+2rRNjo6airaCLeK8ybLMjY3N5Uy0mPHjgGv/dyR51YLt3bRy7JYy/dj\nOFFs63ntuG9m5EsRJHtMGKn73gjFcmdLjG5V2nEOw+Gw7iiDSqVSN8pA2xOkdhqsDE5uRuC89QZu\nrzucolszWq0kX5IbIjzPt5R8aRZYks1mdSt4AnqPQLz5BKOySWBHLLn5JUocwGq1qiQhJpNJnDt3\nDsPDwx2/0Lot3toRUKVSCbOzs4pou3z5csMdu2a4Ub4IdM95I4mkMzMzEAQBoVAI9913387F6zX9\n32nmuGmTJrfyfaCZzh+HkzH4ZmEluWIUAwbJmzmTvsBCJYpSrfGyYVQ6uZnvA0135vWrVRmEWaEn\nSye9jNNlnxRFIRqNIhqNYmRkRHlckqS68rFsNovFxUWlfExbOma1fMwPzlsoFPK0AAX8I97Met46\njTr5kqCe7Wgn+dLMectms0FYiUcIxJuPCYVCrictkv1YWlrCr3/9awwNDeGuu+7qahRtL4g3u9sv\nlUpIp9NYWlrC2NiYbdFGcKtktNOiUZZlrK2tKaLt6NGjGBwcxMsvv4xQKITT/8/fW3qeZv1u3RJu\nhHYFnBX3jesBt0pbOtms702vdJL0vdFh90qhm+H1nrdu7T8JPEkkEhgfH1ceJ+VjZGG6uroKnueV\nUQbafrpYLFYn1rzuvPkppdEvx9EN580OdpIv19fXUSwWQVEUJEnC7OwsksmkIu7UyZekbDKg9+mt\nMzKgZYwuVm6GlhDXaHNzE/F43DBUo9O4Ld7sCKhSqYRUKoXl5eW2RBvBTeetE9slA9unp6dRq9Vw\n9OhRTE5OIhQKoVQqKUltO/uwI7wqxTAicXufga28cZyy04jS7gJHK+CaJU3qcYNLIBo2P9ebuW+A\nM6WTmw6/hnqlk8R9O/v//l/41e9/ytHt3aq4PadOr3xM6zRwHFfnNKhdBkEQIAiCZ0W0H8YEAIHz\n5gbNki/z+Txef/11xGIx5HI5pR/1T//0TzExMYHjx49DEARQFIUbN27U/X4rXLt2DT/4wQ/wm9/8\nBrFYDFeuXMHjjz+OEydOGP7Ot7/9bfzRH/1R3WORSMTVtPBeJRBvPoKiqIYLrxuhJTzPY3Z2VhEg\nExMTYFnWtVpq4ny5dTGnaRrVavNY82KxiHQ6jeXlZYyPj+PKlStIJNrvtXKz583smO0gyzJu3LiB\nmZkZVCoVHDlyBJOTk3UXVbLg0X4G1MJNFJsviopVFuWyvahzO0mTViA9ds1cuLJO6WI32OJ20ipj\nkcb3Vq90Eth5zTtVOklgo+5WF/iJXhQ9zZyGUqmk9NPl83kIgoDr16+DYRjdfrpec1G0BOKtt+hF\n580uoVAILMsqI5jI57tWq+Hf/u3f8Ktf/QrvvPMOXn31VSwuLmJsbAxjY2M4ffp03Z+zZ88iHreW\nWPzCCy/g6tWruPvuuyEIAh599FG8733vwzvvvNN01lwymcRvf/tb5f977buoV/D2GRlgSjedN47j\nkE6nsbq6iomJCUWATE9Pu3rnhHzxupV+1axsslOiTb1tL/e8ybKMjY0N5Rw6cuQIDhw4oPs+kgXP\nyX9/AuGbrVt2XTe7wq2T3MgnmrpjRmS5GAYTJdOf07pvZv1uTmKndFIPdekkcd96CS8vOHpRvBmh\nHmVA4th/9rOf4dy5cwCguHQ3btzA3NxcQ3IfEXTNQh66jV9SGv1yHF5y3ppB+t3Un+1wOIzLly/j\n8uXLAIA//MM/xMc//nH8+Z//Od555x289dZbeOutt/C9730Pn//85/Gd73wHv/d7v2dpe88++2zd\n/3/729+oNsakAAAgAElEQVTG2NgYXnvtNTzwwAOGv0dRFCYmJlo4wluLQLz5CD3nrRviLZ/PI5VK\n4caNG9i/fz/uu+++ursz4XAYHOdMGEMrEPHm1pewXtlksVhEKpXCysoKJiYmcO+99za9G9UqXk2b\nJOmR09PTKBaLimhrdgeULL7CBi5MmWMRjhkv8vl8FDTbfJ+7HbPvJu2UTjpdMmlGmYv0TOmk22WH\n7eIl8aYHEQ19fX0NibwkuY+UXy4uLoLneUiSVDfKgPw3Go12/bXwg/Mmy7Ivet7IcXjdeQPMkyaB\nncCSoaEh9Pf345577sE999xT9+/tfLflcjkAwPDwcNOf4zgOhw4dgiRJuHDhAr70pS/h1KlTLW/X\nr3j/jAxoSifFWzabRSqVwubmJg4cOIAHHngA0Wjj3Xu3e85CoRBCoZDj81qsohZQPM8jlUop7mSn\nRJt622689u04b5ubm5iZmQHHcZiamsLBgwctXTzVCwWhQoOOW9++FeHWLq1c97bycQwnrY8RKFd2\nLs567pteWIlZ75sRpQqrWzppRCulk/ns7g0gEloS79ffV5oVIVa9f3e8V/CyeGuWNmmU3KcOeeA4\nDmtraygWi3WDltVBKe2MMjDDD6KHfPd73bEiPdRePw7AfMYbYB5Y0ur3giRJeOSRR3Dvvffi9OnT\nhj934sQJ/Mu//AvOnDmDXC6Hf/iHf8CVK1fw9ttvY3JysqVt+5VAvPmcTginra0tpFIpZLNZHDx4\nEKdPn24qinphWLibApJhGFSrVbz55ptYXV3F3r17Oy7aCG6Jt1act62tLczMzCCfz2Nqagp33XWX\nrTueFEXh0/lf15VMEspc42KLJE3y+e6VC7aCXQHnJGr3jfS7NaNYDaPUZqKlWrQ1PH8hCkgU4gO7\nwpQOixBr3l9c9Qpedt5kWbY9KqBZyEOxWFT66ba2tpDJZFCpVMCybIOga2Vosh5+cN7Id7/XRQ85\nDj84b7VarelxyLKMbDZr6oy1wtWrV/HWW2/hxRdfbPpz6hJOALhy5QpOnjyJb3zjG/jiF7/o+H55\nGe+fkQEKehdclmXB83zbz03K2FKpFAqFAg4dOoSzZ89augOpHdLtBm6JN47jMDc3B57nMTg42FBS\n2mm6NW+tne1ub29jZmYGuVwOhw4dwvnz503LOwyRgVqJAXUzRESWjBehZqKtm2MC9BCF3QVcKwLO\nau8b0N1+N4Je31shpz+DTzsyoJiLgU00On+9UjrpVfEDeF+8Ac68/upRBmoEQahz6bRDk7X9dLFY\nzNb++Em8ef04SPqi148DcMZ5a4VPfvKT+PGPf4yf/exntt2zcDiM8+fPY2ZmxtF98gOBePM57bpe\nJOUvlUqhWCzi8OHDuHDhgq3Ftdtlk0D3HSiO45BKpbC2toaRkRGwLIs777yza9sn9HLPWzabxczM\nDLa3t23dDLALcd2a9bu5hXpMgBlEwNlJmrQi4FoVbk6XTua344robkpIBiQKVY6tE3BB6aQzeLln\nj9ww6qT4ZBgGg4ODdYtcWZZRqVTq+uk2NjbA8zwoimoYmJxIJJT0P71j8LpYIEmTXr0JQPBLvxtg\nLt5EUUQ+n3dsBq8sy/jUpz6FH/7wh3j++ecxNTVl+zlEUcT169fxoQ99yJF98hP+OCsDAOhfsFrt\neSNDkFOpFKrVKg4fPmwaGGEEEZBu3tHt1rBqjuMwMzOD9fV17Nu3D/fddx8kScLLL7/c8W3r0Ytp\nk7lcDjMzM9ja2sLBgwdx5swZR0Tbie99pe3nsIvTYwLM2MrHEY85N4LBCvlSBIJoTRQV8jvOGWOz\nfzC/3ZobXclFEBmoD1Vx233zsvgh++5V8eDW/lMUhWg0img0WjfKQJIkZZQBz/PIZrNYWlpCqVRC\nOBxuEHR9fX2+EG9B0mTvYSberAaKWOXq1at4+umn8aMf/Qj9/f1YXV0FAAwMDCAW27lOPPzww9i/\nfz+uXbsGAPibv/kbXLp0CceOHUM2m8Xf//3fY35+Hn/8x3/syD75iUC8+Ry7JYuSJGF1dRWpVAqi\nKGJqaqphnlYr+yDLsqtf6J12/wqFAlKpFNbX17F//37cf//9yhdUqVSCKIquiNdect7y+TxmZmaw\nsbFhqVeyVay4N9U8C4q9NZIjs1wMDNP8HCgXWUTj9kWhXfdNS02gUSrsngOyRFlz325C0TIquQiY\neO+5ql7Ey8IT6I7zZgd14IkaURQVl47jOKyvryOdTit9STRNI5VKKYKul0YZWMEPoSuA/5y3Ztfb\nXC4HmqYdG1X01FNPAQDe85731D3+rW99C5/4xCcAAJlMpu482d7exp/8yZ9gdXUVQ0NDuOuuu/DS\nSy/hjjvucGSf/IQ/zsoAAO05b5IkYWlpCel0WhnkuG/fPke+gN2O6if70AnxVigUMDMzgxs3bmBy\ncrJOtBHIMbtxIegF5039GjVLJW0bi+vOar41l6+dMQFOrokLuRj6BxpLIUnSZCeolRhHyk7bGdit\n7XvTo1dKJ3tFPNjFyZ4xN/DK/tM0jWQyqTvK4He/+x0qlQqq1SoymQx4nocsy4jH4w39dJFIpCeP\n1S8Duv3mvDVrd9ne3sbg4KBjotvKjaDnn3++7v+/8pWv4Ctf6X4FjRcJxJvPMet5E0URi4uLmJ2d\nBU3TOH78OCYmJhy9a0ai+mu1mitR/YDz4k09225ycrKpICGC7VYSb2Q0wxtvvIH19XXT16hdTj75\nNWBP/WPNwkq0rlsrYwJKuShgsIm+QWtBIa1iJOCMKHERxBL6M9vKRVb5byvum7JP+d2bFkKVtlQ6\nWcpHARvDuRVu9r0p2ysyde7bnf/313H9Y39u/3lvcbwifowgJYde3X+WZREOhxGNRnHs2DEAO+9J\nqVSqc+pWV1dRLBbBMIxuP13LgU8O4Rfx5jfnzaxs0umwkoDO4Y+zMgCAsfMmSVLDl6kgCFhYWMDc\n3BxYlsXtt9+O8fHxjl303E6cdEq8qUv/rAoSsphwywHr9nZ5nsfvfvc7yLIMhmF03UinEZPCjo4q\nMUCf8c2KVl034KZYswifrT/euA2h1WuUuOY3XFotnSw5NKKBomXIItUg4NzCy6WHXhdvXk7KJEiS\nVCe+KIpCPB5HPB6vG2UgiqIyyoAEpMzPz6NSqSASiTQIung83jVB5Rfx5ifnzWxUQDabxcDAgOc/\nP7cKgXjzOeQiUKvVQNM0arUaMpkM5ubmEI/HcerUKYyOjnb8A+t24iRN06hU9J0HK+RyOaRSKWxs\nbLRU+ufW8XdTvBWLRczMzGB1dRXj4+MAgJMnT3bl4keFb/a63BRuMh8GVGV+ci2Eas26cFOPCahk\nd8QLRbe+KC/eFHNxi46cekxA3eOqkkAn3TcrNCudVLtutpGpOvfNbt+bGjHHAjERiEr41a9+pZSX\nkch2P/ThdAOvLuD8EvZh5RhomkZ/fz/6+/vrHq/Vag2jDDiOgyRJDaMM+vr6bI8ysIJfxNut5LyR\nsskAb+CPszLAkFAoBJqmUSqVsLCwgPn5efT39+Ps2bPYs2dP1y7Sbou3VtMmSTLi5uZmW/1abpYv\nkrCYTi1qisUi0uk0lpeXMTExgfvuuw8sy2JlZaUrITV6JZPtIgohCJzzpUfFbEwRcHbGBBhhRcDV\nyta/5tstnVRjVDopiiFU+dYc0Lq+N03ppJb/+Z2X8b1z78bCwgI4joMsy3X9QuRPJ8ZTeFX8BM6b\n+7T7nRkOhzE0NFQX+S7LMsrlct0og/X1dRSLRWWUgXrgeLufC7+INz85b0HZpL8IxJuP0LtoEbfp\n1VdfxdDQEC5cuOBYFKwd2p0358T27YhHdZz9gQMH2k5GdEu8qvvtnBZvpVIJ6XQaS0tLGB8fx733\n3qukqpGwElEUO95/oS2ZlPn2t2dJuLW4RiQuXCTZugumxWpYSbvumxFSlUaohb5Bp5HDEqgSveO+\nYcf5BXb7hkjPUC6Xq4ts1wq6bpaY9RJeF2+3kvNmB4qiEIvFEIvFMDIyUrctdenl9vY2FhYWUC6X\nlc+FVthZ+Vz44X0Adq5fnerT7iaSJDWU42rJ5XKOzXgL6DyBePMZFEUpd9nS6TQWFxdBURSOHz/e\n0pBEp/BKz5t6cLSTcfZuOm+AsyJKfW6NjY3hypUrDfHCpM/PaNab45Sc+yoTsxGA6fx+l7NRRAfL\nbT9PIRdDONraZ4uElWgfI+6btt/NidTJSi4CitGURbZZOkn63uqISjj9vafw1n/+X+v6hsbGxpQf\nEQShLghiZWUFHMdBEAQl3U+9cI1Go6bCxg89b15FkiTPCk9CN2P2Q6GQcn6rUX8ueJ7H6uqq8rmI\nxWINgk5bkhw4b70FWfs0O5ZsNls3ozCgtwnEm88oFotIpVJYXl7G2NgYLl26hF//+tcdKQ2yQ687\nb9vb20ilUopoc2pwNMFN8eZUWEqlUkE6ncbCwgJGR0dx+fLlhn4L7bY7fcwn/umroJjdRYPiuqkF\nRiEMRHf3w2i+m5g1Funt9Ls1o5zduavbroirFiJg+605ak67b9WC8efEqHRSFqhGAWcRKyMDcNN9\no7SCTgPDMBgYGMDAwMDuvskyKpWKIug4jsPa2hqKxWLdYle9ePVLXwwpO/SqAJJl2fOOTy+4Vkaf\ni2q1WtdPt7m5CZ7nAaBulAHP84jFYp4vY/VLz5sgCEoLjRG5XA5Hjhzp4l4FtIP3z8qAOq5fv45o\nNFrnhlid9dZJeqHnTW/729vbmJmZQTab7YhoM9t+N1DPXGuFSqWC2dlZZDIZjIyM4NKlSw3ziTqx\nXUcoWHMbmwm3trGgUZxy4dzESulkJefw69yk743KMZAj9s8/iqIQjUYRjUYbSsy0g5VnZ2dRrVYR\njUYVMSeKIiRJ8uTCNXDe3KcXxJseFEUhEokgEonUOTSyLKNYLCqfjXw+j1wuh62tLaytrTUEpCQS\nCc8IIr84b2ZJk8CO8xaUTXoHb3yCAizzrne9q+GxXhBv4XBYuUPnBjRN14mnra0tpFIpZLNZHDp0\nCGfPnu2oO+mW80a23YpwrFarimgbHh7GPffcU3cn1oxuOG9WkKMm+1Dsja9BIuCsJE3qoee+GYWV\nmLlveuWUynM6NLDbaUjppByWQNV2XkOqEnJs5lsoFNJN9yNuBPmTzWZRLpfxwgsvOB4E0Wm8KDjV\nBM5b9yGBJ319fUpJ8vXr15FMJjE0NFQXkMLzPKrVKiKRSMPnIh6P99xx+8l5MzuOoOfNW3j/rAyo\nQ08kuO16kX1wu2xSFEVsbm4ilUohl8vh8OHDHRdthFYFlFPbtuOAVatVzM3NYX5+HkNDQ7j77rtb\nSqHqtPN28smvAc3eOguuG5ULQw7Xuw1yF/rdjChnowgnnEl7NN1WE4EGNB9yTmhWMkkgpZOmrpuD\nIwMAQGZlUNXOCxGWZTE8PKwEQa2trSGTyeCOO+5QBJ06CIJl2YaFa19fX08sXL0u3gLnrTcgPdbJ\nZLKhSqNardY52Nvb2+B5HpIkIR6PN9zwsNJn2in84ryZiTdZloO0SY8RiLdbgHA4jGKx6Oo+uC0g\nC4UCAOD111/H4cOHcf78+Y6nIKppdVSBE1h1/Wq1miLaBgYGcPHixbbuxHXabZRYGTDqm7Io3Nyi\nmTASshEwg9Z70uTa7uLCTu+b6fOWGFAGDpuR+2ZUOinouIYd73tzEbUbQWYeAjuLKLJo5Xm+bgaX\nOiCFLGAjkUjXF65eFj9+cd68Lhiaha6wLAuWZXVHGaj76dR9ptqyy0Qi0ZXrt5+cN7PXK5fLuZJE\nHtAa3j8rA0zplbLJbos3WZaxtbWFmZkZRbxdunSpachGp2h3SHi7224mogRBwPz8PGZnZ9Hf3+/Y\nOIlQKNS1nrdQMQQpfnNbgvni003hZgW7Ak6NVQEn8WGE+lr/XqjZSPgUHUwDxfaO26d+l+Vk/XdL\np0onrWIkgBiGweDgYN0dbvXCleM4FAoFrKysoFgsgmGYhnCURCLRscV94Ly5j1+cNzvnqHqUwejo\nqPI46TMlgm5rawuZTAaVSkVxsNXCzuooAyvIsnxLOW/ZbDZw3jxEIN58ht6FqxfEWzfLJrWi7fDh\nw7hw4QKef/551y7sDMO41vNnJN6IaJubm0MikcD58+cdjQruZM+btmRSEW4WcES4deE0akfAdQPZ\noDevvSdtUjq5bVyiGcruvKdiv0bEdal0sm6bNkM/jBauoijWxbWvra2B4zjUajXEYrEGUReLxdr+\nfvO6ePOD89bNUQGdwqlRAUZ9prVare6zsby8DJ7nlREfWqeulc8GufHoF+et2XHwPI9arRY4bx7C\n+2dlgCluz1gDulM2KcsyNjc3MTMzA57nFdFGygXcTnzslbJJQRCwsLCAdDqNeDyOs2fPYs+ePY4v\n2jrZ8yaxuwvkOtdNgzasJFSqX1Bo+9306NSYACu0KuCqhQiosPn5ZuS+STdHLjQrnUSZrhvB0Ayq\nGoKsM6LBUulkE9GmhS4wDQIOAOg8jQtf+ye8fvWPLT+X29A03dAzpBfXfuPGDfA8X1depl642ikv\n87p487rzJsuybwRoJx2rcDis62BXKpW6fjry2VCXMas/HyzLGp4vVmajeYVarWY6oBtA4Lx5iEC8\n+Yxedt4EQejI4kCWZWxsbCCVSimi7eLFiw13mtwODXFbOIqiqIi2aDSKM2fOYGRkpGOLHTfSJmku\nBDHaQ3HnDuyKkI2Aijt77shOljFq0Pa9SbnWA4GsuqRySAZ1s4+QyTIQButfLynSQ+dEGxjFtUuS\nhGKxqIi6zc1NzM/Po1Kp2Er28/qoAK8LH3Kzy8vHALjTt6ce8aH9bJRKJeWzkc1msbi4iHK5jHA4\n3ODSkbmNxAH1+nsBQBmubkQ2m0V/f78vXMZbheCdugVwO+kRgHLXx8kGYCLaZmZmUCwWDUUbwU3n\nzc3AklAohK2tLczPzyMSieD06dMYHR3t+B3qTjlvSsmkzbALOs9YctrchLLQr2cVuRAG1W/+uTfr\nfWvqvnWCm6WTrZa3yvSOgBP7ds49N0onu+3+qIeHq6nVanVjDLa3t8FxHGRZ1nXpvO5c+WH/Ae+7\nPb1U+kkc6b6+vrrHBUGo66dbW1tDOp1GrVZTRCCwkx7b19fXk6MMrGJWNpnNZjEwMODpz86tRiDe\nfIaR8yZJUsdLGZpBvjisDIs0Q5Zl3LhxA6lUCsViEVNTUzh48KDp895qZZOSJGFxcRGrq6sIhUI4\nffo0xsbGuvYF3WnnLVTcuZCSkkmaM76w0nlr55ybYwKaIedYUAONIwTUSZPdROZuCiuT0km162an\ndNKJvkSaDykCjnD2W9/Er/7oT9t+7mb0knsVDocxNDTUkOxHnAiO45DL5bC0tIRSqQSapiHLMqan\np+ucCK+IicB5cx8yoL7XzxmGYTAwMNAwu5SUJd+4cQOFQgGZTAY8zys3PLROnRuJsHYxS5sMxJv3\nCMTbLQD50NZqNde+UCmKart0kIi2mZkZlMtlTE1N4cCBA5bFoNtx/d0SjpIkYWlpCalUCgzDYM+e\nPWBZti6yvBt0ynmjJIAuU5B11jd6JZNWhVu3sDI/Tff3DARc099pwX0j/W7tYDQyoJOoSycJTJaG\nMLizH1JERqgSLE4oikI8Hkc8HleGKgM7C7zl5WVkMhnIsozV1VVwHKeEQGij2t2cv2WE1503URRB\nUZTnjwHwrntI5jaKoohcLoe7775bueFBXLp8Pl+XCKtXetnNUURmWHHeggHd3qK3VjUBHSEUCrna\nc0VoNTilXdFG8HvZpCRJWF5eRiqVQigUwokTJzAxMYF0Ou1K0mUoFHL89T755Nd0gx6NXLdeE27t\n0oqAc2S7LZROSjqz3awQ2g5DdigkRg53v2TSqzAMg3g8jnA4jNtuuw3AbgiEejbd+vq6Mn9LW3aZ\nSCRc7Zvxg/Pm5f0HvC/eCOpKJfUND20iLOk15TgOGxsbmJubQ7VaRSQS0RV1bry/ZuItl8s1OJAB\nvY2/VjYBhnfseiW0xM4+yLKM9fV1pFIpVCoVRbS1elHohbLJTgS2SJKElZUVpFIpAMDx48exd+9e\nZTtuBIcAO8dcrXZGaKhdNyPhFtIs2tvtdwtt37yT2uTtk4bc/YzpoXXf2g0rUUomCUalk6XGz6lR\n6SSBvMaUSLUl4GQaoG7uEl0MQVSlkXajdNLLzol639UhECMjI8rjZP4WEXTqRWs0Gm0QdLFYrCuL\nVq8PuPaLeAuFQp7+DADmggfYucYZjTJQJ8IuLS2B53lIkqSM+VALOifGfBghy7Jpu0rgvHmPQLz5\nEIqiGvoueiG0xKp4kmUZa2trSKVSqFarbYs2gpvuI8MwkGXZ0cWFLMuKaJMkCUePHsW+ffsaLv5u\njSnohGikHKzCtCLm7Dp3isBD54ScJfetXH8OWCmfdKJcUk2oRkGyKJgtjQxoAyLgulE62Us9b3ax\nenPJaP6WdowB6RcCoBuQwrKtJ5Ea7b+XxY8fxJvXBTShnYwAo17Tcrlcd9ND7WLr9dM58fkgPYhm\nzlswJsBbBOLtFqEXnDezskki2mZmZlCr1RwTbQSGYVAulx15LruQY3AiNEb9OgmCgKNHj2L//v2G\nF323xJvTPW/nv/AkoJkhbiTmwoUQxBbj4Zns7teiXl+dVUJbO2KobRFX04l0z7FAvMs9ZR1OnVQL\n31bR63uTwzKoWv1jdz3xT3jt096Z+dYt2q0MIP1C6mG/JKqdLFq3t7exsLCAcrkMlmUbBF07pWVe\n73nzg/DppaTJdrDivNmBoijEYjHEYrEGF1s95mNra0v5fITDYd3Ph51zhKy5zMTbsWPHWj+4gK4T\niDcfoue89YJ4M3L/SHN8KpVCrVbDkSNHMDk56fhFzM2ySXIxEwSh5btpWtFGXiezC6VfnLdasvm/\ntzvfjcnSkBnnFx1ElJiJOLtjAkI5BtKA9fPZivsWKtKQmohCw5JLTelkyKZjyWQZyA6vWdWlk0Bj\n+WRAI50o61a7CtqAFPVA5eXlZXAcB0mSdANSrKT6Bc6b+7iZau0kTo41aobRmA/t50MdIGRUeql3\n7giCAJqmm55X2Ww2cN48RiDebhFaDQtxEq14Uos2O2Kkne27lTZJUVTL2yeBLdPT06hWq7bFbadS\nH93arpkbFi7YP392hFtny92IiBNtCC6nabffLcTTkKLW31O90kmjvjdKRJ2Aa7fvTY9wbmeIe6cH\nuXvV/elmyadeVLu2tIwsWkmqn54LoV5ge138eH3/Af+IN7PB1p3G6POhLU3e2NhAsVgEAOWmh/oz\nYmU8U1A26T0C8eZD9BYOvdDzRtw/da+WKIodF20EN503wL4DRoaQT09Po1wu48iRIy2VkbrV6+e0\n86YVAWGOghDXPGZTuDHZ7i4yKAlgthkIQ868H3bdtxBHQ0o0f0/M3DenUZepOoFe6aQenSqdvBV6\n3jqFUWmZKIoNvUJkoLLahSiXy8o1xosC2g8lh34Rb91y3uxAURQikQgikQj27NntIdCWJuvNbvzt\nb39bJ+zUxxYElniP3jozAzpGOBxW7s64BU3T2NzcxIsvvghRFE17tZymF8Sb1cCWzc1NTE9Po1gs\nKqKt1QuJH5y30195EjBpiWom3PTCSbot3Oq2vb3zXjoh4hoEXNmlxd/N0km7JZPdgPS9SeGdGYGd\ndt68Sq+KHpqmkUwmkUzu1k7ruRCkdyiTyTSUXSYSiZ6avaVH4Lz1DqTc0AsYlSaLoohMJoPV1VWE\nQiGsr69jdnYWr776Kr72ta/h2LFjOHHiBIAdAVetVtsOSbl27Rp+8IMf4De/+Q1isRiuXLmCxx9/\nXNmOEd///vfxuc99DnNzczh+/Dgef/xxfOhDH2prX/xM711lA9pG7+LrZs8bibKfn5+HIAg4efJk\nV0UbwW3xZlY2Kcsytra2MD09DZ7nMTU1hYMHD7Z9988vPW8AwBQp1BIywlzzBaZZWEk4F4LUysvq\n8LrWSRfOKlbct6a/Xw4Zl06WGxc7zUonzVw3J0cGaAkEXCO9Kt700HMhXn/9dUxMTCCZTNYFQGQy\nGVQqFUQikQZRF4/He0Yw+UG8+SF0BehN580uNE0jHA4jHo/j+PHjyuMnT57E8ePH8eabb+Kdd97B\n6uoqrl69ij/7sz/DiRMncOedd9b9OXTokOVtvvDCC7h69SruvvtuCIKARx99FO973/vwzjvvoK+v\nT/d3XnrpJXzsYx/DtWvX8OCDD+Lpp5/GRz/6Ubz++us4ffp026+DH/H2mRlgGTfEm3r+mCzLGBsb\nQ6FQwIEDB7q6HwS3B5U3E1FEtBUKBUxNTeHixYuOXTg6OWPObLvtOm/5fB7T09O6/6YtmbSKVeHW\nTtKkHZhtBmJ/eyLXbvmk7nMU6bq/a0snQ7yzCzKq2vgCa/veOgVx3zpVOukVAaTFS+JNDxJYohcA\noZ29tbi4qMzeUse0kz8sy3b9tfCD8PFD6SfgLwdRu5bYs2cPHnzwQTz44IOo1WrYs2cPZmdnIUkS\nrl+/juvXr+ONN97Ad77zHZRKJaTTacvbe/bZZ+v+/9vf/jbGxsbw2muv4YEHHtD9nSeeeAIf+MAH\n8NnPfhYA8MUvfhHPPfccvvrVr+LrX/+6zSO+NQjE2y1CNwNLJEnC8vKy8oE/cuQI9u3bh83NTWSz\n2a7sgx4Mw0CSJNfubuo5f9vb25iZmUEul8OhQ4dw4cIFx0t7yAWo2wuDdhw/juMwMzOD9fV1fObt\nGYRqOw6OEc3+TU0416X33aaupAu0voDTGRMA6B+vHQHXrvtmBFMIQbI4oiGcoy3PgbNLs5EBUhgI\n1YBwYefvjm/bwz1vgHeFJ9A8bdJo9pa6Vyifz2N5eRmlUkmJadfOp+vkd6gfnDc/ix4vIghC0zUF\nWZPt2bMH/f39OHLkCD7ykY8o/95u9UwulwOAuvEhWl5++WV85jOfqXvs/e9/P5555pm2tu1nvH9m\nBiQ7Q0AAACAASURBVDTgVmAJEW2pVAoUReHo0aPYu3evcjFyOzSFfBG7dWdQLWay2SxmZmawvb2N\nw4cP4+zZs44PrFVvF+j+RTUUCtl23orFImZmZrC6uor9+/fv3Kl7e6buZ7Qlk2GOghhp/rxUjQJT\n7N1FKSVSYLIMhME2b7A42O/WLLikaemk3s8bDOy2M8jbDDYbqhPNtYHmz0tEXDDzbRevO292xQ9F\nUYjH44jH4xgdHVUeVwekaGPa9cYYRKNRR143P7hWfhFvfjkOs/FE2WwWLMsiHo/r/ns7r4EkSXjk\nkUdw7733Ni1/XF1dxfj4eN1j4+PjWF1dbXnbficQb7cInSyblCQJS0tLSKfToCgKx44dqxNt6n1w\nu2wRML8T1cnt8zyP1157DVtbWzh48CDOnDnTMdFGIO9Dt/veiHizsiAsl8tIpVJYWlrCxMQE7rvv\nPsTjcZz/wpOgI+2XMJoJt06PCbBKuwIuVAlBiuiLqpBbQSY2sTMygM0aHxO7vfOe15K98d56Aa+L\nN6f23ywghfxZX19HsVisK9VUizq7zo1fnLdOX9M6jSzLngosaQa54WAEmfHWifPu6tWreOutt/Di\niy86/ty3OoF48yFGgSWSJDl6N4mItlQqBZqmcfz4cezdu9fw4kkCO9y6QJFZa24IyHw+j62tLZTL\nZRw6dAinT59GJGJiFzkERVGuhJZYKdesVqtIp9PIZDIYHR3FlStX6npVJJOXyCy4BADYXGfK4+xC\nWTSq2hFwoQpl+popP6sqnVT3u+n+rE6/m9Z9Y26mfe7sg1lgTPvfQbrCjYLivsmhndc8nKdAiUB1\naHefiOsG7P7XSbwqgLxe8tnJa0uzmHaScknmbs3NzaFarSIajTYIOqNhyuS5ej0R0wy/9O0B8EXZ\npNmct2w2WzdLzik++clP4sc//jF+9rOfYXJysunPTkxMYG1tre6xtbU1TExMOL5ffsH7Z2aAJcgF\noVartf3FKkkSFhcXkU6nQdM0brvttqaijUC+QMxs/E7SbfFWKBQwMzODGzduIJFIYGhoCLfffnvX\ntk9wQ7ypHT/tOVer1TA3N4e5uTkMDw/j0qVLdXe51ei5bs3CStRJk70i3OzCZBkIfa2FvTB5GkLS\nmffayZlvTpZONnPcDH9nm0KtPsOiI6WTXhZAXnfeJEnq+v4bBaRUq9W60stMJgOe5wHAMCDFL86b\nX8Sb148DMO/dIwO6nfrcyLKMT33qU/jhD3+I559/HlNTU6a/c/nyZfz0pz/FI488ojz23HPP4fLl\ny47skx8JxJsP0fsQhkKhttMW1aKNYRicOHECExMTlj/0NE2DoqhbQrypAzcmJyfxwAMPYHl5GYVC\noePb1qMTsf1mqJ03giAImJ+fx+zsLJLJJC5evGg4HPT8F54EDFwkq46bHi2NCAAcHxNgBsOHOi7g\nrA7tdpJWXDd16SS7HbL9XpCRAWEODQIuYBevi7dmgSXdhmVZsCzbEJBSLBYVUZfNZrG4uIhyuQyW\nZSHLMvr6+uocu145Hqv4oW9PEASEQiHPHwdgLt5I2aRTXL16FU8//TR+9KMfob+/X+lbGxgYQCwW\nAwA8/PDD2L9/P65duwYA+PSnP413v/vd+PKXv4wPf/jD+O53v4tf/OIX+OY3v+nYfvmNQLz5FIqi\nGu4At9r3JoqiItrC4bBt0abeJ7dnrXV6XADHcUilUlhbW8P+/ftx//33K19Ybs1bA8xnzHUCiqJA\nURREUYQoilhYWEA6nUYsFsP58+frSo/0sFr+pw0roSsU6HKLO91DhASAzYVQHejsgPV2xBkpnWQ0\nA9KNSietpoIajQxgt29uR0bLYprNAVVNlVCoBtzz+D/h//s/bu3gEq+LNzecNztQFKU7TFkQBPA8\nj9/85jeQZRnLy8vgOA6SJCEejze4dJFIpGeP0y/Om9ePgWAlbdJJ8fbUU08BAN7znvfUPf6tb30L\nn/jEJwAAmUymThhfuXIFTz/9NB577DE8+uijOH78OJ555plgxlsTAvF2C2E37VEr2k6ePInx8fG2\nLhq9kDjZCRGjTknct2+fErihxk3x5obzRra7vLyMxcVFsCyL06dPY3R01PY5RJcAMWbxZx0Qbm0F\npDhcNacVcFYFkNp9axpWIgFo8s8MR0Hoc+ag6KLx6AOz0klFuJmh0/emRqZ3BJxw8+NJSicpB7+W\nenVhbYbXxVsvOW92YBgGAwMDYFkW4+Pj2LdvH2RZRrlcbki9LBaLYBimQdD19fX1RI+WH4SPX8YE\nkOAVM+fNqPql1W2a8fzzzzc89tBDD+Ghhx5ybD/8jvfPzgDLWHXeiEsyOzsLlmUdEW3qfXDTeXPa\n+SsWi0ilUlhZWcHevXt1RVuntm2HbgtHcvdYFEUsLS3h9ttvt+XWkpJJPRHF8MZCLpwHJI8FnVGi\nlRLQzjlwTJGCkGhdnNlJsQzV0FIPIpul2k4cJaWTBKa4K+CcxMs9b4B3hSfQ+86bGeqeN4qiEIvF\nEIvFMDIyovyMKIp1ASnr6+tIp9Oo1WpKuaX6TywW6+pr4gfx5odjAKCkPZv1vKld4ABvEIg3n9JK\n2aRWtN1xxx0YGxtz9Ivf7bJJp7ZfKpWQSqWwvLyMiYkJ3Hvvvejr62v6O246b93atizLWFtbw/T0\ntJKcduedd5qWSGpRl0xqXTerDpxVemVMQLuEKjrzHS32vjFccwHH8PbdNyupk80gpZNsdue4KEkj\n5tsonSSoSyjFaFA66WXnTZZlzzpvBCuBJTRNo7+/H/39/XWPa8cYbGxsgOd5UBTVkHiZSCQ6lmrp\nh7RJvzhvZK3T7P3I5XI4ceJEt3YpwCG8f3YGWMbI9RIEQRFt0Wi0I6KN0Atlk+2It3K5jHQ6jcXF\nRYyNjTVE23dy2+3QafEmyzI2NjYwPT2NSqWCo0ePYnJyEv/xH/9he1A3gS4BgkYP23Xd2kmajGzX\nn/+ywcdBHUFvhNUxAc1gc6GmKZtGdHq+W7hAQYya71c418VFtap0Ug/iwqlHBgA7pZNeFjDt4uVj\nJzcrvbr/QHujDliWxfDwMIaHh+uer1QqKYJua2sLmUwGlUoFkUikQdTF4/G2xa8fAkv84ryRdPFm\n74fTPW8B3SEQbz5F7wKmFU5a0dZqP5IdesF5q1Qqtn+vXC5jdnYWCwsLGBsbw+XLlxvufJrhtvPW\nqogyY3NzE9PT0+B5HkeOHMHBgweVC18r2z3/hSdB3/wVutT8Z0OVncCScL6VPW+ECDY7JXqsSuRZ\nEXLtwBQp2wIuVKUgsea/o+e+MapUz1bcN939MSid1Ot7I65bO+j1vanRlk9e+j//GV/7vXPKgra/\nv992P5FXBYSXnSsi3ry6/4DzrlUoFFICUsbHx5XHa7VaXS/d4uIieJ6HJEmGYwysnNOyLAfOWw9h\n5ThyuVyd4A/wBt4/OwMsEw6HUSwWIQgCMpkMZmdnEY/HuyLa1Pvgtngjs3asUKlUMDs7qwyRbkW0\nETqddNntbWezWUxPTyOXy2FqagoXL15suFC0E5SiFVCMwdtmR7jpjQnQOmztQIRcdbBzIi6cp1BL\nWn9+utL5PkC6rO++tVM6yWaphsTJhtJJm2j73ghEwInRncCbyclJ3YHL/f39dYvaaDTa8L3p5Z43\nL+87uUnkVeEMdHbIuJpwOIzBwcE6x4UEpBBBl8/nsby8jFKphHA4rBuQohVpfpmP5hfnzUy8ybKM\nXC7naGBJQHcIxJtPMZr1lsvl8MILLyAej+PMmTMYGRnp6sWuVefLKay6X9VqVRFtw8PDuOeeezAw\nMGD6e81gGEa5M9ntu8NOOm/5fB7T09PY2trCoUOHcO7cOcP+iVa2q+eSGAm3dolk9SPptRiVTBqh\ndoxaEXIhA51Ntai/wwUKtf7G/WCK9Qdm1vum97yWfq7FkkmjkQEKDvS9aUsnAWBiYqLu/7X9RDdu\n3ADP83UDmsmfTjnc3cAPZZNedt7cLDlUB6SMjo7W7ZM28ZLjOAiC0DDGgMxv9brwEUXRN86bWW9j\nUDbpTbx/dgaYQgYjp9NpAMC5c+e6LtoIDMOA47iub1e9/WYOVLVaxdzcHObn5zE0NIS7777bsS82\nckFz4wJN03Tbolk9ePzAgQM4ffo0IpHmw9jsOm/nv/Bkw1pcLeacCiuJZI3/rd1UQy1s1p5TZgW7\n7htgLODs0GpwScNjJqWTTpRLWhkZYJQ+ee/n/wn/8Te7wSVG/UTqRa069Y+maVy/ft3Upes1vCze\nAuetM9A0jWQyiWQyqTwmy3LDDY319XUUi0UAwOuvv97g0nUqIKUTCIKgzGf1MoHz5l8C8eZTKIpC\nrVZDJpPB3Nwc+vr6cOTIESwvL9fdVes2vVA2qbf9Wq2Gubk5zM3NYXBwEBcvXnT8C42INyt3w5ym\nnX479TiEffv24YEHHkA0GrW8XTtOBF2xHjISzjcO6DajmWjrJESMaF04K2MCjFALOD2B1G2MSid7\nDaPSSQBg84DI7vz5nwb+S8O//yD3L8rfQ6FQQ+qfLMtIp9PI5XJIJpN1i1qaphtcOr3SMzfxsngj\n++7l/e9F8aYHRVGIRCKIRCJ1ScL5fB6//OUvdcuOSUCKdoxBLx6vX5y3Wq3W9DgKhQJEUQzEmwfx\n/tkZoMv29jZeeeUV9Pf34+zZs9izZw+y2SwymYyr+9ULgSXq7QuCoIi2ZDKJu+66q2PNuxRFuRZa\n0sp21cmaExMTTWfYGdFqz5uZ+6XX52bW18XmGkvwrJRMOgmbpRzth7PrwFlx30jppDqspO7fbbpv\n4Txlq+dO67ppSyfb7XvTQ690cu3TVzD+xEt1j5kJOvIZj0QiOHTo0O7za1w6bemZdlEbiURcESFe\nFm9eET5GkLLPXhLzdpFlGTRN65Ydq8//TCaj9J7rnf+k/NItBEHw9PtAsDKgm6KooGzSgwTizack\nk0mcP38ew8PDysXY6pDuTtIrowJIKenc3BwSiQTOnz9vexZZK3hBvFWrVaTTaSWkxc44BL3tWnXe\nLj76pK1ofzPXjTwXm7P+nJ1AW65n5MK1SidcNyPhpkav382O+2ZYOinoB8sY0kbfm9aFkxiAru44\nb1bRE3SANZeuWq2iUCjUibpisQiGYeoWs/39/YjH411ZUHpVvHlZeAK7ZZ9eFqBGQR8sy4Jl2TqH\nR5blujEG2WwWi4uLKJfLCIfDDYKuW+c/OQ4/OG+CIDRtbcjlcujv7/eFUL3V8P7ZGaALwzANYiQc\nDkOSJFeTlNwumyTlpC+88AL6+voUV7JbF323nEcr4k1dOupUSEs7aZMAEOYBQdN6YDVdMlTb6WPq\nVSKbFKoO3PCkK8ZCltZpcyTumzasxA4Mb+93Q1VriZeOC22Tvrdm2BFwelhx6Ujp2cjIyO52dQIi\nZmZmIIqioUvh1PeXlwWQ1503P4s3PSiKQjweRzwex9jYmPK4IAh15//y8jJ4nocoiojFYl1xqf3k\nvPX19Rn+exBW4l0C8XYLQfqsSEO9G7glXkRRRCaTUUJb7rzzzq6NR1DTi86b2oXs7+93tN+Ppmnb\nTitTAmo3rzetCjegUbh1u0TSCmwWlgVcs6RJNg9Uk8b/7hbhvDOfr1ZLJyPbqBvWTclAZbB53xuw\n677plU62gxWXziggolKpgOM4FAoFFAoFrKysoFgs6roUfX19LYkAL4s3L+87sBuz7/VjaHdtwTAM\nBgYG6m4cqs9/8mdtbU3pJdUbY9COc+Yn561Zf30ul8Pg4KCnz7lbFe+fnQG6GI0KcHPWGLDzxdxN\n908URWUQeSQSwalTp/DGG2+49oXl1uuvJ97Ia5NOpxGLxXDu3Lm6MlsnsOq8qUsmiXDTum7anqRm\nsHmbpXdNsDsmwC5aAWc0JsBJwoXGGWpqmJvD0bXi2Qqtlk625bppSicj28Y/SkJrqppxjaTvTWJ2\n3gO2YD8Qp1WsuHTRaBTRaLTBpVMvaJeXl8FxHCRJUlw6MmS8v7/ftJfIywJIkiTP7juw6xx6+Rg6\ndV1vdv4Xi8W6xMvZ2VllLqNeQIqV19dPzlszEbq9vR04bx4lEG8+hqKohqGrbveckbtAnf5ylCQJ\ni4uLSKVSYFkWd9xxh1KaQVEUBEFwpSmaYRhXnDe1iJIkCUtLS0ilUgiHwx0d0m6n540IhppxlYcl\nWBvunBangzCM0Lo+dhw4LaQ0spvuG8PbH9tgtXQSaKHv7Sa6ok1dOkntuG+AsYgjiJGd19Zp980q\nVl06PZdCPWw5l8thaWkJpVIJLMvq9hIRl87LQ7plWfZ0yaHXyz6BnWPopuihabqhlxRonMu4sbGh\njDHQunSJRKLOnZJl2TfOm1naZFA26V28f3YG2MLt0JJQKIRQKGTaSNsqamHCMAxOnjyJ8fHxOmHi\nZuKlW2WT5JiXl5cxMzMDADhx4gQmJiY6eqe3lZ63cBsDudsRbm7D3hQTQmvZMDvPYUPAMTwgtCGU\n6ZKxgKPLFEJV68/lRK9bM7dND1I6yRZ2/lvxyBrGikunN2xZ20u0uLgInuchSZKyoC0Wi4jFYqhW\nq64n/tnF6+LH6/sPuDtkXI3RXEZ1QMrW1hYymQwqlUrdTQ0y383LDijBzHkjZZMB3iMQbz5Gz3lz\nW7wBnXH/JEnC8vIyUqkUQqFQU2Hitnjr9rZlWcbW1hZEUcT09DSOHj2Kffv2deUia8V5u+d/fxI0\nmvekhbn6Eja9cja7wq0Xe+CcRC+sRPm3srXnYEqtlU7aIVQzTp5U06zvLbKN/5+9d49yo77P/58Z\njS57kddeX3bX9tpeY2wuttc3MGtzTWkIJ23q5JyW5NuTQqCnvzRcQwiFkAYoTeCU0IQ0STkhpIQQ\n0tAmkJKkCYQAroNNYgIBAralvXht78Xe9a5Wd83l8/tDmtmZ0VylkbRafV7ncPBKI81odyR9nnne\n7+ddcuKkTHB61vWVSyeB/O9x8u92YfG3qu++OcWJS2fWS6Re0E5OTmJ8fBzHjx8vcunC4fCcncsF\n1HfJJ1B916oS1DIMzQ6WZdHS0oKWlhZ0dHQot/M8XxSQAgCvvvpqxQOCKgkhxNGoADrjrT6h4q3B\nmCvizSsBI0kSRkdH0d/fDwA488wz0dXVZfnhWkvxVs2ySUIIJiYmEIlEkMnkV+u7d++uajmIU+fN\nSEjJosGfsN8PpxMjXvW7lYubdEOZckoogbnjvhlhVDpp5ro5LZ1UHDcPRgb4k9qyXbl0stICtlI4\ncenUiX/T09Po6urC0qVLNWVnx48fRyKRfyPalZ3Vinp3rur9+IG5Ld7M8Pv9WLhwoeJAJZNJ/Pa3\nv8UFF1ygnP8zMzNKQJB+jIcckDLXXrf8vWvnvK1YsaJah0TxkDmyxKFUi1pH9Xt1DIQQjI6OIhqN\nghCCdevWoaury9GXXy1DW6pVNnn69GkcOXIEyWQSa9euRVdXF15++eWq97TYOW87P/NNR89jFRwR\nmHHeS1UvlCvgrFw3O+TeQ/XPavHCOShr9Vcp7MNxqaRJ35tR6mQwBmR1EzIC8frtBdNj5dLJ7hXH\ncZoFLaB16eLxOKamppSys2AwaNhLV02Hot4DS+ZKyWE5iKJYkXaIaiKKIvx+v2HpsdEYj0QiAUEQ\nDMcYhEKhmp2T8hqHlk3OT6h4m8eYlQzOBeet1GMghGjmHq1bt851CWCtnbdstoyVtQ3T09OIRCKI\nxWJYs2YNduzYoSR8ArNfTNWinDlvThw3p6WS9VIiqU6aVAs4qzEBRljNftNTrvvmxTEA7ksnZeHm\ndciMxOUFnMaBCzCYurYPi76z39udzSHcunQyPM9rXLrh4WEkk3mFX02XjgaW1J75UPppFaZmNsZD\nH5By6tQpJJNJpVRT79JV4ztYLpm0Eo80sKR+oeKtwfD7/UrqUq0oRTwRQjA+Po5oNApBELB27Vqs\nXLmypC+7WiU+ApVz3uLxOCKRCCYnJ7F69Wr09vZqAgfkCGqnyY9e4SZt0i3VCCep9JgAOwLTAG8R\nYGLlsPnjAG+SpOgWq963ckon7YJKzEonTR03D0onZeQSSrl0shGxE3RA/jtl0aJFmt4Zq3CIciLc\nrah3520+iLd6LJvU4zZpkmEYBINBBINBLF68WLldkiTNGIPJyUkcPXrU1Kn2up/ULmkSoM5bPUPF\n2zzG6ItsLvS8uSmbJITg5MmTiEajyOVyWLt2Lbq7u8v6kJtPgSWJRALRaBQnT55Ed3c3Lr74YtOy\nlVokXVo5b7tu/CYQmHVS3IRjVEK41WpMgB3+hLWAc4tRWIlT981pyeScxKR00g1zPbikGjgJR7EK\nh5AXs/F4HBMTE6YORWtrq6tF9Hxw3uaD8KnnvwHg3RgjlmWV81iN3qk+duwYEokECCGG74FSU1/t\nwkoIIZientYkclLqByreGoy50PPmpGySEIJTp04hGo0ik8koos2LD9Val016IaBSqRT6+/sxOjqK\n5cuX46KLLlIijs2ohXizct5E3XeSWrhZCRy9C+JVv5sc1a/B5EJ+tWPl3fbAyTH9bt03fb+b0/vM\n3Der0kkj181J6aTbkQB2GPW9yWmT/uSs8ycGGPhy86f3zWvKcenUDsXExASGhoaKBi2Hw2HLPiLq\nvNWeRnTe3GL0HtCnvqpnM/r9fsN+Urvfs514A4CZmRmaNlmnUPE2j5mrzhvHcaalm3JCYjQaRTqd\nRk9PD1atWuXpFwLHcUinLVaiFaRcAZXJZDAwMIDjx4+js7MTu3fvRkuLs4aluea8AQCXIeBbGMeu\nWyBeLPr0OE2a1Is1N85bUPfYaoi5ckNM7OCSAKq0dnQzA06N/HtX/63UIwPKxUjIcRkCITT7WRr/\nf30IPzV/e9+8xKlLZ+RQGA1all06/WK2tbW17p23+eBazQfx5pXz5gazflL9bMbR0VEkEgmIolgU\nkNLS0qK5sGEn3nK5HFKpFBVvdQoVbw3GXAks0Ttf8iyySCSCZDKpiLZKXAGrddpkKfvO5XIYGBjA\nsWPHsGTJEvT19SEcdtfQVCvnjRBSNINJKZlkDS4wJLWLZa9TCwMx70skZTcoq/oeLGVMgB2lCDgv\ne9+c7MtrnI4MUCij780MWcCJAVXtJaVknLh0ZoOWU6kU4vE4EokETp48iYGBAaW/h+M4DA4Ozom0\nP7dQ521uUGnnzQ1msxmz2azmwsb4+DhSqZTmwkYmk7Gc9TY1lf/Soj1v9cncOEMpFWGuOm/6Y5BF\nWzweR09Pj5KQWCnqqWyS53kMDQ1haGgIixYtwvnnn6/5IHdDrZw3oPgLkZEIuExevKnL8fxJ84Vx\noAxhwIjO0ivLxUjElYvbpEkjnAo4q943rmCWCyHj+30mZrZR6WRgxr48Uo/e7SwJFyMD5NJJiWPA\nCtrzMvbxPrR9j7pvXlKOS5fNZpV5lqlUCidPnkQqlYLP50NLS4tScjlXZ3IB80O8zYe+vVo4b25g\nGAahUAihUAhLlixRbpckSePSJRIJ8DyPvXv3KuXH8jpr69at4DgOoVDItt2CMjeh4q3B8Pv9kCSp\npl8UsniamppCJBLBzMwM1qxZg23btlUlQrfWgSVOBJQgCBgeHlauIu/YsaPs8oZaOW8ANH1vu278\nZpExwkjmdkk5og2ojmjTE5zKO29uRBzr8JSU3bdSEhCNwkpqhVl/m9HteuGmL5X0snTSDC5DwPJ5\nIcrWJqy2IXHi0slpf4FAAOvXrwdQvJgdHx9Hf38/eJ5Hc3NzUdllMBisqUs3H4TPfCn9rMdZdSzL\nIhwOKxU5PM+jqakJK1asUN4DR44cwY9+9CMMDQ0BAEKhEK677jr09vZi8+bN2Lx5s0YQumHv3r14\n8MEH8frrr2N0dBTPPPMM9uzZY7r9yy+/jMsuu6zo9tHRUXR2dpZ0DI0EFW8NhiyOeJ6v2QdUJpNB\nMpnEwYMHsWbNGmzdurWqs8dqOSpA3re+jFBGFEUcO3YMAwMDaGpqQm9vLxYvXuzJoqLWzpsdsuum\nLpksB3nB76rkTo0Hh1EJJw7ICzg38fxA3n2zcrusAkm8pJSkUPV8N0d4ODJAjy9r7j5SqoOZS/cv\nr39O+bd+MQvMzuSSyy7lQcupVAocxxUJumq6dJIkVfV70GsIIfOibHKuO29Okcsl1eXHd955J+68\n807kcjk8+eST+OpXv4rly5fjpZdewsMPP4yhoSF0dXVh8+bNuPbaa/FXf/VXjveXTCbR29uLa6+9\nFh/5yEccP+7w4cOauXnqnj+KOVS8zWOMFvwsy8Ln89VEvMViMUSjUUxOTgIALrnkkpJjcMuh1s4b\nUFxGKEkSTpw4gf7+fvj9fmzcuBFLly719EpwLcQbwzBgWVbjvPlyBBJn3O9mhz6sxChpspTyukq7\nNrKIyy2w3s4NZqWQpYaByNiNDeAyxuLFXxgjYNSj6HZgtxq7WXCuKWFkgFHpJA0umXvcvv1LRbfp\nB43LLp3aYRBFUePSjY2NKcEQzc3NSoS7XH4ZCAQ8d+nqvWxS/oyvd+Ezl3reysEqsCQQCChjPL74\nxS8qt8diMbzzzjt46623XI8QuPLKK3HllVe6Ps5ly5bRvrsSqP8zlGIJwzAgRLvoqHZoyczMjCLa\nuru7ccYZZ+DAgQM1u8o4F8Sb/MFKCMHo6Cii0SgAYMOGDejs7KxI+U4txJt+vxf9f99w5YT5XAqR\nQIyA+Kpc+uQivyI4Xf0xA2q8nhlXLm5KJ/V4USqpFm5WfW/Kz/78sQHUfasXnPTS+Xw+LFiwQOMA\nGAVDyC6dUXx7S0tLWeKr3ssm5c/4en4NwPxz3syYnp4uEk1tbW3YvXs3du/eXenDU9iyZQuy2Sw2\nbtyIe+65p6r7rmeoeGtAqhVaEo/HEY1GcerUKc0A6VwuvyKv1RUuOfHRrHSxkrAsC5ZlIQgCxsfH\nEYlEIAgC1q1bh+XLl1f0yqtdbH8l92s2682KQIIU0v0cbu9QuFVrGLcZXgq4SiVJ6t03TjfZOg/u\nGwAAIABJREFUw8x9A8xdNl/WfZ+e2nWzK510KuaCU0Trtqn+LSeE5sLW55H8Gqn7Vr/Y9dKZBUPI\nLp1cejkyMoJEIgFJkkx76ZxQ7/1i8ndLPb8GoDGcNyDvstXS8erq6sIjjzyCHTt2IJvN4tvf/jYu\nvfRSvPbaa9i2bVvNjqteqP8zlGKJkfNWafGWSCQQjUZx8uRJrFy5EhdffDFCodmVnvyB4mSIZCWQ\n91mLD2lZML7xxhsQBEEZPl6NL7xajUiQReOl13wdCOYXxVw6P98NkMNKtAQSzu2sQGzuRbfbjQmQ\nSzvtRJyTpEmnAk4WTkbuW7n9bnLJ5JxC1fcWnLI4RwzS/wNxAkYiyLbNvi/l0knZfQvMEEguLi5Q\n5j7luHSZTEZx6GZmZjAyMqIZsqxOvGxubi76zJ8PZZM+n69uRjOYMZ+cN6vqpunp6ZrOeNuwYQM2\nbNig/Lxr1y709/fjK1/5Cr73ve/V7LjqBSreGpBKibdEIoH+/n6Mj49jxYoVuOiiiwxjaNV9d2pR\nVy1qJR7lkQiiKKK9vR1nnXVWVb8kfD4fstkSIgo92K8kSRCDjFIyybcYL1KcJi7KzEXh5gbZhXP7\nuvXbu3XgnJRPltr75hazEsnQZBlhMyqMhJtZrxthtcI7GJNMz1UxyMCXJdR9awCcuHRNTU1oamrC\n0qVLldv1Q5ZPnDihuHRyH538nyAIdS3e6t05lJkPzpvVfDeZWCyGFStWVPGo7Dn//POxb9++Wh9G\nXVDfZyjFFqOrYF73fCWTSfT392NsbAzLly83FW2VPAY3yKWL1SohjMViOHLkCGKxGNasWYNcLodl\ny5ZV/eperXre9L9rtevmT0oQmrTnqFPXLThDINr0RXmx+K80wWnv+tDKDSvxCsPZboWRD/rQGTfo\nSyftRgZYOm42EJYBIxH4kxJYHsgurP+FKcU7nIwwMBuynE6nFUE3PT2N48ePI5PJ4PDhwxgdHdWI\nOiOXbi4yH5Im51NiJgDbnrdzzz23WofkiDfffBNdXV21Poy6oA6WNhSv8cp5S6VS6O/vx+joKLq6\nunDhhReiubnZ8THUSrwB1RGP8XgckUgEk5OTWLVqFXp7exEIBHDq1KmavPZaBpZ89I7/BoIMuPTs\nYtqfdNcHp170OxFuZVGByh+rUspADMiVNntdwR93l+jo1H2rxO/CjlLGCegJFYQb8ej4g9MS+Nb8\nk6mDS9gcQeojO9H849e82RGlbnFSdskwDJqbm9Hc3KyJRd+/fz9WrFgBlmWRSCRw/PhxJBL5IZUt\nLS1Fw8bn2liB+SB65O/Henfe5PWF1d/D67JJuV1GZnBwEG+++Sba29uxatUq3HnnnThx4gSeeOIJ\nAMBXv/pV9PT04Nxzz0Umk8G3v/1t/PrXv8bzzz/v2THNZ+r7DKWUhN/vRyqVst/QhHQ6jf7+foyM\njKCzsxO7d+9GS4tFfZUB1U68NNp/pQRUMplENBrF+Pi4JqhFve9apz5WE7nnkuWLhZvadfMnCcTg\n7M9mYSXBGW9LJWsdYCLjhYALxIFcBQJMzOAy1jPRnGKaOim4d09DDt02TemkenwAWyy0ZbHmTxBF\nwAGzpZP6MQIUihonLp0kSViwYIEmRELv0k1NTWF4eBjZbBbBYLAoHKW5ublmPWfzQbw5ET31gFwy\naXUuzMzMeCreDh48qBm6feuttwIArr76ajz++OMYHR3F8PCwcn8ul8NnPvMZnDhxAs3Nzdi8eTN+\n9atfGQ7uphRDxds8x+jNW6rzlslk0N/fjxMnTqCjowO7du1Ca2tp9V61LJus1P7T6TSi0ShGR0ct\ny0drFRxSbfEmny93PHLQk+fz5QAuY75IrvqIAMDVmAAneCHgjDBLefQn7Idf2/W+We1TdgLlkkkg\n/3e0Kp1067oVpUyWMaBbj1w6qSYYk8A3Fyt+6r5R3FCOS8fzvGaEwfDwMJLJfGqQvpeuWi7dfBBv\n8muYD6ErVu4hIcRz5+3SSy8tCsdT8/jjj2t+vv3223H77bd7tv9Gg4q3BsRtyWImk8HAwACOHz+O\nZcuWoa+vD+FweZf3a1026aWAUv9+Ojo6bJ3IWjpvpUT2u4XneQwMDGB4eFgTsW2F3nUzwkq4OWWu\nuGxW2Ak4u3CTqrtvaUCwbnH1FKuRAcHp4nOEId6VTgKA5GPgT2kFnBhg4ctV/r1Fmf84cen8fj8W\nLVqkWXwTQpBKpRRBd/r0aY1Lpy65bG1tRVNTk6cipd7n1AGNkzQJ1H5UAKU8qHib55TjvGWzWQwM\nDODYsWNYunSpJ6JNZj6UTeZyOQwODioixenvZy4My64Eoiji6NGjGBgYQFtbG84///xCo/5vLB/n\nT9qLskBcguSvj6uhdmMCnBCIAXwJbpfyeBcCzp8035c8383MffMnnB2LE5T4fd3f2WnppJFws6OU\n0kkZWcDJpZMAdd8olcGpSyf3xnV0dCi3q126eDyOyclJxaXTO3Stra0l93vNh7TJ+ZA0CeT/5lav\nQ5IkxGKxmo4KoJRH/Z+lFNfYCSe1KGlvb8fOnTs1aVleHUOtyyZLFTKCIGBwcBBDQ0NYtGiRSqQ4\nY76VTUqShOPHj6O/vx+hUAhbt27F4sWLAQB/8rF/A4KMqeNVSeFWD0mTgHnPWDBGkG1z/rp9cyRp\nUo1ZuaZd6aRbQqdJxVxVo9JJmWAs/8cTQix13yhVp1SXTpIkjUs3MTGBoaEh5HI5hEKhIkHnxKWb\nD2WT88l5sxsTQAhBe3t7FY+K4iV1sryhlIob5y2Xy2FoaAhHjx5Fe3u7a1HiBr/fj0wmU5HndkIp\n4lEQBAwPD2NwcBCtra3Yvn17SR9+HMchnS5zKnIJeC3eCCEYHR1FNBoFwzA4++yz0dHRoTnnrEoh\nrRwqX5ZADDAIxI038jJp0jDgonDYmUW1dfvcCjg1XrlvTvCidDLgIohGXTpp6Lh52PdmhORjwIp5\nl5DlCbiMBCGUV4/8+3fA/7w3fZ4UilucuHQsyyrCTE0ul9P00k1MTCCZTGq2l/9raWnRCIT5IN7m\nw2sAnIk3lmU9q6SiVB8q3hoQv98PSZIgSRJYlgXP8xgaGsLQ0BAWLlyI8847r+K10HPBeXO6f0mS\ncOzYMfT396OpqQm9vb1YvHhxyf0CtS6bJISU1etACMGpU6cQiUTA8zzWrVuH5cuXa0pmCCG4/P99\nHbDpY7PCTLiVQ8hgoV/UD6X62UjYlSLoyimlLFfAWTlcnIvrJ6UElwTi+d+fXT+jGpYvvXTSDMd9\nb6rSSSP0pZNGiCEWcyvEnUJx5tIFAgG0t7drLkrqXbqTJ09iYGAAPM+jqalJEXOJRALNzc1lf7/U\nEjvRUy/YvY7p6Wm0tbXNC6HaqNT/WUpxjdzImk6nMTo6iqGhISxYsAA7duyoWg30XOh5y2ZNaroK\nSJKEkZERRKNRcByHc889F8uWLSv7i6mWZZNAeY3lU1NTOHLkCBKJBM444wx0d3cXPZc86FT5uaDp\n/CkCvtn4d+dmcW+EVdJkaHpWORFWu10pQRYaQUeq486VI+CconffOJtpIvp+N7fum7p00o3rpqaU\nPjc9mr439e2qvjer0knZfQNmg0uo+0apB8px6bLZrMali8fjmJqawtjYmMahC4fDaGlpqQuhMJ+c\nN6OkaxkaVlL/UPE2zzESGpIkgWEY7N+/H+FwWNOjVC3mctqkuhwQANavX4+uri7PribWMm0SKO0L\namZmBpFIBKdPn0ZPTw+2b99edGVPFm2EEHzow18H0+IDlybgW1j4U9qFrz8pQWgyblIKzEhli7ng\ntASi+3TTC7eyKbwkWcxVWsQFYwR8i/t9BOIEubBH526JYwMqQdOkBEkl2is5MsAIuXRShstIYHn7\n1FQKZa7jxKULBoMIBoPK2uHtt9/GggUL0N7ebujSNTc3F5VeBoPBOeXSzSfnzSptUnbe5tLvnuKO\n+j9LKbYwDANCiKZnCwDWrVuH1atX1+QNPBfLJgkhOHnyJCKRCARBMCwH9IJalU3Kr8PNvlOpFCKR\niDJwfNOmTQgEtHV4hBClDPfDCz4BAMjt2ak4FbJwk103O+FWDsHp2gVGyCLOC4fMbOizmQNnF1bi\nVMCV2/tmhi/rTtTUtHTSBrvSSV+WQAyxAHXfKPMIO5dOTmoMh8OaXipCiNJLF4/HkUgkMD4+jlQq\nBZ/PZ9hLVyv3a744b3Zpk1NTUzRpss6h4q0BkCPcBwcH0dTUhM2bN+PQoUNobm6u2ZWXuVA2KYsY\nQggmJiYQiUSQzWaxdu1adHd3Vyz2uFbClWEYx8JRPZC9q6vLcOC4LNoIIdgTvkZzny/rPiFSFm76\nRb6T56mlaFPDkNm+usxC++M2S5q0wqsSSjf9bprHJY3LDAFt6aTc72aFLwf4SpjfF/L47202MsAp\ncumkuoQSAKRLt4F9+feeHSeFMtewc+kYhily6YD8uiSZTCou3djYGBKJBARBKHLpwuEwAoFAxdcr\ngiAgGAxWdB/VwElgSaXC6CjVgYq3BuDgwYMQBAEbN27E0qVLwTAMBgYGaup8+f1+T8IzSkUWUKdP\nn0YkEkEikcDatWuxatWqil95q5XzBuTdN6t96wds79q1q6jXgRCiCDe9aAOA3JXnzQou1d/WnzRe\ncPuyRJmT5QR10qS8iJd0PW/6ksla4EbEuaUUAefGffNyqLXXqIUbKxLPSidDU6r3hep0VAvV7ALt\nBR196aSML0vyJZQBFvU9+YpCcY+Tskufz4cFCxZgwYIFym2EkKJeurGxMaRSKfj9fkOXzsuLrPPF\neXMi3qjzVt/MgSUOpdJs2bIFfr9fI5L8fj9yudoNhpI/WOxqsytFJpNBKpXC66+/btrDVSlqFVgi\n79tIvOkHbBsljtqJtmritfNSSULTBIxEkFlY/WW8G1HsBi5NIDQZqyLOZAqGUelkIE5Mxz4YlU6W\ni1HppEa02RBUbcu3OlvkSZdsA/sKdd8ojY3TQeOhUAihUAhLlixRbpddung8jmQyiZGRESQSCUiS\nZNpLVwrzqefNLm2Sirf6pv7PUootTU1NRQv2WvecyVe3eJ6vqniLx+OIRCKYmJgAAFxyySVFPVyV\nRi7ZrIXrqBdv6gHbwWAQW7Zs0XxpAu5EW+7K84zvIMYiIjAjQgy6EzUVFW4V+HPIvX+haclTAVdR\n980iGdQJZj17Rvh453P7miaKg2hKRS/azEonNbf7GKDgtAVj+c9PWcQZlU7mA0yo+0ahmFGOS5fJ\nZBSHbmZmBiMjI0in00UuXTgcRnNzs61LNx+cN0mSIIqi5boqFoth9erVVTwqitdQ8dagmA3qrhYM\nw1Q1cTKZTCIajWJ8fBwrV67Ezp07sX///pq4fl5E9pezb1k42g3YLtVpMyqZVGMWVmJHMJZfbEuc\nrifOYkyAFWWVBpZoaMnCsxQRxxq8VYIxcwfMjEC8PEdLDqCxct/McBtc4gTb0kkD3LhtdvgToqEL\nJwVYsLlCWS913ygUxzh16ZqamtDU1ISlS5cqtwuCoOmlU7t0LS0tRS6d+uKtHLpSz8gXZ6nzNr+p\n77OU4ggjd8fv9yOVshnkVGGq4f6l02n09/djZGQEy5cvV4I35P3WomxTXTJabfHGsiympqbQ399v\nOWAbyIvLv2i92vFzi3+y3fB2X1rMp+/pCMwYlG+aLOxl4VYqno8JKJPQtIRs2FhhuHGtACA4IxX1\nYnlBOe6bE5GmDjQxc9/UpZMlh9Ko+t5CU6Jn/XzqfrfAdOHzpEXrwgH518CI9VPmS6HMVZy4dBzH\noa2tTRPIoXbp4vE4pqencfz4cWQyGQQCAUXIZbNZ5HI5SJJUscCySsPzPBiGsTx+GlhS/1Dx1qDU\n2nkDKps4mc1m0d/fj+PHj6OjowO7d+9GS8tsBrp65lm1xRvDMGAYpuqhJVNTU8qX15lnnmk5YLuU\nnjYxMPtl4ctIEJuMhalatDkpmSxXuFULswRGw21Fb8so3Qq4QEJCrtV4ey5dXp+cWTBNOaiFGyOU\nFkgju21WIwPclk4qj+MYMAIBlxQVAQdQ941CqTTlunTqcBRRFHHo0CG89957RS5dOByuSaWOW+R+\nN7OWDEIIdd7mAVS8NSi1HpINVMZ5y+VyGBwcxPDwMBYvXoy+vj7NzBkZOTZ/rkf2e0E8HseRI0dw\n+vRphEIhdHV1Yc2aNZpt1AO25VltbhD/ZDt8ufzQZJ9qYWvmujkhEBNBdOV9+pJJI+ZC0qRTyimj\ntMOLsBI7982qdNLMffNlie1cOrfYlU56WSapxiht0j/DQ2zSnoSS3weWF8Hs3Azy2lsVORYKhTKL\nU5du4cKFWLhwIQghGBkZwQUXXABJkhRBp3bpgsFgUdllU1PTnHLpnISuzMzMoL29vUpHRKkEdbTM\noZSK0RWYWs9ZA7wVkIIgYGhoCENDQ1i4cCHOP/9827KAWoa2VGPfRgO2Dx06VNTXZjarrVx86eIF\ns3oGlhWBOnHbvMILF85L980Mud+tEpiVTjZNiI5EuxmKcKtS5SzxsfCl8+9tsYmDLyNADOW/asUQ\nR8NLKJQaYeXSqXvFOI5Dc3Mzli1bpmzD87zGpRseHkYymQQAw166Wrl0TsTb9PR0UZo0pb6g4q1B\nmS9lk6IoYnh4GAMDA2htbcW2bdscX1GqpXirpPOWyWQwMDCA48ePFw3YVgeWeBX7b9brpsefFDWl\nlUbMN9EmJ006ITQtIddansKohIBz477pSyat3Ldygkuclk6aOW6VLJ1U45+ZtRgV923HJpCDb9sf\nPIVCqQpqUfd1PAmg2KXz+/1YtGiRptyQEIJUKqUIutOnT2N4eBjZbFbj0oXDYcWlq8agcSvxlkql\nkM1mqfNW51Dx1gCYBZbMBfFWqniSJAnHjh3DwMAAgsEgNm/ejCVLlrj6YKy1ePN63zzPY3BwEEeP\nHjUdsM2yLARBKLmvzQiGl0D8bMmpj+XgadLkHMg0CSSIoYAzSpoEAJ+Bk2kn4DiLcspy+92coA4q\nsSMYy4tBViCu3bem096Fk1hhNqgbACQ/C5Yv7gGk5ZMUytzGaS9dS0sLWlpa0NHRodyud+mOHj2q\nuHR6h661tdXThEu7ELZYLAYAtOetzqHirUHx+/2QJKmmqUp+vx/ZbNbVYyRJwsjICKLRKDiOwznn\nnINly5aVdDWr1mWTXjlv6gHbCxYssByw7ff7ccumezzZLwBIF28F8ZufP6xIICLvuhUdtyqsJBAX\nIOqeR9/vViqeJ01WUN+wAkFouvyB3m763Zy6b1aUMjbACDcz3/Tum7rvLTRt8N5SpU5WCtl9Iz5W\nkzApl06yGRFSyAc2M78cZgqlUXDSS2fk0kmSpHHpJiYmMDQ0hFwuh1AoZNhLV8q6hud52zEBLS0t\ndRG+QjGHircGwMx5A/Jv9GAwWO1DApAXMIlEwtG26rlkALB+/Xp0dXWVVYJQq8ASed/lijevB2xX\nCiPhpiYQr21wTrVhHPzZy+2Bq9T4ACvMUiZLLZ2UXbdKUYnSSSu4uDalhbpvFMr8wIlLx7KsIszU\n5HI5jUs3MTGBZDIJlmXR0tKilFy2traipaXF1qWzK5ucnp5GW1tbxcs3KZWFircGgWEYZX4XkP8g\n8fl8NRdvduKJEIKTJ08iEolAEATDuWTl7L/acf0y5QhHpwO2Afez2tzAbjtXcctkx4NLixBMRgQY\n9bu5EW6lhFYEzeZ6Gd1m4tBlFtnP4nMzJsAp5SZRuhFwgYRkW4LqT0ngmy3KMR24b25KJvU4LZ1U\nu25WAs1LjEonZfdNLp0kfhYML2ncN9/msyG+9V7lD5BCoVQdJy5dIBBAe3u7pgdN79KdPHkSg4OD\nyOVyaGpqKnLpQqGQ8v0vCILlmk4OK6Hirb6h4q2BqXXipFXaJCEEk5OTiEQiSKfTOOOMM9Dd3e1p\niWe9lU0SQjAxMYEjR46YDtiWt/Oyp80MoTUAAGCzIqRmDpwuXZJLCZCC5sKnEo5bIO69GNeHXmQW\nVnewej7IpPICzp+UwLdUxq1zE1Di4/Oz/UQHZbP60smmCQHESuBVsXTSDoYXIQXoVzCF0kg4EXRW\nLl08HteIulQqpdk+kUggEAhAFMWiOa4ATZqcL9Bvjgam1qElZuJxamoKR44cQSKRQE9PD1atWuVp\nQ6/d/quBW+dN/TtZu3YtVq1aZTpgu9RZbW5gt50LCXnhBkARbmrXzUq4cUnBslfODcHY7O/R8/42\nA0KnZ/eXaTc/L90kTdoRjInItpUvGq3CSpxg575ZYeS6lZs6qSZYwiy3UkonASAwNVsCmVtg3zti\n5L7JUPeNQmlsnJRdAnmXbvHixVi8eLFymyRJSCaTiqDLZDIYGRnBsWPH0NzcjJaWFuzbtw/t7e3Y\nvn27UjZJqW+oeGsQ9GWTQO0Hdeudr1gshkgkgqmpKaxZswbbtm2raFMtx3FIp9MVe367fTsJa1EP\n2F6zZg22b99eJGSrKdpkpAA3K06M5ghauG5Gwk0fVmJHYNrGYbHCRcmkHbKQyy6q3EcpY9JXZZQ0\naYQX7ps/Zd1/Jve7eRFcEiyMi/DxpMh9KyV1stzSycB04QIPMf59B6ZnhRxT2EZozn9u6YNLio6t\n4L5RAUehUPQ4denC4TDC4TAA4PTp0zjjjDMQDocVQff73/8eBw4cwLFjx5Syy5tuugm9vb3o7e3F\nueeeq4wTcsPevXvx4IMP4vXXX8fo6CieeeYZ7Nmzx/IxL7/8Mm699Vb88Y9/RHd3Nz7/+c/jmmuu\ncb3vRoeKtwZmLjhvgiAgHo8jGo1iYmICq1atwubNmxEIBKq2/1pg57ylUilEo1GMjY2hu7sbGzdu\nLKpjr+SAbSt8m86ClcfBpYpfl9zvxiWd/b7NkiYD0+7+Xp73O5m4aUFZxFk4cXawNqV2Tt03o6RJ\nLwNMSnXffDnJsO/RC/dN7boxAvGkdDI4Zf7ZSFiAsdCzXIoHI+Q3EFryQk7vvhG/Dwwvgk1nAZ8P\n3IZ1EA5H7Q+MQqE0LHaCjud5+P1+BINBBINBLF68GI8++igAIJlM4o477sDw8DBYlsWTTz6Jz372\ns4jFYli/fj16e3tx33334cwzz3R0LMlkEr29vbj22mvxkY98xHb7wcFBfPCDH8QnP/lJfP/738eL\nL76Iv/3bv0VXVxeuuOIKh78BCkDFW8Ng1Jxa6543nuchSRL279+PlStX4qKLLkIoFKra/muZNmnW\n85bNZtHf3284YFum1gmSYkvQeHFMiKFwA5yLNjO4RH1EqwdVJZU5g944J0mTls9fRvmkVcmkLzN7\nX7m9b0buWyBRWnKkkfumJzQplFUuq3fmTEUbwxi7byyjiHrCMIr7JsMleUCSIIWMqwgIx4ERBJCg\nnwo4CoXiGlEUwTCMMsfVrM2kpaUFPM+jr68PX/ziFwHk1xPHjx/HW2+9hT/84Q9FfXZWXHnllbjy\nyisdb//II4+gp6cHDz30EADg7LPPxr59+/CVr3yFijeXUPHWwNTKeUun0+jv78fIyAgAYOfOnTWp\nwa512qR6304GbMuiTRTFqpVH6ily3UwSq6z63dzgj+XPT+KzFxPV6Hcz3rHxzcEpEVkHSZVuCcZE\nCCU4X/6EBL6E4BOjkkm1+2Y2IsAIM/dNRi6ZtEJdOqnud1Sjd9+clE5aOW2lQDhWcd8AgM3kn18K\n+cFmeUhBv+K+AQBEESRIZy9RKBRnPD35LUiSpKwlBEGAJElgGEYj6NTEYjHN/DmGYdDd3Y3u7m58\n8IMfrOjx7t+/H5dffrnmtiuuuAK33HJLRfc7H6HirUEwm/WWSqWqdgzZbBYDAwM4duwYOjo6sHv3\nbuzbt68iYSROmAtlk/KA7cHBQYTDYcsB27Wc1SYjtsyWbvrSAsRm+8WmLylAUi3YnQSVyKKt3pHL\n+bwWcVxKqqiAq4T7ZoWboeJGMBJxJ951pZOOhZvKfdOUTqrcN0NYFpDyG/sSxb2usvvGpHPUfaNQ\nKLb8JPFdAPnAEkmSlJFKixYtMrwwzTAMGIbB6dOna5Y2OTY2ho6ODs1tHR0dmJmZQTqdLqnvrlGh\n4q2BqZbzlsvlMDg4iOHhYSxevBh9fX1Kc20tQ1NqKd5YlkUmk8HevXsRDAbR29uLxYsXF81qmyui\nDZh13VhehKgT3L4UD7Gp+ONEL9yMUIeVBGYK7oRNKEXJYSVVQj/3TRZxuQXuRJxZWAnLEwRiInIe\nJFCaYSfg7EJMZJyWTPrjxgmkZqWTZq6bG5QwEg9Rl07q3Tf1bWyWBwr3kcLIABLwgcmJVMBRKBRD\nHvjdHQiHw5ienkY4HAbP8zh06BCmp6exfv16dHV1KeF0cpCZ/N8vf/lLHDx4EO973/tq/Coo5ULF\nW4Ng5rxVUrwIgoChoSEMDQ2hra3N0FWqZd9dLcQbIQRjY2M4dOgQeJ5Hb29vTQZsu8W36SwQjs0v\nOFlW47oZCTdfCT1uToWb51Sx3DI4LSC7sPhj1y6sxAy9gHPiYLkpn/QnJetwD4vdmblvVqWTTCHQ\nww4nvy+70slKCDdLVO6bEUrvmyzgVndDOHqsigdIoVDmKk+Ofh3xeBzxeBzj4+OIRqPK2ikUCmHF\nihXw+/1Ip9MIhUJgWVYpmRwbG8Ptt9+OF198EXfffTduuOGGmryGzs5OjI+Pa24bHx/HggULqOvm\nEireGphKCSdRFDE8PIyBgQG0trZi27ZtaG9vNz2GWjpvcsmBl8O/jdAP2O7u7sbg4CA6OzuLtqvG\ngG23MLwIwml/R76U8bnjZECxGlm0eY1hj1M5Os2juW3BQmKmkYgrhVIcOLWAU4eV6OHS1uWZXFqC\n0GR1v7Pfmd/lwPZArHhUhJvSSSXe36Rn0xIHpZNGwSWGcCwgSGByAhgh786SQOFvGQjkBdzwCYCU\nFvhCoVDqH7lEUq5Yisfj+OMf/wifz4cVK1aAYRjE43GcOnUKr732Gh544AGsW7cOZ59ZmsSBAAAg\nAElEQVR9NoLBIP77v/8bl19+Od555x2sWLGiZq+jr68PP//5zzW3vfDCC+jr66vREdUvVLw1MF6X\nTUqShGPHjmFgYADBYBCbN2/GkiVLDF0/9THUsu8MyDuElRxNYDRgW06VJIQoM/iqPavNKb5NZ0GS\nhZuHIpeL5xfQhLMWHk7CSuoB/dBuMxeuFOwEHGswE67UABM3+JMixJBBKaRL901dOhkolEvajgQw\nQT2XrRpYlU6aPqbgvgEAt2oFdeAolAZEFm0yoihiYGAAw8PDWL16NXp6epR1jMyWLVuwfft2vPTS\nS3j55ZcxODgISZLw3HPPIRKJKLPdent7sWXLlqIeNDckEglEo7Pl3YODg3jzzTfR3t6OVatW4c47\n78SJEyfwxBNPAAA++clP4utf/zpuv/12XHvttfj1r3+Np59+Gj/72c9KPoZGhYq3BsGsbNIL8SZJ\nEkZGRhCNRsFxHM455xwsW7bMUrTJ1LJsstLiTT9gWz103OfzKf1sAKo+q80p3Bk9gIHrpkZdMulL\n5iCpEvP0/W6+jADBH3As3Jwy15ImnRKcFsBIBLkF5X8UB2LGQskKK9dNxi4cxc59s8Ot6+YGvcAL\nns6BqA+VkNLcN/VTlBhcolBw3wjnAyOIedHGF34ngQCQy4Fb3gUAEMdPgtQoIZdCoVQPvXCbmJjA\noUOHEAgEcP755ysunB6fz4d9+/bh3/7t33DdddfhhRdeQDgcxvDwMP7whz/gD3/4A37729/i0Ucf\nxfLly/HKK6+UfIwHDx7EZZddpvx86623AgCuvvpqPP744xgdHcXw8LByf09PD372s5/h05/+NB5+\n+GGsXLkS3/72t+mYgBKg4q2B8fv9ZZUNyv1bkUgEAJRmWSeiTaaWZZMMw1RkXICTAduycJycnMS1\nq2/1dP+e4ucgNRXEmM05ohduZsjCjTJLYEZwLOCMXDQZf1wEH3YuiNWx+27hHAaWmGE3NqBoe57A\nl7J+r1qVTgamPDzvzGa+qXAaXKK9LS/g4OdmBZwoKT/7OpZBGNX2jNCSSgpl/qAXbblcDocPH8bE\nxATWrVuHlStXGq6xCCHYv38/brzxRvj9frz44ou44IILlG1Xr16N1atX40Mf+pDymHLXXpdeeqnS\no2/E448/bviYN954o6z9Uqh4axjMnDcgP2NMLy6sIITg1KlTiEQi4HkeZ5xxBlasWFGSAKxl2STg\nrXhUD9ju7OzEhRdeiObmZs026uSnr3/4SQBPerLvSsCd0aP8m8kJIKG8O8lkec08Kl/S2aKYS+Qs\nHTzAWVhJvSVNWm6rcmn0As4sadIMK1Fnhi8jwQeAby0WfFx6VhSU4r75k6KyDzNH0JczFh5Og0uc\nlk56KtzKxcJ9K8JAwHFL2iElUyC5wgxEIz1LBR2FUlfoRRshBCMjIzhy5Aja29vR19eHUChk+Njp\n6Wl84QtfwA9+8APcdddduO222xxVE9VqTBOlfOhfroGQe6tkWJaFz+dzLN4IIZicnEQkEkE6ncba\ntWvR3d1dVHPtBo7jqjprzmj/5Yo39YBt/SgEmbkW+28Hd0YP4OdAfAyY3OzvRy/crNLzlOdKzKGF\n8xwnMJP/XZdTRql330oRdUaUOlvOCjbrXGT4Z/jZ3ksL9O5bYDKrSRRlJHheOinjm0nPPqe8P7UI\nl5NkmwsXQtI5kCbtIqvIfeM4QBDyAo4QwO8H29IMEhBAcjkwok9TSklEEWAMfk9U0FEocxK9cEsm\nk3jvvfeQSqVw7rnnYtmyZYaPI4Tg2WefxW233Yazzz4bb7zxBtavX1+NQ6bUGCreGhynPWfq0I2e\nnh6sWrXKk6s2tSybLHf/6lTNehiw7Qo/B+R4QF5YMgyYrLveRDYngFXpNjvXzQgnYSX+WLZo8U2M\nFuOG6ZPFN+YWVS68ximBGQF8S+kXRdyWT/oToqH7ZoZRyaRV75uZ++Y2uIQVJEcCTsYfq+CFA4YB\nN52e/dlJumQBNpXLizEATDIz+xRBk3NPFnDyfvx+MAAYPweSzgA+VnW/7r0gu7t6QUfFHIVSU/Si\nTZIkDA0NYXBwECtWrMCWLVtM11nHjh3DbbfdhldffRVf/vKXcfXVV1c8NZsyd6DirYHQO2+AfWhJ\nLBZDJBLB1NRUUeiGF9S6bNLn87nevyRJOHHiBKLRqOWAbXnbuTKrzSncqpVAji9yBPQwmZwyXBiA\no343NaWGlfhjWd2BeFtGaVRil2sr75zXJ006Oo6YgFybdw6c7fYOBJzT8km5ZNL6+Jy/7/wW4yRK\nSZ0sct9coBFsmidV9cGpxwn4mFn3zahXTlVGyWRzgOyiBQLa3jcA8Pny96udvaZQfhuWBeEFMBw7\n68QRCQxrIeaogKNQaoJeuE1PT+Pdd98FwzDYsWMH2traDB8nCAIeffRR3HvvvfjQhz6E9957z9SZ\no8xfqHhrcMzEUzweRzQaxalTp7Bq1Sps3ry5IomM9eS86QNazj777KIB2/J2c3FWmy0MC27t6lnX\nTbld9foKi0a9cFPjS+bFFfGXnyTJiBK4pHbhTnzV73lTx8vnFhbeB95UI1rvVyfg3JZA+uPmCZS+\njPnCXd3vVnSfTVCJ2WNLcd+McOq+aVw3iVgPY3dQOsnFMpb3u8bHKu6bYR9cLgcUZr/B759132QB\np3bjCjB+7XuyqB9OL9aogKNQqopetPE8j0gkgtHRUZxxxhlYtWqVqYP29ttv48Ybb8TExASefvpp\nXHHFFa4C4ijzByreGhy986ZOSly5ciUuvvhi0yZZL6jlqAB5/3biTR6wHYlEkM1msW7dOsOAlrk8\nq82SQjkV17kM4Hnb8i8mY1yKJou2UlGHlXDxwnPpf8c1EG56NEKurTIllupB504cOOsESgF82NlH\nvRP3zZcWNOMhKgnDS+DS9i6e3n0LTGVAPCoh4qbTWmHnIGlSv53GfbNDFmdqeH5W3Pl8edHGcYqA\nY/zc7LUEQVCEKqMqoZTdONmJo+WUFEp1UQs3QghOnjyJQ4cOIRwOo6+vryjgTCaVSuGBBx7AN7/5\nTVx//fW4++670draWq3DpsxBqHhrIIyu0MjiKZ1Oo7+/HyMjI+jq6jJMSqwEtS6btBsVYDRgWx/Q\nUu+iTcFfWAwCSskkkxVAQu5LBvWum5N+N0Ww1RGBgrsji7hSkybt9yNAaHbvZLK8+4W4PyGWJZK5\nlAAxZHyssvumL5k0c9/8M7yj1EnNY/RltTI6981J6aRSIuk01MSJsFNvY+e+cb5Z901G/rwqCDgi\nimB8vryAKwScyEeqPhL10RNRBMMyswJOc3xUzFEoXqJ329LpNA4dOoRYLIYNGzags7PTNP7/5Zdf\nxk033YRFixbh//7v/7Bt2zbqtlGoeGt0WJbF+Pg4BgYGsGzZMuzatauqV3Rk54sQUpMPJI7jkM0W\nL/bi8TgikQgmJydNe/3kIJK5OmDbEtUCjfH54FvekV8kcvmSSabgWsjCjcnwIEHjjws2zbsukWTT\nPMRCP5Yvni9HKxJ4JTon5YSVlIos4hiJILfQ+dgNN3ApEYwogQ+7F9Nu3Dcn2LlvvoxoKeDcUGpw\nCSNJ7tw3lUAz7WtTntyh+1YqavdNFnBG4q5w4YuI4qwIZJjikkp1GqVElPc/44Px0G8q2CiUsjGK\n/x8eHkZ/fz86Ojqwa9cu03aUiYkJ3HXXXXj22Wdx77334qabbqLR/hQFeiY0EGpxJMfbnzhxAsFg\n0DDevhpwHKc4V7X4YOI4DslkUvlZP2D74osvLhqjULcJkkDRVXXG54OvfWF+cRgK5nvdQtrXy2SK\ny1rlfjc2XXrJqyzayqIagt/lIj0wnb8YIIu4UsJKrPDH+bIFnJWA8mXzi3mh2fr9WGr5JJfgIQXt\nxb5VSIkRjEDAOZw5aIWpcCvFfXMSXGLnvqmR71eJM8ZXGBUgP486zES5r/D7LjhuwGzZJKOqJFCE\nHHXfKJSy0Au3mZkZvPvuuxBFEVu2bEF7e7vh4yRJwg9/+EPccccdOO+88/DWW2+hp6fHcFtK40LF\nW4MhCAKGhoYwNDSEtrY2rF69GqlUqibCDZgdEikIQk3Em5w26WbA9nwRbQDywo3jZoWb/mEF4aZ3\n3UoVbaxcGqlzTUoZIzDXkUUcv8CbvjhGnF1AqwWcmxCTch04X9q6xJlLzd5v5b4ZPneZYwP8M9mi\ncs8i982mdNLWcasmRu4b4EzAqR4vv9f1Ik5DQZypkymVkkoq3CgUx+hFmyiK6O/vx7Fjx7B69Wr0\n9PSYzsYdGBjALbfcgrfffhtf+9rXcNVVV9H4f4ohVLw1EKdPn8bvfvc7tLS0YNu2bWhvb8fIyAhi\nsVjNjkkeFF6rvjeGYRCPx7F37955M2Bbg5FoIxIYPwc23Kr0uCnCLWRf8sekc0Bg1vkp6m/T/cyk\necOqRbfMhbCSUpB7sPg2Z+WU6rASy+e1ceDM+t38cQGSgz4yLiVUzH1js6Kl++bWdfPP5H/HjEhK\nOk9KSpK0Kp0sx31LZ4CmQkhUJjv7nuT5fOqkCsILswmTopR/Hp2AIxlVWbhKiGl63uTPCSOhRhMp\nKRRH3Lvv04hGowiHwwiHw0gmkzh06BCCwSB27txp2pLC8zy+8Y1v4Etf+hI++tGP4oc//CEWL15c\n5aOn1BNUvDUQ4XAYmzdvxpIlS5QSylqnPdbqGOQB29FoFADm14BtoFi0yVfUiQS2uTk/G0oWbi6u\n7OmFmx1sMlta6l8dXm20K4/0x7KKgPOqlNIf5yGGPOxly2odGScCTr1t0fPp3DcuYf0+dzs2oCR0\n7ltRmqQVTksn7UiktM+pHJtKwKn/LaMSYnKJI+GF2ecQJV1/W0HQyffpRJq+hNIwwCS/oeZxFApl\nlv+e+jbi8bjy38mTJ5V2jKamJoTDYUxPTyMejyMcDisijhCC3//+97jhhhuQyWTw05/+FJdccgkN\nJKHYQsVbAxEMBrF06VLNbXZDuqtBNRMn9QO2161bh6NHj2qEWz0P2C7qVcHsAo3h/Pmr9GzhyjyH\nfNmV3DAtX+HP5WZvAwBJyos2h7B2IwOqXSJZ4bASN8gunBD2bsSAP54D7+L52JwINidCaHHXN2dW\nMum1+xaczIsVSe/gmpRO+lLWn19WwSW+mTLLJB0ElzDxglArNeDExKFTSiWLtpktt2RYNi/gdI+V\nPyeI4PCzn4o2CqUIdYlke3s7Fi1ahBMnTuDUqVNYtmwZVq5ciWw2i3g8jvHxcfz4xz/G1772Naxc\nuRLr168HAOzduxef+tSncP/991d0LBNlflF/l7cpnjIXxFs1BnUTQjA6Oop9+/ZhcHAQZ599Nvr6\n+rB48WLNqAA5POXPmz9e98KNYRmNcMuXVPnAcBwQDGiFG8/nRVvOXeBDUYlkzv3f0ct+N8OkybKe\nsEyHzOTx/uks/NPejUbwx90HdeiHn5tuZ+Co6bHqhfNl8u8vO9etFHwzxb9Dp/PUShZuDs4JZiYJ\nJp6aFW561APD1eesWmSq/63exjd7uzpsRLvN7O2M+nmIBBAJRBTzwo9htcmzhc8MRj/QXN7O4OIQ\nhdKI6HvbkskkDh48iMHBQWzcuBG9vb1YvHgxli9fjg0bNmD79u2477778MYbb+Cv//qvlTFEnZ2d\n+OpXv4o1a9bgAx/4AO644w784Ac/QCQSqchx33///TjvvPMQDoexbNky7NmzB4cPH7Z93H/913/h\nrLPOQigUwqZNm/Dzn/9ccz8hBF/4whfQ1dWFpqYmXH755RV7DRQq3hoev98PSZIgWSWcVZhKlk0S\nQnDq1Cns378fhw4dQk9PDy688EJlroosHCVJgiAIEAShPkskDRZgQMFt8/kAHwvG79cKNxmez98m\no3bdMrrFsUnJJJPKgkkVL6S9GpRsvNP6Ly1xKuDUYSVq1H1ttRRwvozd/faDtgGAU70Gli9+DGPU\nxyfYf3Yxus8335ROVJUj0lXnIRNPg5lJ2m7nGC8FnKjtd9MINN1niGn5pLwthdKg/CTxXY1wkyQJ\n/f39OHDgABYsWIC+vr6iCieZkydP4p/+6Z/wzW9+E9deey0GBgZw9OhRzMzM4Mc//jH+4i/+AlNT\nU3j44YfxhS98oSLH/8orr+D666/HgQMH8MILL4Dnebz//e/XpG7refXVV/Gxj30M1113Hd544w3s\n2bMHe/bswTvvvKNs8y//8i/42te+hkceeQSvvfYaWlpacMUVVyCT8SBVmlIEQ0r/0qrgkBtKpdDP\nNJMkCc8//zwuu+yyokj8avHmm29iwYIFWLt2rafP62TAdjabxUsvvYRt27bh2tW3err/imNRIgkU\nFnWFvjZZuBFRBCMLMPVCTxZv2RwQbp0VbXqxpv+Z1y3aOV14iZF4c5I0qXucYQiF0VBTr2e8ufh8\nNOxjM3m8kTvELwyahpU4EW/K84QDlsO52VyxKBJa/EX9bnqIxa9MFm+SySxAAGBMRJa6dJLTCVB9\n6SQApXRS47oZnEP6c0Y+F32xguOmP6fciCvdtsyMXgya/P7154P6nDHqfdP/W72N7pxQeuByOTCF\nYBMiO+ma/RQfG5FI0e2mAo6WUFIaFL3bNjU1hffeew8sy+Lss89GW1ub4eMkScITTzyBu+66C+97\n3/vw8MMPY+XKldU4ZFvkEs9XXnkFF198seE2V111FZLJJH76058qt11wwQXYsmULHnnkERBCsHz5\ncnzmM5/BbbfdBgCIxWLo6OjA448/jo9+9KNVeS11jOsre7TnrcFgGAZqwc6yLFiWBc/zNRNvXve8\nOR2wTQgBy7L4+oefBPCkZ/uvOE5EGwBwXH4RJ0nOhZvfX+y2GZFKFyXfOaKEEkl2Jq0tM5NxKt5M\ndim2NRvfUQJuAkjMyvr8p9MQFpTf8+CP50xDTIyEG1AcVFL0uGz+/VlqOIovxUMKWI8N0As3IO++\nGfW+FY2qECRH55Yi3ABAJFoB5yaMpLBtkWizw+lwb/W8N/W/TfrfSOGinNzfRnheux+WmRVwqvAR\nwwHd8qGqw0yoYKM0MHrRxvM8IpEIxsbGlAvDZpH+hw8fxs0334yBgQF85zvfwZ49e+ZUIImcNm42\ndw4A9u/fj1tv1V7cvuKKK/Dss88CAAYHBzE2NobLL79cub+trQ07d+7E/v37qXirAFS8UWre9+ZV\n2aR6wPbKlSvn34BtGXXct7o0Su0q+nyzwi0Q0Ag3IgjKlXkAedFmhN5lEwRtuaUezvlMLzPyQs3D\nsiyLp/LFjBfeXoo6t3Az+RKTckUcF89CCDu/GMMIkqPeQ19GKBJw6pJJNiuYum9sTjQUcHZjA0pF\nPzaAm0551hPJxG365ZzG62tElbmwI9kcmMJFFpLNmbpxmoAS/fOp9qUZxm1xnI5GCVAo8xS9aCOE\nYHx8HIcPH0Y4HEZfXx+ampoMH5vNZvGv//qveOihh/CJT3wCzz33nKkzVyskScItt9yC3bt3Y+PG\njabbjY2NoaOjQ3NbR0cHxsbGlPvl28y2oXgLFW8Nht55A+aGeCunLnreD9g2gNGVfyo/F/7PcFx+\ngadKpCPyQF8zx8zKSctkXYszu343JpnJuxeunlV+sEPXrQT0ok5cYPzlbEsZfVTcTMZWwFmVRgLu\nBZwvmYPY4l0KpvK8NmmQQF7AMbxYFIBj+HyJ/GcFMRl0a/iYGZPPF5fum61oc4LD+XAkm9WUO2rm\ntZm5cTAQcABASH6kgOE+i4UZHRlAaXT0wi2dTuO9995DPB7Hhg0b0NHRYeigEUJw4MAB3HjjjfD5\nfPjVr36Fvr6+OeW2yVx//fV45513sG/fvlofCsUlVLxRqhrV7+X+eZ7H0NAQhoaG5ueAbRP0bhuR\nCIhE8mMAJDJbGqle3OrLDoXClXc7QSYvGD1w1ZhsDiglYNGoZLKKqFMJSxZydhgEBnEzGTAigbDA\nXTkzowr6cCrg5LJIIwEn3ydj5L7pt3frvvmS5mErRqWThjgonWQIKVnkuxZuVq6WWnCp3TcAJK3a\nj5Uz51TAAZrZb1bHa1VGmT84Ktoo8xu9aJMkCcPDwxgYGEBnZyc2bdpU1IYhMz09jbvvvhtPPfUU\nPve5z+Gzn/0sAgHvL4h5wQ033ICf/vSn2Lt3r23/XWdnJ8bHxzW3jY+Po7OzU7lfvq2rq0uzzZYt\nWzw+cgpAxVvDYXT1Zy44b272Lw/YHhgYQGtrK3bs2IFFixZptpFFGyGk/iL/zZBnMxUWc7Jwk/8t\nCzd5AcbI8578s29zhmGdCTdJsu590395GTwXk9Itdp04JXN8OLdvWiXkFlZIyOngZrKuBZzm8QUB\nZ9bvVgqygDNLmbQScFbYuW+y6wYAjCjaum+MSOznDurdN6Pn8cJxMyOZf25iJoxKFHD6Emf9QG41\nVLRRKMXCbWZmBu+++y5EUcTWrVuL1hkyhBD85Cc/wW233YazzjoLb7zxhjLHba5BCMGNN96IZ555\nBi+//DJ6enpsH9PX14cXX3wRt9xyi3LbCy+8gL6+PgBAT08POjs78eKLLypibWZmBq+99hr+/u//\nvjIvpMGh4o1S0ah+p/t34rzpB2xv3rwZS5Ys0QhSuSRUFMV547QVzW8zKpkkElAIJVFuUws3MR9a\nYoosxuR0OqttrUjKSX5zW4R5gVrISQ571JzOINPjhYBzKqaclk/ajQcAjEsm9e6bleumPIYXwWQd\nfEbp3Dd2Jl10Ltq6b6rSSSX2v9R4fCv3LZ3RpkA6fk5rAUdyvKXYYlgm79Y7ceOoaKM0AHrRJgiC\n0oqxZs0a9PT0mAaSHD9+HJ/5zGfw6quv4stf/jKuvvpq023nAtdffz2eeuop/OQnP0E4HFZ60tra\n2pT+vb/5m7/BihUrcP/99wMAbr75ZlxyySV46KGH8MEPfhD/+Z//iYMHD+Jb3/oWgLwpcMstt+Cf\n//mfceaZZ6Knpwf/+I//iOXLl2PPnj21eaHzHCreKDV33uzKJgkhGBsbUwY+nnXWWcqcNv12oiiC\nEIIPL/hERY+5algIN0W0FYQbAICQYpFmFDNfcMpI4e/OqBeD+sfblUym0s5cNT2l9gCUmTJZCdhC\nT5VTEecEvdArV8D5ElmIrcWP15dFArMCzug+p5T6WKe9b4C1+8bK5a6iVNLFBNN5beWgd6PV+2NY\nZ+5bfmONgCOCoLvfXDQqF3gKIs54IyraKI2BXridOnUKhw4dQigUws6dO9Ha2mr4OFEU8eijj+Le\ne+/Fn/3Zn+Hdd98tCuyYi/z7v/87AODSSy/V3P4f//EfuOaaawAAw8PDGgG6a9cuPPXUU/j85z+P\nz33uczjzzDPx7LPPakJObr/9diSTSfzd3/0dpqenceGFF+IXv/gFQiHvvhMps9A5bw2GKIpFQika\njSKVSmHz5s01OaZ4PI4DBw7gT//0TzW3E0IwMTGBSCSCbDaLdevWYcWKFUVXtRpGtJmkTGqG8RaE\nFxFFTTCJWtDpF4hFYs9OvOmDD4wWz/rFstE2hoJL97gKjAgoC4drWoYQiAZCztR5M+h5M91WFCG1\nGn8hMgaDrfX36QWclciySqCU4/qlJuP+DzaVAwmah+BIAZ+p66YXb3Lpo9HxGIk3Vj8w3kC8FZ0z\nqtJJZiZZfJ6V6r4RyVK06d03UwGn25ZkDcpB9WJMHUJi4bQRmzlwFMp8Qy/astksDh8+jMnJSZx5\n5plYsWKFacjIO++8gxtvvBGnTp3CN77xDXzgAx+Yk4EklLqBznmjuKfWgSUcxyniS/4AnJ6expEj\nRxCPx00HbMtBJISQeVsimb+JKRJuSq+bup9NXTZpINzktMmSSxrlHrhSXDYnzOFSEwCOhZuMnHBo\nJOK0z+t+scwmMqYCzggrUVdJmCxvKuDYnAjwImDgspXjvrEJg3ETDt03z922pIPn07tqFpBczjrF\ntMihY0EE+6oKhmWclVFSKHWOUfz/iRMnEIlEsHjxYuzatct05m06ncYDDzyAb3zjG/jUpz6Fe+65\nx9SZo1AqCRVvDcZcDCyRk5sEQUAmk1EGbK9evRpbt241HbA9nxIkARS7bXrXSR9YovSzidp+N/3v\nSy3M9f0/dq6bfrabE+HmRBw20FVKxyLOJW4FnHI8JuWTepicACYHSM3W/W9smjd13wBzAcekCq6b\niYBTnl8VOOJ0Hh0kyfZigL73rUi46ccGEMm5++ZEtJkdl0n5pDIqwG7Qd0HAORFtgIOwEgplnqAX\nbolEAu+99x4ymQw2btyIpUuXGj6OEIK9e/fixhtvRFtbG/bu3Yvt27dTt41SM6h4o9Q8sER21N5+\n+21MTEzM7wHbRpi5bRbbMCwzG/9tEC6i9LJZzW6Tt83N/u0ZfX+cnRCrlAtXLnPQxPNN5efHSeWM\nG9AttMsVcE760thUrkjAySWT6p/VAo5N2YeQ2MHwIpicu4oANmFRnmjhvjFJ44HtrilVtOkcM1nA\nEbPEVycCjg7gplAAAF967XaEw2FMTU0hHA6DYRgMDg7i6NGj6O7uxrZt24oqe2QmJydx11134Zln\nnsE999yDm2++GVypgV4UikfQM7DBmGvOmzxgG8iLs0YYsF2EQUmkugelKF1SLey42TRJAICPNRdu\n6oUrL+QHeKuFm/7Ly6vEyAoLPK+Gc1cLOUjDSsS5SaVk5aHVFv1lRvgSWceliUYCzg16943Rizsz\n900Qi3oujdw3RhTBpHXP6cB9A2yEmxv3rQy3DYBGwElpB6MJTAScZhh3KQO4ddtTKPXMt/r/BTMz\nM5iYmMDg4CByuRwYhoHP58Py5cuxaNEi8DwPlmU16yNJkvD000/jjjvuwPbt2/HWW285itWnUKoB\nFW+UmvS86QdsBwIB9PT0aITbvBdtehjWsWgjEimMA1AtsizEFuF5MFKZIsqLkkl5oaxfVBsJMIe3\nGUo3eaZVuNno3orCOAyBYmfSACGQwt6UU7LJLKSW4nJIq343M1Fm5HjZCTjZfb2Q3I8AACAASURB\nVPPCdQMARh86or5PJ+AYef6b3fmnc9+YeNJ+CLxewOkpV7Spd5XNaodr26EScEQfJKTZzsEAboCK\nNsq8QV0i2dHRgVwuh0gkgrGxMXR1daGpqQmJRAKRSASJRAI33HADurq6cM4552Dt2rX4xS9+gf7+\nfjz88MO46qqr5nT8P6XxoGmTDQYhBLmcdnGVzWbx0ksv4f3vf3/FP6D0A7bXr1+PRYsW4Te/+Q3O\nPPNMLFu2TJnVJknS/BmwbUUpZZMuXbLi7Q1mxdk9n36bHA806YSHUQJeUYKkwXOXId4MsVuQw6Ww\nc7OeNvtMNRrZIJ/rOgFnlTRpul8h//x6AWcm3tS360WZWbmi1BwoKpkswuI7hQT9xa6bGpX7phFv\nBuMqHIs3/fkmb5NQOW5254tR8qRHoo2kM8W3uRBwavfc8H4q2igNhFEgydjYGA4fPoy2tjacddZZ\nyjwzGUEQsG/fPvzud7/DK6+8oog8juOwceNGbNmyBVu3bsWWLVuwefPmioWU7N27Fw8++CBef/11\njI6O4plnnrGck3bNNdfgu9/9btHt55xzDv74xz8CAO655x7ce++9mvs3bNiAQ4cOeXvwlHKgaZMU\na8zKJoG8G2aWslQudgO25b47Ofa/IZw2wDvhZuHA2Qk3JxBB0DwPyWbBMGx+0LAa/bF7eTHAQ+EG\nAEy8uFyuYk6dkXBTwcYLc+KsXDiHwRJmDpzlYxyWRbKpXFlhM0yWB8MLIH7rrx4r103ZpuC+KcIN\ncJYqKUrF560devetgsINABiWtRRwdoJN2c7unKGijTKP0Au3VCqFQ4cOIR6P46yzzkJHR4fhGsjn\n82HBggV45plnkEql8MQTT+Ciiy5Cf38/3nzzTbz55pt47rnncN9992F8fByvv/46tm7d6vnxJ5NJ\n9Pb24tprr8VHPvIR2+0ffvhhPPDAA8rPgiCgt7cXf/mXf6nZ7txzz8WvfvUr5Wfas1f/0L9gA8Iw\nDNSOK8uyYFm2IuKNEILx8XEcOXIEgPmAbY7jkM1mIQjC/JnV5gRVD02RaMvfqF1g6cqf3JROmiKK\nRYs8puCokWxOeV7DuVJqHIqmIspx2DxGL+iqXXbJxjOAJIG0ugs1kV035XkKAs7NiACnAo7J8CAh\n4/46JpMXFSRo/NUi328q4Fz0vgHQCjcz9L1vyVTxRQWJOD9/rWa2OcRMtKkxE3BOhBsVbZRGQi/a\nJElSKnw6OzuxadOmotRqmUQigfvuuw+PPfYYbr31Vnz+859XBktv2LABGzZswFVXXaVsPzY2hvb2\n9oq8jiuvvBJXXnml4+3b2trQ1tam/Pzss89iamoKn/iEdg3FcRw6Ozs9O05K7aHijQLA+9ASQggm\nJydx5MgR2wHbkiShpaUFN537Bc/2X1cUBJw+SEA/383WgTNA45YJQl4U6YWa/nlYdla0mT1vqQOL\n66xvQBFzEgEJt9hv76YM3WJbppCa6FbEqWGTWUAQQZqdX5BhUznLKH6mkE5pJeDk7cwEnB3MTMpQ\nqBkiiQCr29bKfZN7Lh2GmWhIpEq/QAFngk2PWsB5ItoAKtwo8wq9cIvFYnj33XdBCMHWrVuxaNEi\nw8cRQvDLX/4Sn/70p7FixQq89tpr2LRpk+3+5rIIeuyxx3D55Zdj9erVmtsjkQiWL1+OUCiEvr4+\n3H///Vi1alWNjpLiBVS8NSB65w3wVrw17IDtUnBSNmmyXRFEAtQOjM+nnfFmtHuv5rYZHXOdCTVT\n5Ll6cW2pnBMxVy5MIl2WgAPyJYh6AWflyDHpHEiT+2RJ2VVTftYJuKL7Ddw3Jm3h7urdNzcOmGRQ\nKqkXcFbuW7I8t60U4aYgCOYJkfLzU9FGaTD0ok0QBESjUZw4cQI9PT1Ys2aNaQ//+Pg4/uEf/gHP\nP/88vvjFL+KTn/yk6aiAemFkZAT/+7//i6eeekpz+86dO/H4449jw4YNGB0dxb333ouLLroI77zz\nDsLhcI2OllIuVLxRAHiTOBmPxxt3wHYpmAgyWweu8FhN+aQTR8BJKaKTaPVSXTenVDioxCtkMWcr\n4mz63Wz3k0jnS1tNRJy+ZNJwGwMBZ7m9gYBjdDPh7Nw3R/sxK580KZNUblcLNyfum7y93XmkF3B6\n0eamvLJAqcKNqIKlGJYxFHBUtFEaDb1oA4CTJ0/i0KFDaG5uxgUXXICWFuPPZEmS8L3vfQ+f+9zn\ncNlll+Htt99Gd3d3pQ+5Knz3u9/FwoULiwJO1GWYmzdvxs6dO7F69Wo8/fTTuO6666p9mBSPoOKt\nATFq2C1nUHcqlUI0GsXY2FjjDdguBRfix4kLZ7iN/iqiUcS+V66bU5ymTNYZGkeutcweOYuQCtcu\nnKArj3Ui4FRx804cOC/LJ4tcNzMBZ+S4GQk4q+2Vx1mUT5q5bQ4FXDluG8kVly3L73MiESraKA2J\nXrhlMhkcPnwYp0+fxvr167F8+XLD9Q0AHD58GDfffDMGBgbw2GOP4cMf/rDptvUGIQTf+c538PGP\nfxyBgPVn9sKFC7F+/XpEo9EqHR2lElDxRgFQWtlkNpvFwMAAjh07hs7OzsYcsF0KBi6aEZ4JN6Pn\n1pex5njjBamR6NPFLJNcDkxIJwrmS8mkGwgB1ELOypErcURLub1wTCoL2CQ9arZ3KOAs788K+RES\nJosKJ+mTGpwkSsrb6UN27Ga2yZRRJumF02a5HRVulAbDKP7/+PHjiEajWLJkCXbv3m0qWrLZLL7y\nla/goYcewjXXXIPnnntOE/IxH3jllVcQjUYdOWmJRAL9/f34+Mc/XoUjo1QKKt4aELNxAU7Fm3rA\ndnt7O/r6+opqp6loc4iFC6cZ2C0LK33ypFEvjKQrbzMQZURfyudUuLEGqZMMA5LR3eZEvBktok0c\nDaa5+sO2ASj9biUhC7nm8nrWjEYElNULl84Uz+cDNK6bZl/pnP3fM5czFWdOtmFmEoBRGpzefZOF\nkZGA07tv6YIAszt2nftGEkn70mAT962Swk2yGsKtPBEVbZT5hV64JRIJvPvuu8jlcti0aROWLFli\n+DhCCA4cOICbbroJDMPg+eefx65du+a025ZIJDSO2ODgIN588020t7dj1apVuPPOO3HixAk88cQT\nmsc99thj2LlzJzZu3Fj0nLfddhv+/M//HKtXr8bIyAjuvvtu+Hw+fOxjH6v466FUDireKADy4i2V\nKp57pUY/YHvHjh1FSU5yEEpDzWqrMCUHmJT5WGc7qE5QCbE5N/OHwgItZQolryFkNuEQAFosRKiL\nwcwAwMQK4tDoNQs27oyZgCsFO+GhFvtORJ4eWcCVE/qhxsh9Kwg4+TwjRHIl4Khoo1C8RS/aRFHE\n4OAgjh49ilWrVmHt2rWmISOxWAx33303vv/97+POO+/E7bffbltOOBc4ePAgLrvsMuXnW2+9FQBw\n9dVX4/HHH8fo6CiGh4c1j4nFYvjRj36Ehx9+2PA5jx8/jo997GOYnJzE0qVLceGFF+LAgQNYunRp\n5V4IpeIw+tRBF5RxSZpSS0RRLAonOXr0KCYnJ7Ft27ai7eUB2/39/fD7/Vi/fr1mwLaMPGCbENJY\ns9oqTFFvmtfCzYXr5mQ7x+LNhfPm7OlM9luOoHPqvJl9jprdbuTGmYk3szI5tXuqf41m4k0fSqQW\ncFYigecBsxmQagFitEAymg+o3k4tfExmMZmKN6PySdY367opt1mfuyRjMizb5r0mpdPG7wsbnJZI\n2go3Ktoo8xC9cJucnMR7770Hv9+Pc845xzQlkRCC//mf/8Ftt92G9evX45FHHsGGDRuqccgUSjm4\nXvhQ560BcVo2KQ/YjkQiIIRgw4YNhgO2qWirEIWFY3FppEEZnVr0VDoNUtnP3BFulpj1L9XKpVO7\ncVZOnBX6slf5Nbp9TbIg4iy+CuTPhWy2WMDpRYjeWbMb7G60LyMBF09YH6OaZNJgCLd5MImZcAOs\nHTipIBCJJLkScNRto1CM0Yu2XC6HI0eO4OTJk1i3bh26u7tNyx5PnDiBW2+9Fb/5zW/w4IMP4hOf\n+P/ZO/Owps60/39DWAJJABEFkX1HBQJUEKytVjtOt2lf7Vx1Zt6R1qnT5XVFB6s/91pR8VVcWmFq\nO9jajktbdVpH28qMtZ1ayyYuhB1EESKogSyQ9fz+oDlvTnKysCrwfK6Lq83Jc06eAzE5n3Pfz32/\nYrFVAIEw1CHyRgDArDbZ0wbbI75X20DQl4qUv1zUUaaOx3EAm/iZbuI4m1889ya6MJj0qn2BqdSZ\nik9f1rsB9hUlsSVx9hSnMEam6F06ZJcKMC06wwabwJnSk/VvbNE0U4EzRNG0WnOBM1371pP0RYoy\nX79pB3rTqJ69L0ekjUBgha0gSXNzM6qqquDp6Ym0tDTweOyfazqdDgcPHsTGjRvxzDPPQCwWw8fH\nZzCmTSA8MIi8jUCsRd6MG2yHhIQgKCiItcE2KUYywLBdoNnb0JuNnqRasvT7M9MQK8czqzw5VDCV\nuf5aE2YPMnn3f3sbiTPGIDCm87fVx5FN4NiKGNkrcOpf9rVUSbIn0TRrGATOWNzYIm2mhUkM4238\nGzKOvlkSN2vRNyJtBIJlTsryGY+VSiXEYjHkcjliYmIwduxYi9G269evY/HixZBIJPj73/+Op556\n6qEuSEIg9BdkzdsIhKIoqE0uKCQSCUpLS8HlchEUFISQkBDSYPthxp6WARbGWj9s/8og24Uxh+3C\nv48pkwPROJwyuVi2WPGyJ+vdLI01Xe9mkDh71rtZO46xwFmSN9P1ccYCZ60CrUE4WCK1AGzLm+qX\nzyBLAufkZL52zdL4LhX7e4hNqBwczAuM2BI402qqFjAVOCJuBAI7q8+9AblcDgcHBwiFQggEAqjV\narS2tsLPzw8RERFm1yAGOjs7sX37duzfvx9vvPEGNm3aBIFAMMhnQCD0G2TNG8E2xnemOjs7UV1d\njZaWFgDAo48+ClfTPl5E2h4uWESFtWUAjc6uhtyDIW4A6FQ1VonrBYMhbgCz4qXN1gW9vynWjULZ\nfQy26J+94gZ0R6N0OkBgpeecKfamUBpQa8wFTm0kfRqtucCp7CjYwbZ2DTBPn7QmViwROErZOWDN\n4Q0ROFKQhECwjCFNUq/XQ6FQQCKR4NatW9DpdHBwcMDt27fR3t4OoVCIM2fOYNKkSZg8eTJGjx6N\nCxcuYPHixfDw8MCFCxeQlJREom2EEcfDvZCFMGCo1WqIxWJ8//33AIC0tDQAYKxrMwibTqcjpf8f\nFnopKpROZ/XHbnHrRyiV6v9+OruYP10qu6MdDwJKqfy/n16ugaKx1iKgs6t/SuTLFbbHGNOlsi/q\nZkBto0ekNUmxls5p6Xdj2Mf4PWLHGkWL7ykL+/bmfWhL3PQaLf1j+SB6Im6EYccp+SHG+jZDJesb\nN24gKCgIM2bMwIwZM5CWlobQ0FA4ODjgm2++wWuvvUZnBD333HOIiIjAhg0b4OfnN2hzv3DhAp57\n7jn4+fmBw+Hg5MmTVsefP38eHA7H7Mdwo9zAu+++i+DgYPB4PKSkpODnn38eyNMgDBNI5G0EQlEU\nLl68CIFAwGiw7eDgAI1GQ/dD0ev1dEESBwcH+kP3eUH6A5v7iMfSBV0fok8cBw4oK4UxGFG7Pkbd\neoq1C2cOzwVUlwoc1wff281Y4CzOpy/ROEvr2AzY0yOOLaJmrR+cSg249KA3kiECZ0nkDBE4tqib\naTTNWICsVIo0g615tqGHm/F7ibXXG3NfOrXSjrv6lFpj1w0QkiJJGImYFiQBgDt37qCiogJubm6Y\nMmUK+Pz/yw5wc3ODm5sbfHx88PXXX+P48ePYtGkTIiIikJiYiMbGRmRmZqKqqgpjxoyBSCRCQkIC\nFi1aBH9//wE5B4VCgfj4eCxYsABz5syxe7/Kykq4u7vTj8eOHUv//9GjR5GRkYHc3FykpKQgJycH\ns2fPRmVlJWMcgWAKkbcRCIfDQWpqqlnTSkPREkPZf4O0mVaZNHwQK5VK1NbW4s6dO9j7/EeDNn8C\nC72UOnsuOJlix9KmwNHCmqcBxnAxzlZEwqEPQseWMtmj/RXG6ZW9nIcl0ZP/cmx7i6mYSrlBYGyl\nRRoiWwbRMpY4ewSkNxgEzs6UQ0qhZE8HZhE4StlpLoBWBI6xJo5tHNt89JTFf09E2ggjFVNx6+rq\nQkVFBaRSKSIjIzFu3DiLaY/19fVYvnw5ysrKsHv3bsybN49xPaJQKHDlyhWUlpaitLQUentuYvWS\np556Ck899VSP9xs7diw8PT1Zn9u1axcWLlyIV17pbrGUm5uL06dP48MPP8Rbb73Vp/kShjdE3kYo\nPB6P8UFHURQcHR1x8+ZNjBkzBh4eHnCxsCZJpVKhrq4Ot2/fhq+vL9LS0jBTPtNsHInQPQRYkbr+\nSpWktJZT5ji2Ssaz7tT3efW30PUWSmkckWMRrt5ebNiKxNlCruzZujZ7o3AGubRUxMRQ0dORfQ0m\n1dlpQchMKkX+IpWUzsJ6TiOBoyNubBE8EzGz2DqAReAolgijqcARaSOMVNjK/9+8eRM1NTUYO3Ys\n0tLSzG4gG9BoNHjvvfewdetW/Pa3v8Xf//53jB492mwcn89HamoqUlNTB+Qc+gORSASVSoVJkyZh\n48aNmDp1KoDupSvFxcVYvXo1PdbBwQGzZs3CxYsXH9R0CUMEIm8jHMO6Nr1ej9DQUNy5cwfV1dVQ\nKpXg8Xhwd3enf1xdXXH79m00NjZi9OjRSElJsVrhiS1VggjdQwKlN+8DB9hV2KRHL2OIorC1ObBU\nhXCAMBW6QZU5iqJFrtfROLZCJZ1d3aXs2Xog2eoRZ28UzoBK/X9plpbkzICtIiZanWWBsyhkv6Q/\nmqRdWhwPlrRbKwJns+dbDyJwhnnZMdj2GAJhiGH63S+TySAWi6FWqxEfH88qYkD39cjly5exaNEi\nKBQKnDp1CjNmzBiSBUnGjRuH3NxcPPLII1CpVDh48CCmT5+OS5cuITExEW1tbdDpdGY96Xx8fFBR\nUfGAZk0YKhB5G8EY0iP1ej04HA58fHzg6+sLoPvOl0wmQ0dHB9rb23Hjxg1oNBo4ODjAw8MDHh4e\nUKvV0Gg0Fsv5skGE7uHG0gVnn6TOQuomZSEqwdYkfCBgk7m+pkzaVTTDOBrHJk69WBtHdXX9cjw7\nInGm69xM18LZ6gcH2JYzS2NM52EkcJRRgRRLQkYpOwG27Szjqc4udtliq0DZ2WXXOk22aBvbXGwP\nItJGGH6Yfr/rdDrU1dWhsbERgYGBCA0NNesba0Aul2PLli04ePAgli9fjrVr15pVvh5KREVFISoq\nin6clpaG2tpa7N69Gx9//PEDnBlhOEDkbQTS2dmJxMRETJo0CSKRCElJSRCJRHThEqB7/ZtAIMAX\nX3yB8PBw8Hg8REdHw9HRETKZDO3t7bh58ya6urrg6urKiNC5u7vDsQfNd4nQPcT8Il6WWhEMRJVK\nSxfIAy11bKmWA91w3Dgy1B+v1SOJM8ZI4CiVGhy2FElT6bMlZ8ZjLEnPLwJHsVS2NBUy+nel09kU\nODqKZilaxlbEhK3YSQ+xKW5E2gjDELbv8Lt370IsFsPZ2RnJycmM6wtjKIrCN998g2XLlmH8+PG4\ndOkSYmNjB3rKD4Tk5GT88MMPAABvb29wuVxIJBLGGIlEQt9EJxAsQeRtBMLlcrFz504UFhbip59+\nwnvvvYfm5mZERkYiISEBIpEIcrkchw4dglarxbFjx5CQkECnLnh7e9PHUqvV6OjoQEdHB6RSKRob\nG6FSqeDm5saQOaFQSIRuqGFHZUk2qWMIXT/2YHsQUmeadtcrwbIzkmZ4LVZxstDbzVKkkFIo2edq\npbqkcaEViwJniloDSqsFx8q/bUrZafN5S428LaZEWhA4fWenWaNsSwLHWsnUgsBZihIbz9MmRNwI\nwxDT72q1Wo2qqircuXMH4eHhCAgIsJj2KJFIsGrVKnz99dd455138MYbb1iMzA0HLl++jHHjxgEA\nnJ2dkZSUhIKCArzwwgsAuit8FxQUYNGiRQ9ymoQhAIfqffnqPnahJTwsUBSFpqYmFBUV4bPPPsNX\nX32Frq4uhIWFwcHBgS7Dm5iYiNjYWPB4PKs56CqVihY6w49arQafzzcTur5+UBOhG2D6Ub76ez2d\n1dca6NRLijIvQGIpZbInn7EmBUzo1+ihvBmPZ0icBXmz2irCxdnyfkYplpYEzTDG4vOGdZGW1kCq\nNZbXmhlH5oyqVJoJHMAsTGIr/dG4ZYAVcSPSRhipsBUkaW5uRlVVFUaNGoWoqCjwLGQA6PV6HD58\nGGvWrMHjjz+OvXv3IiAgYDCm3WvkcjlqamoAAAkJCdi1axdmzJgBLy8vBAYGYvXq1WhqasJHH3VX\n3s7JyUFISAgmTpyIrq4uHDx4EPv27cM333yDmTO7C7wdPXoU6enpyMvLQ3JyMnJycnDs2DFUVFSY\nrYUjDGt6nPJBIm8EcDgc3LlzB7m5ufjpp5+QmZmJxYsX4969eygqKkJRURHOnj2Ld955Bx0dHZgw\nYQISEhJooZs0aRKcnZ1poXNxccGYMWMwZswY+jW6urpokbt79y7q6uqg1WrNhE4gEPRI6EiEboDp\nx75ybBe6AyV0bBfn/SZ0v8gYZdI8m8NWnbUvvd0Mr0FRrMe2R9wAo4gez4UWnJ5UAaWUnazjKZO1\ncWwROOMxbBLHaGht6APHOgkL6Y+/ROBMG2NTer3FCJw969agp7qrqFp5n5MUScJIxfR7V6FQQCwW\nQ6lUYsKECVZ7lFVVVWHJkiWora3F+++/jzlz5gyJgiRFRUWYMWMG/TgjIwMAkJ6ejvz8fDQ3N6Ox\nsZF+Xq1WY8WKFWhqaoKbmxvi4uJw7tw5xjFeeukltLa2Yv369WhpaYFIJMLZs2eJuBFsQiJvBHz9\n9df4r//6LyxatAirVq2yWAlKr9ejoaEBhYWFKCoqQnFxMUpLS6FUKjFx4kRa5hITExETEwMnJyeL\nH8oURbFG6LRaLQQCgZnQmfaa6ylE6AaBIRil65XQ2fmZyXFx6VPUzdLrGUTOXnmzdHyDkFmVEJPn\njCXOVN7oMcZyZmOMqXQBYAqcqWixpT9qtRYjc8YCx3gtG+9VRvsLk7Ek2kYYqZhKm+GaoL6+HuPH\nj0d4eLjF5RFqtRq7d+/Gzp07MX/+fGRlZVnsf0YgjDB6fPeCyBsBGo0GEokE/v7+Pd5Xr9ejpqaG\nFrqSkhKUlpZCo9EgNjaWjtAlJSUhKioKXC7XqtAZR+gMPzqdDkKhkCF0fD6fCN1QYIgJnU2Z6+Xn\npV2RLjvlDeiOLDGOb0iNtCRu1o5v6fdqqfKos7NFKWPsa+XvRWk01v+eTo6Wi5wYpz8az8OKwLFK\notF701qvQuPxJNpGGKmYiptUKkV5eTk4HA5iYmIsihhFUbh06RIWL14MAMjLy8PUqVOHRLSNQBgk\niLwRHjw6nQ6VlZW00JWWluLy5cugKArx8fGMlMuIiAiraZIURaGzs9NM6CiKYgidUCjskdDpdDo0\nNjaioaEBHh4eiIiIgFAoJEI3GAxloetjGiQAs7VxHJ5Lj8QNMJc3+liW2nZYGG8sI2aCaUtULP1b\nM97PUv+1X6pLWuzPZkixtPT35XDYBZLtgtCaaHIc7BI3S9VWjQbYPAaBMBQxlTaNRoOamhrcvn0b\noaGhCAoKsvi9297ejo0bN+Lw4cN46623sGrVKouNuQmEEQyRN8LDB0VR0Gq1qKioYEToysrK4OTk\nhPj4eIhEIjrl0lAoxdrxlEolQ+ZkMpmZ0BkidMZ3+CiKwu3bt1FbWwtnZ2dERERYTBM1QIRuEBhC\nQten5uI2JMAs8mdH1M3SWIaM2SFvjP2siBtD+Exl0dJ+XPZ+bvRxTHu0GRdCYWsLoNFaL+tv+Ddv\nRdzsSX+0KW3dg2yPIRCGGGwFSe7cuYOKigoIBALExMTAzc2NdV+KovDll19ixYoViIiIQG5uLqKj\nowdj2gTCUITIG2FoQFEUNBoNrl27Rq+fKy4uxtWrV+Hq6kq3LDAInbW7e4bjKRQKM6HjcDi00HE4\nHLS2tkKv1yM8PBy+vr69St0gMjdIDBGh65HM2SMDNo5rr7zRx7FU5dGGvLBKk6VUSoPEWTumoQcb\ni7wZvx5bRI3R7820+qOJxBmet9aDsF/EjUgbYZjyQcP/wt3dnY6SdXV1QSwWo729HVFRUVa/O2/f\nvo2MjAz88MMPyM7OxiuvvNLnJQ4EwjCHyBth6GIoYnLlyhWG0F2/fh3u7u6MdMuEhAT4+/tb/VLQ\n6/VQKBSQSCS4ffs21L+se3FwcDBrKu7q6tqnHHwidINIP0ndQAmdRZnrgbgBYMgBXVykh+Jm/Lqm\nUT2LAmMawTMuQGKtpYC1mysG4eJaSrX85bysCBeHy7Vctt+BY/E5Y4mzq9gIbIgbkTbCMCXn6kbI\nZDJ0dHSgs7MTLi4ucHR0hFKphKenJyIjIyEUClm/K3U6HQ4ePIiNGzfi6aefxu7du0mzaQLBPoi8\nEYYXhjVvZWVlDKETi8Xw8vJiCF1iYiLGjRtHf7Fcv34d77zzDn7/+98jKioKwcHB4HK5UCgUaG9v\np6NzMpkMXC7XTOhs9bOzBRG6QeQhFjqOk2OfxM0Mtkiapc9xS69rSaKsHcvavwXjvnIm8soqVcav\nz1ZkxVjiTIWL5W9tM4rowCHRNgLBCqZpkvfv30d5eTk0Gg2EQiHUajUUCgUcHR3x888/o76+HiKR\nCCkpKeBwOFi+fDlaWlrw7rvv4umnnyYFSQgE+yHyRhj+GFIkS0tLGUJXWVkJX19fTJgwARqNBj/9\n9BOefPJJ7N69G+PHj7d4PL1eD7lczki5lMvlcHR0NBM6FxcXInRDhYdJ6IyjaI62Klr2QBAcHXsu\nbsavYSqCtiJ4bNJnocKlQeKsNbm2igPHehrmL39fu6TslzFWUymJuBFGmCnv2gAAIABJREFUIKbS\nptPpUFtbi5s3byIoKAghISF0UTGdTge5XI6vv/4aX331Fa5fv466ujrodDqMHTsWzz77LFJSUpCQ\nkICJEyfCha33ZT9z4cIFZGdno7i4GM3NzThx4gReeOEFi+O/+OILHDhwAJcvX4ZKpcLEiROxceNG\nzJ49mx6zceNGbNq0ibFfVFQUKioqBuw8CCMaIm+EkQlFUWhpacHatWvxySefYNy4cRg1ahRKS0sR\nEBDAWD+XkJAALy8vqxJm+JIyFjqFQgEnJyeGzAmFQvB4vD7NnQjdIPGgZM7GRb+ZzPVQEgzSYZau\naUlG2I5vTQLZjmUrcmYHtFBZqjjZD8JlcY2erVRKw3uFCBthmGIqbQDQ1tYGsVgMFxcXTJgwAQKB\ngHVfiqLw/fffY8mSJRAIBMjMzIRGo0FpaSn9Y+j/+sILL2DDhg0Ddh5nzpzBf/7zHyQlJWHOnDk2\n5W3ZsmXw8/PDjBkz4Onpib/97W/YuXMnLl26hISEBADd8vbZZ5/h3Llz9H6Ojo7w9vYesPMgjGiI\nvBFGHlqtFh9++CE2btyIwMBA7NixA4899hgoioJUKkVxcTEKCwvppuJ1dXUIDg5mCJ1IJIKnp6dN\noTOsBzAWOmdnZ9YIXV8gQjdIDLTQ9fDiv6diaEle+jQf0317mvLJ9lp2NLpmFCVhe96acPUilZKI\nGWGkYipuKpUKVVVVaGtrQ3h4OPz9/S1+F967dw9r167F559/jvXr12PZsmVwMqk6S1EUGhoaUFJS\nAoqi8OKLLw7YuRjD4XBsyhsbEydOxEsvvYT169cD6Ja3kydP4vLlywMxTQLBlB7LWx9qXhMIDweF\nhYXYuXMn9u7di7lz59JfOhwOB6NGjcKsWbMwa9YsAN1fKm1tbSgpKUFRURGKiopw8OBBNDY2Iiws\njFEQRSQSMRZnc7lceHp6MpqRarVahtC1tLRAqVTCxcXFTOh60t+G7a4oEboBgO0CvhdCZyoKvU21\ntCU1jLFWpIpRzr+nczHsy+VaFTer52z6ezU8ttLo2pZs0efL9jez4/is4wmEEQRb+f/bt2+jqqoK\nXl5eSE1NtZhJotfr8dlnn2HVqlUQiUQoKytDaGgo61gOh4OQkBCEhIT0+zn0N3q9HjKZDF5eXozt\n1dXV8PPzA4/HQ2pqKrKyshAYGPiAZkkgMCGRN8KwQKfTWW32bQ2KoiCRSGiZKy4uRklJCZqbmxEZ\nGckoihIfHw83NzerETqtVmvWVLyzsxM8Hs9M6EzvWPYUInSDRD9E6Kyl/9l9DOPoVC+KoPQ2smfW\nh81q1Uk7SvRb+n1aidaZvi7b65B1awQCO6biplAoIBaLoVQqER0djbFjx1rct6GhAcuXL0dpaSl2\n796N3/3udw9l+f/eRN527NiBbdu2oaKigv4dnDlzBnK5HFFRUWhubsamTZvQ1NSEa9euQSgUDtT0\nCSMXkjZJIPQHFEWhqanJTOja2toQExNDC11CQgLi4uJsVqbUaDRmPeg6Ozvh6upqtobOHqHT6/Vo\nampCbW0tBAIBIiMj4e7uDoAI3aDRR6Hri8xZkiorO5i/vo192USIw+Vaj2wZF2axR/iMf4eWxMpG\nYRLD75GU9ycQzDGVNr1ej/r6ejQ0NMDf3x9hYWFwtNALUqPR4L333sPWrVvx29/+Fjt27Hio1331\nVN4+/fRTLFy4EKdOnaKzc9iQSqUICgrCrl278Kc//am/pksgGCDyRiAMFHq9Hjdv3mQIXXFxMTo6\nOmihM6yhmzRpEpydna0KnVqtNltD19XVBTc3NzOhM3y5UhSF1tZWVFdXg8PhICIiAt7e3jYrYBKh\nGyR6I3RWhId9uOWPXtb97RAXM9GyR4RMz9XC69gUPhvYHU2zJ5pHIIwQ2FLv79+/D7FYDA6HgwkT\nJsDDw4N1X4qicPnyZSxevBhyuRwHDhzAE0888dCX/++JvB05cgQLFizA8ePH8cwzz9gcP3nyZMya\nNQtZWVn9MVUCwRgibwTCYKLX69HQ0IDCwkJa6IwrbRkLXUxMDJycnGwKnWnKpUqlAp/PB4/Hg1Kp\nhFqtRlhYGAICAvqUukKEbpCwJnS2KlH2RKrY9u2NuPR0vhwHq69jPGd7Uh0ZhUl6mwZpY04EwnDG\nVNw0Gg2qq6vR0tKC0NBQBAYGWvzuUCgU2LJlC95//30sW7YM69atg6ur62BMu8/YK29///vfsWDB\nAhw5cgTPP/+8zePK5XIEBgZi48aNWLJkSX9Nl0AwQOSNQHjQ6PV61NTU0EJXUlKC0tJSaDQaxMbG\nMtbQRUdHg8vlWhW69vZ2VFVVQSqVwtXVFTqdDmq1GgKBgBGhEwgEvV73Z4AI3SDQlzL0fUjVtCdN\n01Kq5C9P2tzH9DUsVsN04PR8zR7zwL3fl0AYprAVJJFIJKisrIRQKERMTIxFEaMoCufOncPSpUsx\nbtw45OXlIS4ubjCm3SfkcjlqamoAAAkJCdi1axdmzJgBLy8vBAYGYvXq1WhqasJHH30EoDtVMj09\nHXv27MGcOXPo47i6utKRyJUrV+K5555DUFAQbt++jQ0bNuDy5csoLy/HmDFjBv8kCcMdIm8EwsOI\nTqdDZWUlLXSlpaW4fPkyKIpCXFwcQ+giIyPB5XLR2tqKDRs2QC6XIzMzE+Hh4eDxeKAoCiqVyixC\np9VqwefzzVIu+7qwnAjdQ04vhc5e0errPv0OETcCwQxTcevs7ERFRQXa29sRFRUFX19fizcJ79y5\ng7feegtnzpzBli1b8Oabb/b5RuBgcf78ecyYMcNse3p6OvLz8/Hyyy+joaEB58+fBwBMnz4d3333\nncXxADBv3jxcuHABd+/exZgxY/Doo4/inXfeQVhY2ECeCmHkQuRtJPHuu+8iOzsbLS0tiI+Px759\n+5CcnGxx/PHjx7Fu3To0NDQgIiIC27dvx9NPP00/T1EUNmzYgPfffx9SqRRTp07FgQMHEBERMRin\nM6KgKAparRYVFRWMCF1ZWRkcHR0xfvx4NDU1ISQkBJmZmXjhhResShhFUejq6jITOp1OxxqhI0I3\njOmn3nUPHUTaCAQz2AqS3Lx5E7W1tfDx8UFkZKTFIlh6vR6HDx/GmjVr8Nhjj2Hv3r2kHD6BMPgQ\neRspHD16FPPnz0dubi5SUlKQk5OD48ePo7KykrXk748//ojHHnsMWVlZePbZZ/Hpp59i+/btKCkp\nwaRJkwAA27dvR1ZWFg4dOoSQkBCsW7cOV69eRXl5ucXeL4T+Q6/X4/jx4/jLX/4CrVaL1NRUNDQ0\n4Nq1a3Bzc4NIJGI0Fg8KCrIpdJ2dnYwKlx0dHdDr9WZCx+fzidANV2zJXG963fW2Px6lt7+wiD2V\nKAmEEQpbQZKOjg6Ul5dDp9MhJibGrHeZMdXV1ViyZAlqamqwZ88eRo9UAoEwqBB5GymkpKRg8uTJ\n2L9/P4DuC/+AgAAsXrwYb731ltn4l156CQqFAl999RW9bcqUKRCJRMjNzQVFUfDz88OKFSuwcuVK\nAN1rrXx8fJCfn4958+YNzomNUC5duoQVK1agpqYGb7/9Nl555RU4OjrSKZJXrlxhVLi8fv063N3d\naZkzpFz6+/vbFDqlUmkmdBRFQSgUmgldX7/MidA9pPR03V1PRcrOSpQEAqHnmIqbVqtFbW0tbt26\nheDgYAQHB1tMe1Sr1cjJyUF2djbmz5+PrKwseHp6Dsa0CQQCO0TeRgJqtRpubm747LPPGFWV0tPT\nIZVKcerUKbN9AgMDkZGRgWXLltHbNmzYgJMnT6KsrAx1dXUICwtDaWkpRCIRPebxxx+HSCTCnj17\nBvakRjgZGRkQCoVYuXKlzSaghohaWVkZQ+jEYjG8vLwY6+cSExMxbtw4qxJmKnSGHw6HYyZ0thqU\n2wMROgKBQOg5bNG21tZWVFRUgMfjISYmBgKBgHVfiqLw888/Y/HixaAoCnl5eZg6dSqJthEID54e\n/yNk78xIeKhpa2uDTqeDj48PY7uPjw8qKipY92lpaWEd39LSQj9v2GZpDGHg2LVrl91jORwO3Nzc\nkJqaitTUVADdX8wKhQKlpaW00J06dQqVlZXw9fVlCF1CQgLGjh1Lf2lzOBzw+Xzw+XyMGzeOcTyD\nyN28eRMymQwcDochc+7u7nB1de3RBQDbwvp5Y163e38CgUAYaRxu3g+9Xk9nVqhUKlRWVuLu3buI\niIjA+PHjLX4Od3R0YOPGjfj444+xatUqrFq1Ci4uLoM5fQKB0I8QeSMQhgEcDgcCgQDTpk3DtGnT\nAHQLmEwmQ0lJCQoLC1FcXIxjx46huroaAQEBEIlEDKEbPXo0Q+gEAgEEAgH8/PwAdKfmGgvdjRs3\nIJPJwOVyzYSOx+PZFDqtVov6+no0NjZi66VMhIWFMdZWkggdgUAY6ewoXgOZTIaioiK6ABWXy0VH\nRwc8PT2RkpICNzc31n0pisJXX32FFStWICwsDMXFxYiOjh7kMyAQCP0NkbchiLe3N7hcLiQSCWO7\nRCKBr68v6z6+vr5Wxxv+K5FI6OiL4bFxGiVh6GCIkk2fPh3Tp08H0P1lLpVKGUJ3+PBh1NXVITg4\nmFEQRSQSwdPTk5YwBwcHCIVCCIVCjB8/HkC30Mnlclro6uvrIZfL4ejoaJZyaRA6iqLQ1NSE2tpa\n8Pl8TJ48Ge7u7mbzZ0sRIkJHIBBGCsafgRRFoa2tDVVVVVAqleDz+ZDJZPjxxx/B5/NRUlICqVSK\nRx55BMnJyejq6kJGRga+//57bN++HX/605/6XJSKQCA8HJA1b0OUlJQUJCcnY9++fQC6L6IDAwOx\naNEiiwVLlEolvvzyS3pbWloa4uLiGAVLVq5ciRUrVgDoTrUYO3YsKVgyzDFcFJSUlKCoqIhuW9DY\n2IiwsDBGdE4kEkEoFFqNqul0OobQdXR0QKFQwNHREa6urujs7ASHw0F4eDjGjRtHqlwSCASCEaY3\nrnQ6HRoaGtDQ0AB/f3+EhYXRBa26urogk8lw9OhR/OMf/0BlZSXu3bsHNzc3jB49Gunp6Xj88ceR\nkJBgtfpkf3PhwgVkZ2ejuLgYzc3NOHHiBGONPhvnz59HRkYGrl+/joCAAKxduxYvv/wyY0xPWyQR\nCEMAUrBkpHD06FGkp6cjLy8PycnJyMnJwbFjx1BRUQEfHx/Mnz8f48ePR1ZWFoDuVgGPP/44tm3b\nhmeeeQZHjhzB1q1bzVoFbNu2jdEq4MqVK6RVwAiEoihIJBJ6/ZxB6JqbmxEZGUmvoUtISEB8fLzN\nypTt7e2orKyETCaDQCCATqeDQqGAs7OzWcplX9diEJkjEAhDEbZsg3v37kEsFoPL5WLChAmsWQoG\nysvLsXjxYty/fx/z5s2Do6MjSktLUVJSgoaGBgQHByMxMRGzZs3CG2+8MZCngjNnzuA///kPkpKS\nMGfOHJvyVl9fj0mTJuH111/Hq6++ioKCAixbtgynT5/G7NmzAfS8RRKBMEQg8jaS2L9/P30HSiQS\nYe/evUhJSQEATJ8+HcHBwcjPz6fHHz9+HGvXrqWbdO/YsYO1Sfdf//pXSKVSPProo3jvvfcQGRk5\n2KdGeAgxpDsaR+eKi4vR1taG6OhoRlGUuLg48Hg83LlzB6tXr8a9e/ewbds2hIaGwtnZGUD33WRD\nqwLjCJ2Li4uZ0Bn26S1E6AgEwsOMqbhpNBpUVVVBIpEgLCwMAQEBFrMUOjs7kZ2djb179+K1117D\n5s2bzaoW37t3D6WlpSgtLYWDgwMyMjIG7FxM4XA4NuVt1apVOH36NK5du0ZvmzdvHqRSKc6ePQug\n5y2SCIQhApE3wtChJ+kP77//Pj766CP6gz0pKQlbt25ljH/55Zdx6BDzC3D27Nn0Bz+h/9Hr9bh1\n6xYKCwsZbQva29sxbtw43L9/H+Hh4Vi2bBmef/55ODs7W43QabVaM6FTKpXg8XhmQufk5NSnuROh\nIxAIDxpTaaMoCi0tLaiqqoJQKERMTAxcXV1Z96UoCt9//z2WLFkCPp+PvLw8TJ48+aEr/2+PvD32\n2GNITExETk4Ove1vf/sbli1bhvb29l61SCIQhgikVQBhaHD06FFkZGQw0h9mz55tMf3h/Pnz+N3v\nfoe0tDTweDxs374dv/rVr3D9+nW6eAYA/PrXv8bf/vY3+jEphzywODg4IDAwEIGBgZg7dy4oisKp\nU6ewfPlyaLVaPP/882hubsby5cvx2muvYeLEiYwedDExMXBycqIvNhwdHTFq1CiMGjWKfg2NRsMQ\nuqamJnR2dsLV1ZUhc0KhsEdCRwqiEAiEBwlb2xSxWAyZTIaoqCj4+PhYFLF79+5h7dq1+Oyzz7B+\n/XosX768zze0HiSW2hl1dHSgs7MT9+/f73GLJAJhuELkjfBA2LVrFxYuXIhXXnkFAJCbm4vTp0/j\nww8/ZE1/+OSTTxiPDx48iM8//xwFBQWYP38+vd3FxcVixU3CwFJWVoaMjAxcuXIFmzdvxsKFC+Ho\n2P0Ro9frUVNTQ0fojh07htWrV0Oj0WDSpEkMoYuOjgaXy6UvWpycnODl5cVYbK/RaGiZa29vx82b\nN9HV1WUmdO7u7vQc7IEIHYFAGGhMP2f0ej0aGxtRV1cHX19fxMbGWhQxvV6Pzz//HJmZmYiPj0dZ\nWRnCwsIGY9oEAuEhgcgbYdBRq9UoLi7G6tWr6W0ODg6YNWsWLl68aNcxlEolNBqNWfWs8+fPY+zY\nsRg1ahSeeOIJbNmyBaNHj+7X+RPY+fbbb5GYmIjPP/8cnp6ejOccHBwQGRmJyMhI/OEPfwDQveat\nqqqKFrrDhw9j5cqVoCgKcXFxjDV0kZGR4HK59PGcnJwwevRoxt9WrVbTQieVStHY2AiVSgU3Nzez\nCB0ROgKBMNiwfZa0t7dDLBZDr9cjISGBkXVgyo0bN7B8+XKUlJRg165d+P3vfz9syv9bamfk7u4O\nV1dXcLncHrdIIhCGK0TeCINOW1tbn9MfVq1aBT8/P8yaNYve9utf/xpz5sxBSEgIamtrsWbNGjz1\n1FO4ePEi48KfMDCsXLmyR+O5XC5iYmIQExOD+fPng6IoaLVaVFRU0EL3wQcfYMmSJXByckJ8fDyj\nD11YWBjjwsXZ2Rne3t7w9vamt6lUKlro7t27h4aGBqjVavD5fDOh68l7hG2dygvCl3t0/gQCYeRg\n+pmh1WpRW1uLW7duITg4GCEhIRZFTKvV4sCBA9iyZQvmzp2L8vJyxufccCA1NRX//Oc/Gdu+/fZb\npKamAuj+fE9KSkJBQQG95k2v16OgoACLFi0a9PkSCA8SIm+EIce2bdtw5MgRnD9/ntHCwLgXXWxs\nLOLi4hAWFobz589j5syZD2KqhB7A4XDg5OSE2NhYxMbGYsGCBaAoChqNBteuXaNbFrz77ru4evUq\nXF1dIRKJGEIXHBzMuABycXHBmDFjMGbMGHpbV1cXLXRtbW2oq6uDVqs1EzqBQGCX0EmlUlRWVmLl\nmVcRGRmJsWPH0imfJEJHIIxs2KJtra2tqKioAI/Hw5QpU8Dn81n3pSgKZWVlWLRoEWQyGU6cOIGZ\nM2c+dAVJ2JDL5aipqaEf19fX4/Lly/Dy8kJgYCBWr16NpqYmfPTRRwCA119/Hfv370dmZiYWLFiA\nf/3rXzh27BhOnz5NHyMjIwPp6el0I/KcnBwoFAp6+QWBMFIg8kYYdLy9vXud/rBz505s27YN586d\nQ1xcnNWxoaGh8Pb2Rk1NDZG3IQqHw4GzszMtZwsXLgRFUVCpVLhy5Qpd4XL37t24du0ahEIho6l4\nYmIi/P39GULH4/HA4/HowjiG4xmErrW1FbW1tdBqtRAIBGZCZzhWV1cXqqur0draiuDgYAQFBZnJ\nHkm5JBBGLqb//lUqFSoqKnDv3j1ERkbCz8/PoogpFAq88847+Otf/4qlS5di3bp1cHNzG4xp9wtF\nRUWYMWMG/djQmiA9PR35+flobm5GY2Mj/XxISAhOnz6N5cuXY8+ePfD398fBgwfpHm8A8NJLL6G1\ntRXr16+nWySdPXvWLIuHQBjukFYBhAdCSkoKkpOTsW/fPgDd6Q+BgYFYtGiRxX4tO3bswDvvvIOv\nv/4aU6ZMsfkat27dQmBgIE6ePInf/OY3/Tp/wsMFRVHo7OxEWVkZo2WBWCyGl5cXY/1cYmIixo0b\nZ/XuNUVRjAid4Uen00EgEIDD4UAmk8HLywvR0dF9vqgiQkcgDB/Y0qpv3bqFmpoaeHt7IzIy0mIl\nZIqicO7cOSxduhS+vr7Iy8tDfHz8YEx7WOHv7481a9bgzTffpLf9+OOPmDVrFsRiMYKCgh7g7AgE\nBqTPG2FocPToUaSnpyMvL49Ofzh27BgqKirg4+OD+fPnY/z48cjKygIAbN++HevXr8enn36KqVOn\n0scRCAQQCASQy+XYtGkT5s6dC19fX9TW1iIzMxMymQxXr14lLQNGIBRFQaFQoLS0lCF0lZWV8PX1\npYXOIHXG6Y5sGHra1dXVgcPhwMXFBUqlEhRFQSgUMiJ0bm5ufS4kQISOQBhasEXa5XI5ysvLoVKp\nEBMTY3Wt2p07d/DWW2/hzJkz2LJlC958802yXruXzJ07F+7u7nTrIIqikJKSgieffBLvvPPOA54d\ngcCA9HkjDA1spT80NjYyLn4PHDgAtVqNF198kXGcDRs2YOPGjeByubhy5QoOHToEqVQKPz8//OpX\nv8Lbb79NxG2EwuFwIBAIMG3aNEybNg1A9xe4TCZDSUkJCgsLUVxcjGPHjqG6uhr+/v6M9XMJCQkY\nPXo0OBwOLl68iL/85S94+eWX8fTTT9ORO4qioFQqGT3oKioqWIWOz+f3aK0KSbkkEIYOpv9edTod\n6uvrcePGDQQEBCAsLMyiiOn1enzyySdYs2YNHn30UVy9ehWBgYGDMe1hy5QpU3Do0P/9TT7++GPc\nvHmTUeWaQBiqkMgbgdAH3n33XWRnZ6OlpQXx8fHYt28fkpOTWcfm5+ebLax2cXFBV1cX/ZiiKGzY\nsAHvv/8+pFIppk6digMHDiAiImJAz2MkQ1EUpFIpQ+hKSkpQV1eHgIAAeHh4oKqqCs8++yw2b96M\n4OBgmymXCoWCkW4pk8nA4XBYI3R9LT5AhI5AeHCw3WS5d+8exGIxuFwuJkyYAHd3d4v7V1dXY+nS\npaiqqsKePXvw4osvDomCJA8733//PaZPn4729nZwOBxERUVh06ZN+NOf/vSgp0YgmELSJgmEweLo\n0aOYP38+cnNzkZKSgpycHBw/fhyVlZV0MQxj8vPzsXTpUlRWVtLbOBwOY7H19u3bkZWVhUOHDiEk\nJATr1q3D1atXUV5ezqisSRhYVCoVsrOzsW3bNgQFBSEiIgKlpaVobGxEWFgYoyiKSCSCUCi0mXJp\nLHQymQwymQwODg5mQufq6kqEjkAYApiKm1qtRnV1NSQSCcLDwxEQEGDx37JarcaePXuwY8cO/PGP\nf0RWVpbVHm+EnqFUKuHh4YGCggKcO3cOX375JYqLi4dNXzzCsILIG4EwWKSkpGDy5MnYv38/gO4L\n9ICAACxevJi16Ep+fj6WLVsGqVTKejyKouDn54cVK1bQPdPa29vh4+OD/Px8RisEwsBx5swZLF++\nHI6OjsjJyaF7CVIUBYlEQq+fKyoqQklJCZqbmxEREcFYPxcfH28zTdIgdO3t7bTUyeVycLlchsy5\nu7uDx+MRoSMQHhIWnfhvuLq60jdehEIhOjs7UVtbCw8PD0RHR8PV1ZV1X4qiUFhYiMWLF0On0yE3\nNxfTpk0j0bYBIDExEdOmTcP777+Pf/7zn5g+ffqDnhKBwAaRNwJhMFCr1XBzc8Nnn31GNwwFussg\nS6VSnDp1ymyf/Px8vPrqqxg/fjz0ej0SExOxdetWTJw4EQBQV1eHsLAwlJaWQiQS0fs9/vjjEIlE\n2LNnz8Cf2AhHo9Hg0Ucfxfz58/Haa6/B0dH6smCKotDU1ISioiJa5oqLi9HW1obo6GiG0MXFxdmU\nML1eD7lczki5lMvlcHR0NBM6FxcXInQEwiBzSn4IarUaMpkMHR0duH//Pu7fvw+9Xg8nJyd4enrS\na1xVKhVj7VpHRwc2bdqEjz76CJmZmXjrrbfImuwB5M0330Rubi6ef/55nDhx4kFPh0CwBClYQiAM\nBm1tbdDpdGb9ZXx8fFBRUcG6T1RUFD788EPExcWhvb0dO3fuRFpaGq5fvw5/f3+0tLTQxzA9puE5\nwsDi5OSEn376yW4p4nA48Pf3h7+/Py3xhqqUhYWFKCoqwtdff42srCy0t7cjJiaG0bJg4sSJDAlz\ncHCg5cyATqdjCF1tbS3kcjmcnZ0ZMicUCnucWkuKohAI9mH8b8XZ2RmjRo2i5c3Pzw9BQUF0exGZ\nTIbi4mK88sordDsRPz8/FBQUICIiAoWFhZgwYcIDOY+erNOePn06vvvuO7PtTz/9NN08++WXX2YU\nBgGA2bNn4+zZs/0/+R4SHx8PJycnZGdnP+ipEAj9CpE3AmGQSE1NRWpqKv04LS0NMTExyMvLw9tv\nv/0AZ0Ywpq/RLAcHBwQGBiIwMBBz584F0C10DQ0NtNCdOnUKGzduhEKhwMSJExlCN2HCBDg5OdHz\n4HK58PDwgIeHB/0aOp2OvvPf0dEBiUQChUJhJnSGCJ09GJqOL/1HOkJCQhAUFESvDyFCRxipsN3g\naG9vR3l5OSiKQlJSEjw9PQEAbm5u8PLyAgDExsZi5syZ+Pbbb/HJJ5+guLgYLi4uKCwsxBNPPIHE\nxEQkJSUhKSkJiYmJVtfH9RdHjx5FRkYGY5327NmzLa7T/uKLL6BWq+nHd+/eRXx8PH77298yxv36\n17+mS/IDeGiiiUeOHMGiRYsQHh7+oKdCIPQrRN4IhF7g7e0NLpcLiUTC2C6RSODr62vXMZycnJCQ\nkICamhoAoPeTSCQYN24c45jGaZSEoYeDgwNCQ0MRGhqKl156CUCHmOypAAAgAElEQVS30NXU1NBC\nd/z4caxZswZqtRqxsbEMoYuKioKjoyND6Dw9PemLRgDQarUMoWtpaYFSqQSPxzMriuLs7Ezvp9fr\ncePGDdTX12PMmDFIS0szi+CRCB1hJGL6vtdqtaipqUFTUxNCQkIQHBxssQCGTqfD559/jg0bNmD2\n7Nk4fPgwfH19oVAoUFZWRvedPHXqFMrLy3H69GnMnj17QM9n165dWLhwIV31ODc3F6dPn8aHH37I\nuk7bIKIGjhw5Ajc3NzN5c3Fxsft7b6DR6/VobW3FBx98gOrqatYlDATCUIfIG4HQC5ydnZGUlISC\nggJGulxBQQEWLVpk1zF0Oh2uXr2Kp59+GgAQEhICX19fFBQU0LLW0dGBS5cu4Y033hiYEyE8MBwc\nHBAZGYnIyEj84Q9/AND9nqiqqqKF7vDhw1i5ciUoikJcXBxjDV1kZCSjb5SjoyNGjRrFqFin0WgY\nQnf79m10dnaCx+PB3d0dXC4X9+7dg6OjIxISEnpU7Y4IHWG4wvbevnPnDioqKuDm5oYpU6aAz+db\n3L+8vBxLlixBU1MTPv74Yzz77LP0jRc+n4+0tDSkpaXR4zs7Owe8GbdarUZxcTGjz5mDgwNmzZqF\nixcv2nWMDz74APPmzTM79/Pnz2Ps2LEYNWoUnnjiCWzZsgWjR4/u1/nby4ULF/DEE08gOjoan3/+\nudU2DQTCUIUULCEQesnRo0eRnp6OvLw8JCcnIycnB8eOHUNFRQV8fHwwf/58jB8/HllZWQCAzZs3\nY8qUKQgPD4dUKkV2djZOnjyJ4uJiev3D9u3bsW3bNkargCtXrpBWASMYrVYLsVhMC11JSQnKysrg\n6OgIkUgEkUhEC521RsAGNBoNWltbUV9fj87OTjg6OkKj0cDV1dVsDZ2Tk1Of50+EjjCUMBW3rq4u\nVFZW4v79+4iMjMS4ceMspjd2dXUhOzsbe/bswZ///Ge8/fbbEAqFgzFtm9y+fRvjx4/Hjz/+yEjf\nz8zMxHfffYdLly5Z3f/nn39GSkoKLl26xFgjZ4jGhYSEoLa2FmvWrIFAIMDFixcHXEgJhGECKVhC\nIAwWL730ElpbW7F+/Xq0tLRAJBLh7NmzdMGRxsZGRkrN/fv3sXDhQrS0tGDUqFFISkrCjz/+yFi4\nnpmZCYVCgT//+c+QSqV49NFHcfbsWSJuIxhHR0fExsYiNjYWCxYsAEVR0Gg0uHbtGt2y4L333sPV\nq1fh6upKC50h5dI4taujowPr169HeHg4nnjiCUyePBnOzs6M6nnt7e24efMmurq64ObmZiZ0tipw\nmkIidIShgOn7lKIo3Lp1CzU1NfD29kZaWhoj3dh07A8//IAlS5bA1dUV//73v5GcnDysyv9/8MEH\niI2NNStuYtzCJjY2FnFxcQgLC8P58+cxc+bMwZ4mgTAiIJE3AmGEM5Kqjw1XKIqCSqXC1atX6T50\nxcXFuHbtGoRCIUQiEUaPHo3z58/D29sb+/btY6RtsaFWqxktCzo6OqBSqcDn882Erq932InMER4U\nbDcXZDIZxGIx1Go1YmJirKYA3r9/H+vWrcOxY8ewbt06ZGRk9EvEur/pTXsbAwqFAn5+fti8eTOW\nLl1q87XGjBmDLVu24LXXXuuXuRMIwxwSeSMQCPYz0qqPDVc4HA54PB4mT56MyZMnA+gWus7OTnzx\nxRfYvHkzfvrpJ8THx6OwsBC///3vGevnEhIS4Ofnx4gUODs7w9vbG97e3vQ2lUpFi9zdu3dRX18P\ntVoNgUDAEDqBQNAjoSPROcKDwPR9p9PpUFdXh8bGRgQGBiI0NNTi+1iv1+OLL75AZmYm4uLicPny\n5Ye6qmFf1mkfP34cKpUK//3f/23zdW7duoW7d+8yim4RCIT+hUTeCIQRTEpKCiZPnoz9+/cD6P4y\nDwgIwOLFi1mrj5mSk5OD9evXo7m5mV7E/vLLL0MqleLkyZMDOneCdaRSKTZs2IC//vWv+J//+R+s\nX78eQqEQCoUCpaWljAhdZWUlfHx8GEKXmJiIsWPHWk39MkT8TCN0Wq2WNUJnqTKfvRChI/QHbDcL\n7t69C7FYDCcnJ0yYMMHqWrUbN24gIyMDRUVF2LVrF/7whz/0+b09GPR0nbaBadOmYfz48Thy5Ahj\nu1wux6ZNmzB37lz4+vqitrYWmZmZkMlkuHr1KrlpRyDYB4m8EQgE+xgp1cdGKvPmzYNer0dJSQli\nYmLo7QKBANOmTcO0adMAdAuYTCZDSUkJCgsLUVJSguPHj6O6uhr+/v6M9XMJCQkYPXo0LXSGiB+P\nx6MjtRRF0c2KOzo6cOfOHdTU1ECn07FG6Hpy0UsidIS+YvoeUqvVqKqqwp07dxAeHm6135pWq8WB\nAwewZcsWzJ07F2KxmBGZftjp6TptAKisrMQPP/yAb775xux4XC4XV65cwaFDhyCVSuHn54df/epX\nePvtt4m4EQgDCIm8EQgjFFJ9bHhz//59eHp69qpoAkVRkEqltNAVFxejpKQEdXV1CA4OZgidSCSy\n+TqGFE7j6JxMJoNerzcTOj6fTyJ0hH6HrSBJc3Mzqqqq4OnpiejoaIuFoSiKwpUrV7Bo0SK0t7cj\nNzcXM2fOHFYFSQgEwgOjxx8kRN4IhBFKX+Xttddew8WLF3HlyhWr4+rq6hAWFoZz586R6mNDGIqi\ncPfuXbrCpaFtQWNjI0JDQxnpliKRCEKh0KbQKZVKM6GjKMqsqTifz+/RhXJXVxeqqqrQ1taGsLAw\nBAQE4L/cX+mPXwNhiMEWrVUqlRCLxVAoFIiOjmZd32tAoVBg69atyMvLw5IlS7Bu3TqrPd4IBAKh\nh5C0SQKBYB/e3t7gcrmQSCSM7RKJBL6+vlb3VSgUOHLkCDZv3mzzdUJDQ+Ht7Y2amhoib0MYDocD\nb29vzJ49G7NnzwbQLWASiYReP3fx4kW8++67aG5uRkREBGMNXXx8PEPCOBwO+Hw++Hw+XdzAVOia\nmpogFovB4XDMhM7Nzc1M6PR6PW7evIna2lqMGTMGaWlpdDSFpFyOPEz/5nq9Hjdu3EBdXR38/PwQ\nFxdnsTIkRVEoKCjA0qVLMXbsWPz4448QiUSDMW0CgUCwCom8EQgjmJSUFCQnJ2Pfvn0Aui9uAgMD\nsWjRIqsFS/Lz8/H666+jqanJ5lq2W7duITAwECdPnsRvfvObfp0/4eGDoijcvn2bjs4ZiqK0tbUh\nOjqaIXSxsbFwdXW1GlXT6/WsEToOh8OQOYqiUF9fDwCIjo6Gl5dXr+ZPhG7owybqUqkUYrEYABAT\nEwNPT0+L+7e2tuKtt97C6dOn8fbbb+N//ud/etzfkEAgEOyEpE0SCAT7IdXHCIOBXq/HrVu3UFhY\nSAtdSUkJ2tvbERMTw1hDN2nSJLi4uNgUOoVCgY6ODty/fx9tbW3QaDRwcHCAh4cHPDw8aKnj8Xh9\nXptEhG7oYCpuGo0GNTU1uH37NkJDQxEUFGRxTaVer8enn36K1atXY+rUqdi3bx+CgoIGY9oEAmHk\nQuSNQCD0jP3799NNukUiEfbu3YuUlBQA3U25g4ODkZ+fT4+vrKxEdHQ0vvnmGzz55JOMY3V2duKF\nF15AaWmpWfUxQ0UzAgHovlBuaGhgCF1paSkUCgUmTpzIWEM3YcIEODk5MSRMrVYjPz8f4eHh8Pb2\nRnh4OLRaLSNCJ5fL4ejoaJZySYRu+HG0LY8h/RRF4c6dO6isrASfz0dMTAzc3Nws7l9TU4OlS5ei\nsrISe/bswYsvvkgKkhAIhMGAyBuBQBhZXLhwAdnZ2SguLkZzczNOnDhBN6G1xPnz55GRkYHr168j\nICAAa9euxcsvv8wY8+6779JSGx8fj3379jGqahL6H71ej5qaGrrCZXFxMS5fvgyVSoXY2Fha6CiK\nws6dO6FWq3Hq1ClER0ezHk+n00EulzOETqFQwNHRkSFz7u7uNqN99kCE7sGw6pvXoFAo4OzsDKFQ\nCDc3N7S3t0OpVCIyMtKsAb0xarUae/fuxfbt2/HHP/4RWVlZGDVq1CCfAYFAGMEQeSMQCCOLM2fO\n4D//+Q+SkpIwZ84cm/JWX1+PSZMm4fXXX8err76KgoICLFu2DKdPn6YLcRw9ehTz589Hbm4uUlJS\nkJOTg+PHj6OystJqZTpC/6PT6VBVVYXCwkJcuHABX375Je7evYuJEyeCz+cjPj6elrrIyEiba5N0\nOh1kMpmZ0Dk7O7MKXV8hQjdwGKdI6nQ6dHR0oLGxEa2treByudBqtbTQAUB5eTlSU1MREhICDoeD\nwsJCLF68GDqdDrm5uZg2bRqJthEIhMGGyBuBQBi5cDgcm/K2atUqnD59GteuXaO3zZs3D1KpFGfP\nngXQXchl8uTJ2L9/P4DuiFBAQAAWL15stZALYWDQ6XTIy8vD//t//w8zZsxAdnY2lEolnXJZUlKC\nsrIyODo60jJnELqwsDCb/QUtCZ2Li4uZ0Dk7O/f5fIjQ9Q22giQymQzl5eXQaDSIiYnB6NGjGX/X\n4uJirF27Fo2NjXB3d4efnx+qqqowd+5cbNmyBWFhYQ9M3HoS5c/Pz8crrzDbXri4uKCrq4t+TFEU\nNmzYgPfffx9SqRRTp07FgQMHEBERMaDnQSAQegVpFUAgEAjWuHjxImbNmsXYNnv2bCxbtgxAdxpV\ncXExVq9eTT/v4OCAWbNm4eLFi4M6V0J3W4rHHnsM7e3t+PTTT/HUU0/Rz8XGxmLBggWgKAoajQbX\nrl2j+9C99957uHr1KlxdXSESiRhFUYKDgxlFK7hcLjw9PRkVCA3r5wwX/83NzVAqleDxeGZCZ6nc\nvCVI24LeY/q70+l0qKurQ2NjI4KCghASEkLLuvHfNTAwEC+88AK++OIL/O///i9cXFzw7LPP4vr1\n64iKioK3tzeSkpLon+nTp1utSNlfHD16FBkZGYwo/+zZs61G+d3d3VFZWUk/NpXOHTt2YO/evTh0\n6BBCQkKwbt06zJ49G+Xl5RYbkRMIhKEDkTcCgTCiaGlpMSue4uPjg46ODnR2duL+/fvQ6XSsYyoq\nKgZzqgQAfD4fa9aswTPPPGPxwpPD4cDZ2ZmWs4ULF4KiKKhUKly9epUuiLJ7925cu3YNQqGQjswZ\nonQBAQEMoXN0dISXlxej5YBGo2FE6JqamtDZ2QlXV1eGzAmFQiJ0/Qzb7+fu3bsQi8VwdnZGcnIy\nnR7JRnNzM1auXInvvvsO27Ztw6uvvkr/vZVKJcrKyuh1lqdOnUJeXh5SU1MH7HwM7Nq1CwsXLqSj\nabm5uTh9+jQ+/PBDi1F+DodjsRcnRVHIycnB2rVr8fzzzwMAPvroI/j4+ODkyZOYN2/ewJwIgUAY\nNIi8EQgEAuGhZu7cuT3eh8PhgMfjYfLkyZg8eTKA7gvbzs5OlJWV0UKXlZUFsViMUaNGMdItExMT\nzQpdODk5sQqdQeba29tx8+ZNdHV1mQmdu7t7j3uFGYSlvb0d5eXl0Ov12DH7rz3+XQx1TMVNrVaj\nsrISbW1tCA8Ph7+/v8WUR51Oh/z8fKxfvx5PPvkkrl+/TjeFN+Dm5obU1NRBkTVjehvll8vlCAoK\ngl6vR2JiIrZu3YqJEycC6F7T29LSwsgu8PDwQEpKCi5evEjkjUAYBhB5IxAIIwpfX19IJBLGNolE\nAnd3d7i6uoLL5YLL5bKOsXS3mzA04HA4ZhfqFEVBoVCgtLSUFrp//OMfqKyshI+PD0PoEhIS4OPj\nYyZ0o0ePZjSrV6vVtNBJpVI0NjZCpVKBz+ebtS2wth7PuEdZSEgIgoODcUo+1WzccI3QmUqboQF8\ndXU1Ro0ahdTUVKtpgGKxGEuWLMGtW7dw6NAhPPfccw9VQZK2trYeR/mjoqLw4YcfIi4uDu3t7di5\ncyfS0tJw/fp1+Pv7o6WlhT6G6TENzxEIhKENkTcCgTCiSE1NxT//+U/Gtm+//Za+mHd2dkZSUhIK\nCgrowid6vR4FBQVYtGjRoM+XMLBwOBwIBAJMmzYN06ZNA9AtCTKZDCUlJSgsLERJSQmOHz+O6upq\n+Pv7M9bPJSQkYPTo0QwpcHZ2hre3N7y9veltKpWKFrp79+6hoaEBarUafD7fLOXSwcEBLS0tqKqq\nglAoRGpqqtUeZcMt5ZLtfBQKBcRiMZRKJSZMmGC16mtXVxd27tyJnJwcLFy4EGfOnIG7u/tATnnQ\nMI0QpqWlISYmBnl5eXj77bcf4MwIBMJgQeSNQCAMaeRyOWpqaujH9fX1uHz5Mry8vBAYGIjVq1ej\nqakJH330EQDg9ddfx/79+5GZmYkFCxbgX//6F44dO4bTp0/Tx8jIyEB6ejoeeeQRJCcnIycnBwqF\nwqzKG2F4wuFw4O7ujunTp2P69OkAuoVOKpXSQldcXIzDhw+jrq4OwcHBiI+PZwidp6cnQ+hcXFww\nZswYjBkzht7W1dVFC11bWxvq6uqg0WjA5XJBURTGjRsHPz+/XrUsGKpCZzpvQzP3+vp6jB8/HiKR\nyGL6KUVR+OGHH7BkyRK4urri3//+N5KTkx+qaJsx3t7efY7yOzk5ISEhgf4MNOwnkUgY6aESiQQi\nkaifZk4gEB4kRN4IBMKQpqioCDNmzKAfZ2RkAADS09ORn5+P5uZmNDY20s+HhITg9OnTWL58Ofbs\n2QN/f38cPHiQ7vEGAC+99BJaW1uxfv16tLS0QCQS4ezZs2apSISRA4fDwahRozBz5kzMnDkTQLcs\n3L17l65wWVRUhA8++ACNjY0IDQ1lrJ+Lj4+Hu7s7QyR4PB54PB7Gjh0LhUKBpqYmNDY2wtPTEwKB\nAHK5HJcvX4ZWq4VAIGBE6AQCAaPAij08zELHNjepVIry8nJwOBw88sgj8PDwsLj//fv3sXbtWhw/\nfhxr167FihUrelw0ZrDpjyi/TqfD1atX8fTTTwPo/nzz9fVFQUEBLWsdHR24dOkS3njjjYE5EQKB\nMKiQPm8EAoHwEHDhwgVkZ2ejuLgYzc3NNvvVffHFFzhw4AAuX74MlUqFiRMnYuPGjQwJ3bhxIzZt\n2sTYLyoqilTNHEAoioJEIqHXzxUVFaG0tBS3b99GREQEYw1dfHw8+Hw+Tpw4gczMTLz55pt49dVX\nGSl+FEUxInSGH51OZ7Z+js/n91jo2BhsoTMVN41Gg+rqajQ3NyMsLAyBgYEWz0uv1+PEiRP4y1/+\ngtjYWBw4cADh4eGDMe1+4ejRo0hPT0deXh4d5T927BgqKirg4+OD+fPnY/z48cjKygIAbN68GVOm\nTEF4eDikUimys7Nx8uRJFBcXY8KECQCA7du3Y9u2bYxWAVeuXCGtAgiEhxPS541AIBCGIgqFAvHx\n8ViwYAHmzJljc/z/b+/eg6K67jiAf1cIghh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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 again create the discretised 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(1.0*u(t, x, y)/h_y - 1.0*u(t, x, y - h_y)/h_y + 1.0*u(t, x, y)/h_x - 1.0*u(t, x - h_x, y)/h_x - u(t, x, y)/dt + u(t + dt, x, y)/dt, 0)\n" ] } ], "source": [ "from sympy 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": [ "(1.0*dt*h_x*(-u(t, x, y) + u(t, x, y - h_y)) + 1.0*dt*h_y*(-u(t, x, y) + u(t, x - h_x, y)) + h_x*h_y*u(t, x, y))/(h_x*h_y)\n" ] } ], "source": [ "from sympy import solve\n", "\n", "stencil = solve(eq, u.forward, rational=False)[0]\n", "\n", "print(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": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "DSE: extract_time_invariants [flops: 14, elapsed: 0.01] >>\n", " eliminate_inter_stencil_redundancies [flops: 14, elapsed: 0.01] >>\n", " eliminate_intra_stencil_redundancies [flops: 14, elapsed: 0.01] >>\n", " factorize [flops: 13, elapsed: 0.01] >>\n", " finalize [flops: 13, elapsed: 0.00]\n", " [Total elapsed: 0.05 s]\n", "DLE: avoid_denormals [elapsed: 0.00] >>\n", " loop_fission [elapsed: 0.01] >>\n", " loop_blocking [elapsed: 0.04] >>\n", " simdize [elapsed: 0.41] >>\n", " create_elemental_functions [elapsed: 0.01] >>\n", " minimize_remainders [elapsed: 0.01]\n", " [Total elapsed: 0.47 s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[dt, h_x, h_y, u(t, x, y), t, time, x, y, timers]\n", "[u, Depends: [(gets_value_from:u(t, x, y))], t_size, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], t_s, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], t_e, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], x_size, Depends: [(gets_value_from:x, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], x_s, Depends: [(gets_value_from:x, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], x_e, Depends: [(gets_value_from:x, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], y_size, Depends: [(gets_value_from:y, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], y_s, Depends: [(gets_value_from:y, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], y_e, Depends: [(gets_value_from:y, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], time_size, Depends: [(gets_value_from:time, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])])], time_s, Depends: [(gets_value_from:time, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])])], time_e, Depends: [(gets_value_from:time, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])])], dt, Depends: [(gets_value_from:dt)], h_x, Depends: [(gets_value_from:h_x)], h_y, Depends: [(gets_value_from:h_y)], timers, Depends: [(gets_value_from:timers)]]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "GNUCompiler: compiled /var/folders/3l/2zfpyh3n5c357t10vpx38ygm0000gn/T/devito-o8vnu98k/8337b06d55d7f91588e5fc6a92c23ac017c530de.c [0.47 s]\n", "=========================================================================================\n", "Section main<100,80,80> with OI=1.57 computed in 0.006 s [1.46 GFlops/s, 0.11 GPts/s]\n", "=========================================================================================\n" ] }, { "data": { "image/png": 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Ozp51uVxOaQNCgSkEQfgBEm8EQTiGOoREkiSlqTZgHEKyvr6OZDIJWZYxMTGBmzdvdhRC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WCTN4vDaOJE5tCNBJKkc66urtYFvXR6bL2gF3nL5XIV0jY5OYmFhQVsbW3pRtwAVAr99SRv7Shv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\nIiIiIiLqAf4X271q1YnDwU4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "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", "# Create an operator that updates the forward stencil point\n", "op = Operator(Eq(u.forward, stencil))\n", "\n", "# Apply the operator for a number of timesteps\n", "op(time=nt+1, dt=dt)\n", "\n", "plot_field(u.data[0, :, :], zmax=4)\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": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[dt, h_x, h_y, u(t, x, y), t, time, x, y, timers]\n", "[u, Depends: [(gets_value_from:u(t, x, y))], t_size, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], t_s, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], t_e, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], x_size, Depends: [(gets_value_from:x, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], x_s, Depends: [(gets_value_from:x, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], x_e, Depends: [(gets_value_from:x, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], y_size, Depends: [(gets_value_from:y, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], y_s, Depends: [(gets_value_from:y, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], y_e, Depends: [(gets_value_from:y, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])], time_size, Depends: [(gets_value_from:time, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])])], time_s, Depends: [(gets_value_from:time, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])])], time_e, Depends: [(gets_value_from:time, Depends: [(gets_value_from:t, Depends: [(gets_value_from:u, Depends: [(gets_value_from:u(t, x, y))])])])], dt, Depends: [(gets_value_from:dt)], h_x, Depends: [(gets_value_from:h_x)], h_y, Depends: [(gets_value_from:h_y)], timers, Depends: [(gets_value_from:timers)]]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "GNUCompiler: compiled /var/folders/3l/2zfpyh3n5c357t10vpx38ygm0000gn/T/devito-o8vnu98k/30ffde093b85ff2a5e4eebb1b74d7369ad2e8289.c [0.56 s]\n", "=========================================================================================\n", "Section section_1<100,80> with OI=0.00 computed in 0.000 s [0.00 GFlops/s]\n", "Section section_2<100,80> with OI=0.00 computed in 0.000 s [0.00 GFlops/s]\n", "Section main<100,80,80> with OI=1.69 computed in 0.007 s [1.28 GFlops/s, 0.09 GPts/s]\n", "=========================================================================================\n" ] } ], "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 want to explicitly set rows/columns in our field\n", "# We can use Devito's \"indexed\" notation to do this:\n", "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc_left = Eq(u.indexed[t + 1, 0, y], 1.)\n", "bc_right = Eq(u.indexed[t + 1, nx-1, y], 1.)\n", "bc_top = Eq(u.indexed[t + 1, x, ny-1], 1.)\n", "bc_bottom = Eq(u.indexed[t + 1, x, 0], 1.)\n", "\n", "# Now combine the BC expressions with the stencil to form operator\n", "expressions = [Eq(u.forward, stencil)]\n", "expressions += [bc_left, bc_right, bc_top, bc_bottom]\n", "op = Operator(expressions=expressions, dle=None, dse=None) # <-- Turn off performance optimisations\n", "op(time=nt+1, 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": null, "metadata": {}, "outputs": [], "source": [ "print(op.ccode)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }