{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "<< back to chapter content

Last updated: 19/11/2015

\n", " show/hide source code\n", " " ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib inline\n", "import sys\n", "sys.path.insert(0,'..')\n", "from IPython.display import HTML,Image,SVG,YouTubeVideo\n", "from helpers import header\n", "\n", "HTML(header())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Combined operations\n", "## Morphological thinning and thickening \n", "by iterating the Hit-or-Miss transform and remove detected pixels from $X$.\n", "\n", "* thinning\n", "\n", "$$ X \\oslash B = X \\; | \\;(X \\otimes B)$$\n", "\n", "* thickening\n", "\n", "$$ X \\odot B = X \\cup (X \\otimes B)$$" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from skimage.data import imread\n", "from skimage.morphology import erosion\n", "\n", "def hit_or_miss(X,B12):\n", " B1 = B12 == 1\n", " B2 = B12 == 0\n", " r = np.logical_and(erosion(X,B1),erosion(1-X,B2))\n", " return r\n", "\n", "def rotate_4(B):\n", " #returns structuring element oriented in 4 directions\n", " return [B,np.rot90(B),np.rot90(np.rot90(B)),np.rot90(np.rot90(np.rot90(B)))]\n", "\n", "X = (imread('http://homepages.ulb.ac.be/~odebeir/data/man.tif')>0)[:,:,0].astype(np.uint8)\n", "\n", "B = np.array([[2,1,2],[0,1,1],[0,0,2]]) # . are coded with 2\n", "\n", "#iterate on the four structuring element\n", "\n", "selem = rotate_4(B)\n", "\n", "R = X.copy()\n", "\n", "for i in range(10):\n", " for s in selem:\n", " HoM = hit_or_miss(R,s) \n", " R[HoM] = 0\n", "\n", "plt.figure(figsize=[10,10])\n", "plt.subplot(1,2,1)\n", "plt.imshow(X,interpolation='nearest')\n", "plt.subplot(1,2,2)\n", "plt.imshow(X,interpolation='nearest',alpha = .8)\n", "plt.imshow(R,interpolation='nearest',alpha=.5);\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### skeleton extraction\n", "\n", "A special case of thinning is the skeleton extraction, by applying the thickening for these two set of structuring elements, one can reduce every $X$ to single line structures sharing the same topology.\n", "\n", "$$\n", "\\begin{matrix}\n", " 0 & 0 & 0 \\\\\n", " \\cdot & 1 & \\cdot \\\\\n", " 1 & 1 & 1\n", " \\end{matrix}\n", " $$\n", " \n", " and\n", " \n", " $$\n", "\\begin{matrix}\n", " \\cdot & 0 & 0 \\\\\n", " 1 & 1 & 0 \\\\\n", " \\cdot & 1 & \\cdot\n", " \\end{matrix}\n", " $$\n", " \n", "\n", "and there 3 other orientations." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# skeletoninzing structuring elements\n", "B1 = np.array([[0,0,0],[2,1,2],[1,1,1]])\n", "B2 = np.array([[2,0,0],[1,1,0],[2,1,2]])\n", "selem = rotate_4(B1) + rotate_4(B2) #join the two list of structuring element\n", "\n", "X[1,15:17] = 1\n", "\n", "R = X.copy()\n", "\n", "for i in range(4):\n", " for s in selem:\n", " HoM = hit_or_miss(R,s) \n", " R[HoM] = 0\n", "\n", "plt.figure(figsize=[10,10])\n", "plt.subplot(1,2,1)\n", "plt.imshow(X,interpolation='nearest')\n", "plt.subplot(1,2,2)\n", "plt.imshow(X,interpolation='nearest',alpha = .8)\n", "plt.imshow(R,interpolation='nearest',alpha=.5);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "an application of the skeleton extraction is found in the pre-processing of fingerprints where we are looking for specific *minutiae*" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/olivier/anaconda/lib/python2.7/site-packages/skimage/filter/__init__.py:6: skimage_deprecation: The `skimage.filter` module has been renamed to `skimage.filters`. This placeholder module will be removed in v0.13.\n", " warn(skimage_deprecation('The `skimage.filter` module has been renamed '\n" ] }, { "data": { "image/png": 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FQlx+Pzg4yHYHUqkUJpMJNTU1kMvlSCQS8Hq9XG1mMpmQy+XyqtiIEEWjUcjl\nciZnRCoSiQTUajUqKythMplQUlLC+/X09MDlcsHv9yOZTLJ3EJFh0pSRDxGJ0elZJhIJTjOSzmFs\nbAxisRg+n4+1T2VlZTAajfwZMxgMHCXTaDRQKpV5XkTFCNGZhdmzZ2PRokVoa2tDe3v7hPRTVVUV\nzjnnHP7sL1myBFarFceOHcOOHTsKCmQXLFiABQsWIJlM4uDBg9i6dSvq6+shk8kKpnEkEgnOOecc\nNDc344UXXphQSSUSibBkyRKcddZZCAQC2L9//wmrwlQqFZYsWYJ58+ZhaGgIu3fvxp49eybdfuHC\nhViwYAESiQQOHjyIN998c8rjE8rLy3HOOeewPjKbzaKvrw/ZbBa7du3KSxtNhdmzZ2PevHl5y95+\n++2C3kuEyQhDZWUllixZwkUfNM7+/n6ODgFgnSoAtLW1MVH6RzE4OIjKykqkUqk8rRlBp9MhFotN\nWqEWj8exatUqnHPOOVOep6OjY8LnYN68eaipqcFbb72F0dHRD34RpxFnLCGiku9kMomhoSG43W6I\nRCI0NzfDZrNBJBLhwIED2Lt3L/r7+9lXiDQ20WgUUqkUFosF06ZN48nnyJEjOHz4MHp6eqBQKGCz\n2WC1WmEwGNj0kDxq6DgikYgFzCqVCrNmzcKsWbNQWVkJg8GAgYEB9Pb2or+/nydAirLYbDZUV1ez\n0Dkej8Pj8WDfvn04duwYPB4PE6yqqiqUl5czUaHIztjYGIaGhjA0NAS/349UKsX6KZvNxmJuAEwI\nKe3j8XiQTCZ5/PF4nCM6paWlnHp0OBx5kzJpgPr7+zE6OsreQZFIBCqVCvF4HD6fj8dosVg4zSP0\nbqLnKQRFU8LhMHv6UJUCRW8qKyvR1NTEUT06J5kqUsqOIi5C+wW/349IJAKxWAyLxQKHw8H6CIvF\nwqLuTCaDzs5O9PX1cXlqLpeDwWCAyWSCTCaD1WpFJpOB1WqFXq9nE0kALG4fGBjIM16kNJ5cLkc6\nnUZfXx9GRkZYnE/VjhUVFaivr8ecOXNYkyVsFFwkRGcWPv/5z2Pjxo1Yt24dXn311UmLSYDjROen\nP/0p7rzzTjz22GOTancuv/xynH/++Vi3bh327NmDXC6Hn/zkJwAKF6tIpVJce+21MJvNWL9+/QSt\niEgkwrp161BdXY1169adVMrJYDDg1ltvRSAQwPr16ye1AiCsWbMGy5Ytw7p167Bv374THp/Q0tKC\nH/7wh7CAq3p8AAAgAElEQVTb7Th27BjWr1/PJGiqezken/vc5/Cd73wnb9l11103JSGaDPPmzcOj\njz7KOlYAeOyxx3Ddddfljem5557D73//+1Me64nQ2dmJO++8E5s3b8bTTz89Yf2uXbuwfv36SfVE\ns2fPxs9+9jPMnTt3yvM8/vjjEwjRF77wBXz5y1/GunXrioTowwaVlft8PsTjcahUKpSXl8NsNkMq\nlXLp/cjICKdwZDIZp2gUCgUcDgeqqqo4MrRnzx7s378ffX19UKvVsFqtmDZtGiorK6HRaJhJe71e\nNDQ0oKysDJWVlejr62OBLEV7yF04EAhgaGgIvb29XB1mMBhQUVHBfwaDAVKpFC6Xi1NelGPX6XSw\n2+2oqqri0lJ6+6EU3MDAAIaGhhAKhSASidibh/LnNHGSmFsoaqZ0H3kP2e12Po9er+e0mlqtRjKZ\nhMfjQSwWYxduImHkupzL5fLSZQqFgr2RKEIEvO8jRcSH2leQHYBIJEJpaSlqamqgUChQVVUFmUzG\nOgqDwQCj0QipVMqkR9gQlY5PlXN6vZ61PaTpSaVSUKvVfDwAfM/IcZoqCXU6HbxeL1+PwWBgcisW\ni5mkktmlWCxGd3c3enp6oFQq4XA4UF5eDrlcDo/Hg56eHtYjeTweaLVaTqsSYerp6cHg4CATPLJ4\nEPaGK5KiMwfPP/88Ojs7cejQobxJsb6+Htdccw1Wr14NvV6Pm266Cfv27cOmTZvw1ltv5ZEhjUaD\na665hiew3t5e3Hvvvejt7eXv5tq1ayGXy/H000/niaqXL1+OK664AgcPHsT+/fvZG41w7rnn4mtf\n+xo6Ojrw3HPPwe12Tzp5NzQ04JprrkFZWRlSqRT+/ve/Y8+ePYjH45PuM3/+fKxduxZOpxPf+c53\n0NfXd0JysGLFClxxxRUAjkdZ7rvvPn7pPXbs2CkZAzY2NmLt2rVIJBLYuHFj3jqhUPpUsG/fPtx8\n8815EaLDhw9PGJfwO326kc1m8eKLLxYkJW63G4ODg5Pep/7+fnz3u9+FyWSa8hxlZWUseie0trZ+\n4oo/zmhCRG7NJAyjFE0gEEBPTw9GRkYQjUbZE4YqsbRaLes07HY7stksBgYGcOjQIfT39yORSKCm\npgaVlZWw2WzsRZRIJBAKheD3+/PK/clt2Gw2c5pMqVSyrqavrw+Dg4PIZDKsvSHiZLfbuSy9v78f\nfX19GB4eRjab5YmeJlMSiOdyOfatGRgYgMvlQjAY5JYfZWVlHPEij5xQKASPx4NAIIBIJIJwOMzO\nz0QkrFYrV9oJjQBJMO71euHz+fjco6OjGBsbY70SGSdqNBoWRmu1Wh4LpamELVBIrxQKhfg5EaFT\nqVRwOBwoKSlho0IyY1QoFCy0Jv0P8D7RIt2NsC2JsD9dKpXiFBz1Gstms3C73Ww9ILyWRCLBOqqy\nsjKYzWYWWUskEk4pUhqSUoYqlQqlpaWorKxERUUFZDIZAoEAqqqqEA6HmfhoNBoYDAaEw2E4nU50\nd3djdHQUIpEIfX19qKyszPthEfbYK+LMwL59+yZERBoaGrBw4UI0NTUhHo9j9+7dUKvVSCQS+OUv\nf5mX9iovL0dTUxNmzZqF6dOnAwC2bNmCP/7xjwAAu92OmTNnYvbs2QiFQqy1rKioAACcddZZqK+v\nx+9+9zu88sorfFylUolp06ahtbUV06ZNw+9//3v87W9/mzB+q9WKxsZGiEQiVFdXo6mpCWazGR6P\nB88880xBH5/y8nLWrzQ3N2PGjBnYvn07/vSnP015r9RqNRobG3HWWWfxtb777rt47rnnpqw4KzRm\nstOoqalBU1MTnn/+efzsZz87qf3NZjMaGxvztHxkoQEcJxQn8hz6KLB//37s37//lPfzer0nfBYA\ncOmll+LCCy/MWxYKhdDb24uamhq4XK5PhA7pjCREwsapFJWhyqEjR46gra0NBw8eZLNFg8GA6upq\nzJw5k7UeVLlD+puDBw+iv78fRqMR5eXlmDt3Lkcddu7cCY/Hw60xWlpa0NDQgHA4jLfffhvJZBJG\noxGtra2sAwqHwxgYGMD+/fvR2dkJn88Hi8UCk8mEqqoq2O12Fk/7fD709/fj0KFDGB0dRSKRQEND\nAyorK2GxWPLEtaFQCIlEAn19fZwqpLYdZrMZVVVVmDFjBhOQaDTKpoeUshOJROwYXVZWxkaUDocD\nZrMZOp0OiUQCPp+P9VbxeJydt4UCZar2I8GvUqmEwWCA1WrlNBKlitLpNBKJRB6x7O3tZadulUrF\nfk3l5eWorKxko0qhmzOV75PwnKJepEGiCBCJwuVyOVewpdNpeL1erggjQmg2m5FIJNDZ2Qmr1Yr6\n+npMnz4dkUiESWckEuE3PZlMxiJwIqgkfKYfR5vNBp1Ox4STBNEWiwWzZ89m40yKCFBK1u12o62t\njZ1+qVcdEUoie0UydObj6quvxpw5c/DDH/4wTyNELvVCrFq1Ctdffz1+9KMf4eGHHwZwPAJAWLly\nJW677Tb84Ac/wJYtWxAMBrFhwwasX78eAPDiiy9i48aNExymy8rKWJS9bt26SR2oFy9ejAcffBAS\niQSHDx/Gj370IwwNDSGdTk+6zwUXXMCi3x07dmDTpk0n5bhcXl6Ou+++GwMDAyxAjkQip+xDtGTJ\nEjz44IMQiUQ4dOgQHnnkkVMqR29tbcWDDz6Y50T9zDPP4P777z+lcfyzY+vWrQXvm8PhwC233IKm\npibceeedH8PI8nFGEiIAHP6lsnGa7Kg8mkqpzWYzpk2bhsbGRkybNo3N8oikkLYkGo2irq4O9fX1\nqK6u5hRJT08PBgYGEIlEoNPpUF5ezr3IyFyRNDZarRbpdJor3o4ePYr29nY2X7TZbKipqWFviXQ6\njcHBQS6rpKowjUaDuro62Gy2PCdsMvujFCEJyKlijKIZlP6JRCKsLxoYGGDhOTnP6nQ6FvJSeTsJ\nul0uF/dWoyo8EqVTGw3q+SWsQtPpdGyISL2/EokElEoli4mFnioUXaKoFFkKCBvTCvuIBYNB7u2V\nSCTYn8nn87HhJjlMEyEiATcJsInYUd+6VCoFk8nEkUKTyYTe3l4cOnQIcrkcqVQKg4ODXMFG0UbS\nsZGLtEwmg0Kh4LSey+VCKBRiDySqOistLWUiKpFI0NDQwOTearVyJDMYDCKdTsNoNLKtQrHs/tOB\n5uZmXHLJJZzuaGtryyM3Qtjtdlx88cUoLy/HH//4R+7LR7BarbjkkktQWVmJ//3f/8WuXbu4wuvA\ngQN47rnnABwv4Sc3YyFkMhkqKioQi8WmfMvv6+vD73//e4jFYvT396Otre2E/a4o/QYcTyW1t7ez\n39t4NDY24uKLL4ZarYZYLMaRI0ewc+fOk448VFdX45JLLslzWJZKpazd6evrQ1tbW0G/JSEWLVqE\nz3zmM7z/+NYnpxKJqa+vxyWXXAKNRgOPx4Pnn3++oMfPeeedh3PPPfekjtnW1obnn38+Lw22ePFi\nrFixAsDx+/zCCy+wX9rpQCAQKEhGvV4vXnzxxRN+Dj4qnJGEiFIfpDehzuQkwiVhq1qths1mw8yZ\nM9HQ0ACr1Yru7m4MDQ3hwIED3BPMZrOhsrISra2taGpqgsVi4ajA4cOHWd9CRoY2m43NGKlhq8Ph\nYDI0OjqKgYEBdj4WOmbX19ejqqqK9Th9fX3se0MVYTabjVOAFA2gFAlFGsxmM7eGoF5htI1YLGaN\nD/XMoi8ZlYaTx47D4YDBYOB2Il6vF319feju7sbg4CD3IBO20aBUklKphNVq5bFQ9E0ul3O6kFJK\nRqMRIyMj6OvrY1FzMpnkbu51dXWsMSJiQSX1FK1yu90YHR1lTVc4HEZHRwcOHjzIGirqA5ZIJPh+\nkCmlQqFANBqF2+1mewZK31EZfjgcxtDQEI4ePYpcLge73Y6mpiY4nU709vaysJLIINk2JBIJZDIZ\nJqpms5mJGhk8UgSIXMVrampQXV3NVSCUlqNGu5T+S6VSKCkpYcfqQo0xizgzIJFIYDAYcPbZZ+O6\n667DXXfdVbBdhkqlgsFggEgkwsyZM3HVVVfhtddew3333Ze3nV6vx4wZM3DFFVfg7bffxje/+c28\n9X/7298Kpr8IZNdBEd2pUCjldyK8+eabJ6wiE4lEMBqNmD9/PjZs2ACDwYCjR4/illtumfR81AdQ\n6K8zZ84crF27ltt+AMfFzLfccsuk+h26z4FAAOl0GgaDAcuXL8f/+3//D8Bx3dett96aVzFWCPTb\nCORHsqqrq7F27VqYzWb09vay1ms8Vq5ciXXr1k15DsJLL72Effv25bVQWbFiBY/5lVdewYEDB07K\nLDKVSnGhzgeBx+PBk08++YH2/TAg+rCEWpOeUCTKne5zjj8emfvRpJDJZLg31OHDhzEyMoJsNovq\n6mo0NDSgqqqK02NHjhxBe3s7uru7+YvW1NTEvkUGgwHpdBoHDhzA4cOH0dXVBa1Wy93Hp0+fjrKy\nMvT09HCZe2trK8rKyuB2u9Hb24uenh74fD5Oy1RWVmLGjBlYuHAhysvLodPpEI1G4fF42DOIxiJs\nzppOp9nwLxAIMBnR6XRIp9PsWkxGX6T5SSQSOHLkCDo6Oti/JxaLcWrMaDSirq4O1dXVXNnm9XoR\nDAbh9/uZfAQCARapUwUXkS+TycTO11qtlp8R6aHGxsbgcrn4ORmNRm54S5O+RCKB3W7niAiRW+qN\nRo1QhVV0TqcTTU1NqKqq4ijMwMAAm5yl02mOYtGxZDIZR82ojxl5QJFImRrb0nPx+/1Ip9OoqKjA\nvHnzoNFokEgk0NXVBZfLxT3GKI1H/cYoPUjaJdJfkfcT6aAMBgNqa2tRVVXFBJjsDciMkSwRstks\ni8MB5PkSfRg+RP9HxD61bEskEn20P5oCmM1mbNq0CSqVCi+//DIOHjxYsJz+vPPOw6233gqlUgmX\ny4UtW7Zg165d6OjoyNvu2muvxdKlS/Hyyy9j165dOHLkyCmN5+qrr8aFF16ILVu24L333puyC/2H\nBbVajU2bNsFut2PLli0c5W9ra5s0RVZeXo5NmzahqamJlw0MDODll1/OE5IPDQ1NeU0rVqzArbfe\nip/+9Kfo7u7Gpk2b4HQ6mcQ5nU60tbXxb/Fk2LhxI77whS8AAP76179ypZ/ZbEZLSwsUCgWMRiNW\nr14Nu90+Yf8dO3acsJcaYebMmVi1alVea42dO3fymKdNm4bVq1dzhHsqdHd345FHHkFXV9dJnfuT\ngsl+v87ICBG9IQNAIpHg9houl4vTL9TVnhoCjoyM4PDhw+xmnc1mYbfb0djYyFEhqVSKsbExjIyM\n4NChQ/D5fCgtLUVtbS1XjmWzWfT09ODAgQNIJpNczk7NXzs7OzEwMMBNQmfPno26ujrU1dXBarVC\nJBLB6/XC6/WywzG9hVksFk49BYNBJlhOpxM+nw8ajYbL80lQS1ED0syQKJfGEQqFIBaL2d/GarVy\nKb7RaOSeZd3d3UyKKNpBXdvVajU7LVNkhNJC5HAdCoVYzzM2NsaibdIVhcNhyOVyfiaUCjSZTKx3\noi8wtaig/nThcBiZTAZyuRwGg4HLz6kqjioAyTmbxi8sv1coFGz0SMRJrVazLoca5lLlnsvlYn8k\nskZQq9WYPn06uru70dXVhdHRUe5dRpEcGodQ9CyVSpFKpZjEElnq7OyE0+lESUkJC+fJM4pK+8kP\niaKRVEFXLLs/89Dc3IwFCxZAo9Hg6NGjeOWVVyY0SlUqlVi4cCFaW1vZB2twcBCvv/56nilgeXk5\nzj77bG5f8+abb+b1DXM4HFi4cCHa29vzDArFYjHOPvtsVFdXAwDq6urgdDqxY8eOgkaGzc3NqKur\nw3vvvTepTkilUmHhwoU80e/atatgak4IipJRJanRaERPTw/+/ve/T9puhDB79mwsWLAACoUCPp+P\nl/f19WHbtm0nlb5RqVQ4++yzcdZZZ+X9JgaDQRw5cuSUXLMB8O8sgDzbgbGxMfYccjgcaGpqymsE\nS2hrazvpc0YiEbS2tua9LB06dIj3DwaDaG1tPWG3euB4xHLlypVYsGDBlNt1dnYWbAT7ScM/XYRo\nqn2FpcZkMOh2u3HgwAF4PB6k02lUVVVxibpCoUAqlUJXVxf27NmDN998kwmCw+FAS0sL5syZA4fD\nAeB4E8O9e/fiwIEDOHbsGGw2GxYuXIhFixbBarXC7/ejvb2dfYpqamqwatUq7qv13nvvcd+hkpIS\nzJ49G5/97GfhcDi4oavX6+XSemop0dLSglmzZqG0tJSjAEePHmUNktvtZi+fadOmYe7cuXld6Wli\npEo1KplNJBJQqVSwWCx5PkZ2u50tCIaGhnDs2DEcPHiQm55SyTulsojAUIUembpR/zhyiBaSCqlU\nypV8ZCtAQmmNRsPpKhJIA2CTRiIOuVwObrebW66QDod6yQkb9gr9eQSfRf5/IlhEmLLZLO8vbA5M\nESlKD1CEiVKumUwGXV1d/Bnw+XxMHhOJBPbt24dkMgm5XM6tU2QyWZ7Im+5lV1cXa90oOkj3WKlU\ncosPsneoqKjgqOiHSYaKEaKPJ0J0xx13YP369bj++uvx2muvFWyXYLVa8cQTTyAWi+GGG25ANBrl\nggOhZuRzn/scnnzySXz/+9/HT37ykwnrL7jgAjzxxBP40Y9+hB/+8Ie8XKFQ4IknnsBXvvIVAMD9\n99+Phx9+GMlksmBp9p133omrr74aGzduxPbt2wtel81mwxNPPMGtM26++eYTplFmz56NJ598kivi\nrr/+evz5z3/ml4+pcO+99+ILX/gCbrjhhryoirAQ50RwOBx48skn4fP5cP3113MBCaXxTzWFRH0d\nAbDlx3jQS0+hpqn0QnUyoJ6NQgjPWWj9ZGhubsZPfvITzJo1a8rtnnrqKdx0000ndcyPAp+qCJGw\ndJomGY1Gw93qy8rKuMu53++H3+9HNBpFLpdDMplkjQYRJ4lEgtHRUXR0dODIkSPo7++HWq1GTU0N\npk+fzv4wnZ2d2L17Nw4fPsyNRi0WC4LBIJMgKrXWarWchiOxdX9/P/faoo7HJSUl0Gg0UKvVyOVy\nXAHV1taGnp4e+P1+dt622+2oqamB1WrNIwBjY2MYHBxkI0exWIy6ujro9XoolUqOcuj1eigUCoTD\nYTZlJBdov9/P5eMGg4FdscvLy1FSUsLEgXp/jY6OciTF6/Vy12mKjFmtVu4NR4SI3L7pCz9eB0O+\nUlT9RX3qyMiRnjnwftqUeqGRxQAJw4HjPzDJZJIb6UYiEf7MkA6LUlWkBYpGo5BIJHnNdSnyRI14\nSRNGUS6dTsf9zkgPJJPJMDIywqJ9ihSRS7ZYLIZer+dWJ/Q86ZlQv7hAIACFQoE5c+ZwWJ36whVx\nZuHVV1/F8PAw2traJu0dRZMm+anFYrG89RqNBldeeSVqa2vxve99D2+88UaeSFmhUOCqq65CY2Mj\nHn744Tz9ztKlS/HVr36V23EAx0vZC2lNGhsb8W//9m/IZDK47777Jo34rF69GhdddBHeeustjlCc\nyDH6y1/+MhYtWoTf/e53+MUvfoFkMondu3dPek9kMhmuuuoqnHXWWQAAl8uFBx54AO3t7RPuz2S4\n8sorsXjxYv53Op3G9u3bsXfvXo5QAzilJq1CUGp9KpDc4R8Fvdx90PVC9PT04OGHH+ZMyGQoLS3l\nNKAQbrcbv/zlLz8xKbcznhCRMR7pMqjyKplMciqNUhsAeFIhd2iZTMYeCQcOHEBvby9isRhmzJjB\nDVljsRiGh4dx+PBhdHZ2YnR0FC0tLRz9oNYN5eXl0Gq1sFqtLMbT6XQ8lvb2dnR2dmJwcBBqtZpL\nzEkc7ff74XQ6uY/a2NgYZDIZysrKuOqMGrkS4ycTssHBQXR3dyObzaK+vp7JmEwm48ot4DjpINH3\n8PAwR3UymQxMJhM7N5eVlcFisUCv13OHeqoMI0NGioaRTkgikbBPT2VlJWpra7lijN6OaKIXgpZ5\nPB4MDw+jt7cXgUCABdEk6o7H4zxWallCRm9C7Y2wV1ssFuOGtUIDSYlEgrKyMjbHpChVMpmEVquF\n0WjkVKHf7+c+eOXl5SzeJm1SdXU1JBIJ65KIcNXV1XG7ECEhIl2Q0WiEy+XizzGV+FPFnN/vh1Qq\nRTQahV6vR3NzM/dXKxoznnnYtWvXlGkH8hGiYonxERubzYbp06djwYIF8Pl8+PnPf56XXiLPnQUL\nFiAajeJXv/pVXkrJYrFg3rx5+Otf/zpleqa2tpZbgvzhD3/AL3/5ywnbaLVa3q6xsRG//e1vJ23+\nKpVKUVtbyzo/0mQ+8cQTJ3SHtlqtaGhowIIFC5gQPfbYY/jNb34z5X4KhQK1tbX8faLrIbjdbvzm\nN785ad0OcJyM1tTU5JXgf1QYHh4+qQ70pwqPx8NVgFPhi1/8Ij7/+c9PWO52u9He3o5MJnPaGun+\nIzgjCZGwMShVK6lUKo6ApFIpjI6O4tixY9yc1ev1Ip1Oo7q6GtOmTcO8efMgl8vR2dmJHTt2oK2t\nDb29vVAqlaioqEBraysaGxshlUqxa9cu9hNKp9OYNm0aVqxYgTlz5nClm9FoxJw5c7j0nJqmptNp\ndHV14ciRI1yOWVFRgRkzZnC0R6lUIhqNor29nd2Jqb1HWVkZpk+fzk1HSU+SSCS4Sm1oaAgjIyPs\nrj137lzY7Xbo9XomB+l0molZd3c3a5Mo/WS321FbW4vKykrY7XYmMeRj5HK54Ha7WXAcCAQQCoW4\nWa7VamXPJ4vFwn/CfmGUsqIqsHQ6zeaaJMQm/ZPX64VIJOJWHcKO8xQdoghgNBplGwEiMVRlQuX6\nfX19rGMifROJwy0WC9+fWCzGVWBVVVWIxWLo6elBJBKBwWDAOeecwylSp9MJo9GIuXPnoqysDHK5\nnMdHPdzIaZtappBrukajgc1m495q5P7d3t7OqTaKrNFzIvIjFFUXCdGnBxdddBGuueYaPP7449i+\nffuEaMKqVatw3XXX4fHHH8fWrVsntMhYuXIlbrnlFjz++ON49dVXJ2hxtm3bho6OjoIiboJYLMb6\n9evR0NCAhx56aFLPnsbGRnz3u9/F3r17ceutt055TK1Wi5tuugnLli0DAPz85z/HU089NeU+hBUr\nVuD222/H448/zhGKybRMQpjNZtx+++1Mgp544gk89dRTvJ4aZp8Kqqur8Z3vfIeNHj9KCK//48DW\nrVsnCPqB4yT961//OpqamvCtb33rYxhZPs5IQkRv+eR9IGwXQeXshw4d4vQXtYSor69HbW0t6urq\nUFJSgkAgwNVUIpGIJ8Fp06ahpaWFG99R37O6ujqYTCZUVFSgpaUFGo2G3+iJlCmVSk6RUVf0Q4cO\nob29HUNDQ7DZbOxHVFFRwWLfRCKB4eFhFvzV1dVxDzKbzYbS0lI2IgwGg3C5XBgZGWEHbKoeI1ND\nvV7PgmcqV6fSWfLg0Wq1sNvtMJvNHF3TaDRIp9MYGRnhNhIkNCdPIYq+UATJZDJx+T4RGLVazQ7f\nJPwWEivSPggt6ymtSXYDVJ1mNBqhVCqRTCY5OkOVXT6fD5FIhFNJZAApbPJKjVZJH0Ukmow2TSYT\npxHJvmF4eJj7vZE1AhFdIrAUkRsYGEBFRQV7V5EfUk1NDcrLy2Gz2VhAD4AjfiKRCGq1mp2wyfrA\nbDZzA9xcLoeysjIWdVO6sehS/enAZz/7WcyePRvAceLw6quvYvfu3XkC6rKyMqxevRo1NTV49dVX\nsWvXLvT39/N6i8WC1atXo66uDq+88gp27txZ0PyQij0mQ0tLC1avXo1sNott27axVnE8Vq1ahbPO\nOguHDh3C22+/PWVX+dbWVqxYsQKBQICjUu++++6Uoutly5ahtbUVwPEKNLqmE1XAVVVVcfsTiUQC\np9PJ5zzVCjq1Ws33FABee+01uN1u7NixI0+8/lHBYrFg06ZNp7wf3YN/1Cdoss+O0+nEtm3bir3M\nPkwITfqo7QLpcEKhELq7u7F7927W1NjtdlitVsyZMwfV1dWwWCxMLmKxGLRaLerq6lBaWoqZM2ei\nrq6O2yj4fD6oVCrU1tZyTzGbzQapVMqVa1RNZTabUVJSApFIxO7TJI7u7+/nNiNWqxUmkwlqtRqx\nWIwnemqDYTKZMG/ePDQ2NrI/DuV9yV6AGoKGQiE2i6yurmb/IolEwqSxp6cHBw8e5G7tcrmcyVNz\nczO3xyDHZfJPGhkZQSKRQDAY5IgN6YNKS0thMBhQWloKs9kMq9Wa1/yVBIwkkM5kMtwepbe3l12f\nSWBsNpu5qSoRIjIxpOgP8H4unqI5ZClAFW+USiVCBBzP+1MDWnJ9zmaz3MfMaDTC5/NxKpG8rLxe\nL3sm+f1+NqazWCyQyWQIhUIYHh7G7t27YbPZUFJSwj3iwuEw+041NDRwfzqlUomZM2cyQZPL5exm\nDRzXlJWWlsJkMuVVElIvOLIJ+DDK7Yv4+EHpf+r5d9lll+GrX/0qAODHP/4x7r333gn72O12bNiw\nAdu2bcPdd989Yb3VasW6devw7rvv4o477shbR5o4AJy2FUKlUrFm7ZxzzsEdd9yBG264Ab/97W8n\nnIcin5dddhmqq6txww03TKodIfuJFStWYOPGjbj++usnTdOJRCJoNBoWAl988cXsyfP000/jtttu\nm7CPRCLh4g1CS0sLbrzxRjgcDvT39+P6668/pR5lNGaqjr3yyiuxfPlyAMcLWp566ik88sgjJ328\n04nbbrvtAzlBHzx4EF1dXSfs+UamvKeKsbExPProo6e834eFM7LKjCqcqLGrwWDgH5EDBw5g//79\n2Lt3LwDAZDJh/vz5mDZtGsrLy/mLlclkOCpAAl5Kd1FahT4kpAGh8wDHywzb2tqwd+9ersaaNWsW\nt/t47733cPToUYyMjPA4tVotZs+ejcWLF6O2thZqtZqbEHZ0dKC7uxsajQaNjY1obW1FVVUVxGIx\nE29DqlIAACAASURBVBKh0SJpT6h/UXNzM39ZqXs9mSz29/djeHgYarWa22qYzWaOPimVSmSzWXg8\nHgwMDLCXE3WrJ8Ev+eTY7XZ2xNbpdCxop6o38jLy+Xx5DuKDg4NsBaBWq1FeXo6KigqOgFHlGd13\nqvAiITLwvt6IiFY6nUY2m2WxNgnn6UeUfKqoHJ5K+olwkUaJLAMoCkbpWLfbjaGhoTxdElWljYyM\ncMUZjZdE2MlkkgkX9XPy+XxQKpWora3FrFmzEA6HoVarMXPmTE4Bk16ourqarQ1IMC7s10b348NA\nscrs4/MhMplMuPHGGzFnzhwAxwXIlIo4duwYf9aEMBgMmDdvHrd8GQ+9Xo958+bB6/Xi4MGDeeuu\nvvpqXHbZZQCAl19+GT/96U/z1l9xxRX48pe/zOd/4403sHfv3rwIFWH58uW48cYb8fbbb+Odd95h\nQXIhNDY24sYbb0QgEMBbb72FvXv3wul0FtxWrVbjxhtvxKJFiwAgLxpEFijj4XA4cOONN2LGjBm8\nbGRkBG+88Qb7je3du/eUIiPTp0/HDTfcgIqKCsTjcbzxxhuc1jt48CC6u7tP+linG9OnT8+71pOF\n2WzG0qVLWb81GV544YW8lOInHZ+qKjNKJ5BQ2GAw8ERE/jTURb6qqgotLS1ceUZ9tEQiEXe8B96v\nWiKi5Xa7odFoWDhN0QdK0/X19XFFF7VyoBSNz+eDy+WC3++HWCxmJ2ibzcZl1CKRiPuoUfsO6mxP\nrUMAcL8ravzqdrsRDAYhEolgMpnQ0NCA2tpalJWVca8z0reMjIygv78fkUgkT0RMbUaUSiVHkcgO\nYHh4mKMk1C2eRNlU6UaRMEqLAe+/XYZCIQwMDMDpdPI9JP1PNBqFTCbjVGBNTQ0fj5y2Kd1FqSEi\nJ0Ra6Y2P2mBQKT6RMdqfoii0jV6vB5DfVVpoAKnValnzRFEmEjaTuJ1ap5CXEaXDDAYDWyhQOpd6\nq4XDYdZI0XMg80iKTsZiMa6Oi0aj/Lmuqqrit1wibtQ7jfyMimmzMxP0Gd23bx+2bNky5bZ+vx9b\nt27NW2a32zF//ny0t7ejq6trQkl8WVkZ5s+fj4aGBj6X8GXUarVi3rx5mDZtGi/v6+vDX/7yl7zj\nzJgxgydiSh/t3bsXb7zxBm+jVCoxb948lJWV8TIqftm9ezdeeumlSa+tvr4e8+fPh91u53G0tbXh\nz3/+86T7NDU1obW1ldvdENxuN1555ZVJW6AQpk+fjpkzZ05YTpWluVwO8Xgc77zzDnbv3j3lsT4q\ndHR0FNTwnAgNDQ2YPXt2XjuTQqitrcWll1466fqenp4P1Dz2o8YZSYhkMhm3MgDeL9+WSqWor6+H\n2WxGKpWCVqvliA819XQ6nSxYpeaj5IhMvWy6u7sRiURQUVGB2bNno7a2FqlUiiuziAhZrVbMnDkT\n9fX1sNlsUKlU8Hq9PPFTyTm5SzscDthsNphMJnapPnLkCOtGKGJCHkrxeJyF00eOHEFXVxei0Sh7\n1MyYMQONjY0wmUx5QuujR4+ip6cHQ0ND8Pv9KC0tRX19PZqamlBdXQ2DwcBVY0Sauru7EQqFuGqL\nBNJarZbHRpEc8kCi6AvplNxuN0dNiBBSF3iKsFVXV3NUiFJP9ANDJEGlUjHBodw0tdqgSCARHaVS\nydEhEmkLjRnVajW0Wi2H/YlYUdQrmUxyaxa1Wg29Xs8tM0gsTh28iTxRKk2j0bC3FAn46brD4TAS\niQSnXUkEnUwm4ff7EQwGkcvloNVq2eEaOD656XQ6+Hw+Fs2mUinY7XYolUqOohHxK6bOziz4fD58\n//vf5wjgB0lTAMC8efPw6KOP4j/+4z8mRH2A420sfvzjH+NnP/sZN0cVirSbm5vxgx/8AM8++2zB\n9YTPf/7znIb705/+hI0bN04Qa5eUlODWW2/F+eefz8v279+PzZs3T4hYjcfKlStx11134fbbb8e3\nv/1tADhhyfgXv/hFXHrppdi8eXMeYaFI9YlwySWX4K677pqwfN++fbj99ts5xfRBn80nCb29vbj7\n7rtP+Dty9dVX4+mnn550/dNPP/1PQYjOyJQZTUz0hk+tGujtmVIKFE0IhULo7+9He3s7kskkNBoN\npk+fzlGkvr4+HD58GLt27YLb7eZqNEpFRaNRDA4OYu/evax9mTlzJotmhdVt4XCYIy6Ua6beXBQt\nIa0OlbxLpVIu06f0CBEEMj8kIkbHpHNTJ/hwOIyenh709PSgq6uLiY1KpYLD4UBtbS1qamrYU8np\ndHI7DPrT6XQwmUyorKzk0ntyp6ZxCfuLUZsL8iQinQ1VlUkkEjgcDm5FotFomKTKZDJkMhmMjY3B\n7XYzUSVRtUgkykuNklEikR86PrUSoS90LpfjUncyTCRCJvzs0OeEroPct41GI2ueqJ8aVXjpdDpU\nVVUxiROm8ShNSFVviUSCo29DQ0Osd6P/krt3IpHgiFYqlUIoFOJoYn19PSorK7lBcVNTE2w2G1fS\nFVt3fDj4OFNmJ4JOp8Pll1+OZDKJZ599doI3j1qtxuWXX476+np4PB5s27YNe/bs4fUKhQJr1qzB\ntGnT4PF4sH379oKl/tXV1Vi1ahUOHDgwZen5okWL2L/nyJEj2LJlywQ9ikajwapVq1BTU8PLnE4n\ntmzZAo/HM+GYl112GZYuXQrg+G83tSaZTGgtk8lw+eWXY968eQDAEfwtW7ZwE9uTQV1dHdasWQOZ\nTFawJcjIyAi2bNlywuavQrS0tGDNmjV53mFvvvkm/vCHP0zY1mq1Ys2aNRgeHj6pUvePEnPnzuXm\nsIVAViVCvPjii3j11Vc/7KEVxKcqZSbs+p1MJuFyudg8i/xoVCoVe9X09/fjyJEj2Lt3L0wmE6qr\nq3lC9nq9aGtrw7vvvot33nkHarUaVVVVqKmpYVflzs5O7Nu3Dzt37oRKpeIoC/Wgisfj3EGdfqBI\nOE1ptFQqxWXj1CdLoVCgqqqKq7Io4hKPx9ktOR6Ps7O2w+Hg5qB0jRSxoJ483d3d8Hg8nMarqKiA\n3W7nFheRSARdXV3o7u7GwMAAa1sokuRwONDc3IzKykpYLJY851S6BiJ9JBwfGhriXDz5j9BzIN8k\nhUKRF2UJh8Nwu93o6upCV1cXent7kclkuHEsADZ7JP+hdDoNkUjEWiCZTMYRIkqPyeVyvqZIJMJR\nH6r8Ij8j0hnF43GuUqO/SCSCeDzObTOIEFksFsyfP5+F6yQy1+v1cDgcrC0gl+1cLodwOMz95EKh\nEHw+HwKBAEfnyIk7GAwyiSPxfCwWQ39/PwwGA3w+H+vc6NzFdNmZAY1Gg8rKSsjlco5EC7U3arWa\no8YlJSVYunQpXC7XBDJsNpvR2NiIpUuXIhAI4MEHH8yL1pjNZtTW1uLcc89FPB7Hww8/PGFyF4lE\nqKyshFgsxjPPPDOpmSCNuaenB++8886k10a/g4XK/MejpKQEFRUVWLx4MUeTfv3rX+Oxxx6bsC3Z\no6jVasjlcpx77rmsMfqv/8/el0a1dVjrfgiBJBASGkAIIRAamAdjA46HOIPtpKnbOom98tomK04z\nOHHTDE7rTG2uneS2SW/bDM1tbzPcJlltmjZtMztTM9lJbGywMfOMJJBACBBIIAQIxPvB2/tJRrKd\nNGniLu+1WDY6RzpHhyOdfb79DY89hmeeeeaE26JSKBTQ6/UAFkdl5557Ll555ZVTJgLL5XI+XtFq\n+fLlOO+88/g7DVi8gYrW3Gm1Wqxbtw59fX2fafx1spqbm2MO56etkwX3XnbZZUtQNeK9Ui0sLMDh\ncER4X/2r69+yISLyKimBWlpa4PP5mO+iVqvZwbmzs5PJcxKJhFEfrVbLGV719fXo7e2FUChEaWkp\nqqqqUFZWhoWFBfT29qK1tRV2u52dnI1GI7KysiCTyTA7O4u+vj72GpqamkJSUhI2bNiA9PR0CAQC\n5gqR9H5kZITDPZVKJRN1w0NR+/r64PF4EAqFoNPpWOVGcvpgMMiEcFrf6XRiamoKarUaOTk5MBgM\nLIdPSkrCyMgIbDYbGhoa4HK5MDk5yV9ser0excXFbEhJ3BXyDwoEAhzRMTY2xqMsh8MBv98PsVjM\nxD4iBJPijBq9cGk7vVfyXfJ4PJwGTw0IZZWRco+IziMjI5wATxcFcvAlp3CK+CBiM+W8Eerm9/sZ\nIZqenmZvH7/fj6GhIYyOjkYQvWms1draymM7Cv21WCycn0fu2cRzI8UYjbnIf2lubg4OhwNutxs+\nnw+9vb3sd0QxC2S2SQ1QcnIyR6mcSjDjmTo9Ki8vD3v27IFOp4Pb7caePXtw+PBhXm4ymbB7924Y\nDAb4fD48++yzSxyogUVX6O3bt+PZZ5/Fvn37lox01q9fj5tvvhnPPPMMPvjgA/h8viX7kpCQgO3b\ntyM1NRX33XdfTLl0QUEB9uzZg9dffx2PP/54zPe2adMm/J//839w7733xjRmpFq+fDm/Jo3pYm0/\nMzMT99xzD4qLixEMBvHss89yHMin8Q9as2YNdu/ejbi4OHR3d+NXv/pVVJJ2rKqqqsLu3btjusfT\naDD8b3HeeedFHT+5XC48++yzyMrKOuF46rPW6Ogo7r333pM6hX+W+uCDD5YoCjdv3hzxPkKhEO69\n917s3bv3c9/+qdZp860ZPg6jcQZwYideGo2RTw15AAGLs3ibzYauri7mYFDqfHp6OiYnJ7kZslqt\nCIVCKCwsREVFBUpLS6FWq+FwOGC1WtmThwwMTSYTUlNTuRlpampCV1cXnE4nRCIRRCIRI1BDQ0Ow\nWq3o7u5GZ2cnRkdHMTs7i5SUFJa0Eoepq6uLA2KnpqYgEAigVqvZL4ciNPx+P2w2GwYHB5mwS5wT\nIlrn5OSwgoxk53a7nTv0+Ph4qNVqaDQalrXn5OTwGI5k+6Ojo5xS39fXxwn2hIIkJSUxGpWfnw+z\n2cx/j/j4eB6J0TEkX6fp6WlMT09jbm6OA14JdSN5eTAYREpKCqRSKfPAaIxG4azhxGgi1Ov1eoyO\njrJxJIXLklUDoTFEkvd4PJDJZJDJZBExJaFQiF83EAgwskSkZoqA6evrQ0FBATQaDY/LaP9SUlKY\niyWVSnn0CCzeZWdnZ2NqagoGgwFDQ0PcoE1NTaGtrQ1Op5P5auHcrTP171MTExOor69HX18fm55S\nnXfeeVixYkWEzUZdXV2Eoik9PR3r16+H0WhETU0NamtrIy5OKpUKGzZsQF5eHi+PhlCUlJTgvPPO\nQ1xcHNra2paM4woLCxm5SUpKQldXV1S1GbCIdqxfvx7Z2dk4cuQIj7yjlVgsxvr161FaWspIfDSy\nssFgwPr16yGRSDgr0OfzIRgMxnxOeGVlZWH9+vUsWAEWFXiEcPX09KCuru6kyrPly5dj9erVABZH\nmPX19TE/k01NTThy5EhEQ5ScnMzhueE1NDSEuro6DAwMMEH986z5+XmcffbZWL58ecQ233vvvU81\nBoxWxCENr8zMzIgxGmVTfpl1WjRE1ASFK4BO1BSFc4hSU1NRUlLCIxRyBaZsL7vdDpPJhMLCQs6D\nIr4NyfM9Hg8yMzNx1llnYdmyZXyRGh4ehtVqZePGlJQU6PV6GAwGJCYmwul04ujRozh69CicTicS\nExOhVquh1+t5TGO329HY2IiOjg643W52X6asMIlEwonVdXV1OHLkCJqbm6HRaJCbm8tOypTyPjk5\nCYfDgUOHDqG1tZWzt4iDZDKZsHLlSr6Ajo+Pw2azobGxEf39/WzImJ6ezjEdGRkZ0Gg0DD/TiG96\nepqbOZvNxlwYQuFoHJaRkQG9Xs9u1cTRmZubg9vtRlNTE2pra5kvEx63kpOTw6q39PR0aDQaRsHC\nJfjUpADgRmVhYYGVVjQCS0hIYHL28YGWU1NTnJNGHJ/BwUHYbDZWoul0OkbcHA4H5ubmIJVK2cCT\nkDmv14v5+Xk4nU62zVer1dycjo+PQywWIzU1FVqtlkdqFouFM9JImTg3N4fc3Fw+98nLqLCwEP39\n/ZiZmeGoF3ounf9n6vSv7u5uJgxTkYP8ZZddhvz8fNxwww1RYywSExNhNptx22234d1338Udd9yx\nZLnRaMStt96KTz75JKp5n0AggEgkwrp167Bnzx7s2LEDL7zwQsTyxMRErFmzBg8++CAA4KOPPsIN\nN9wQYfBI+wwsIki7du3CSy+9FJWgTNsUCARQKpW45pprMD09jeuvv37JSIfQ34qKCuzevRtKpRJt\nbW244YYbTlnlJRKJUFxcjLvvvhs6nY4ff+6553DDDTfE5K6GvyeqjRs3st/TSy+9hBtuuOGUyNpU\n+/fvx/79+2Mut1qtn8of6VRLo9Hgf/7nf3DBBRfwY8eOHUNvb+9JM9RIOftp6rXXXsNrr732mfb1\ni6qvPKk6vAkKJ74S34QeD/+d/iUiNSmGFhYW0NnZyRJEv98PiUSC1atXIy8vD1qtFr29vWhvb0dD\nQwMbISqVSpjNZlRWViIpKQnT09P8Gj09PZzanp+fD5PJBKVSic7OThw9ehQ1NTXwer0Qi8UoLi5G\neXk5CgoKEAwGYbPZcOjQIeaGEMJkMBhgsVgglUqZAGi1WnlMFggEUFJSgpKSEpSXlyMtLQ0SiYSb\nm+bmZnR1dWFwcBALCwtMwDWZTIzykHnlwMAAS/aBxbsTjUYTkVVGHjeEvgwMDHDILI2zZmZmuBEy\nGAxsFBj+Q+gPjYbIzbm/v5+jRWiERARy+peaMWpqiSxPhoVEcE5ISGDiMnGCiJRMaj4af5EnESEu\ndL4IBAKWsk9NTUUQtlNTU9n3aXJykjkUZKAZCoXYC4qUY+TITWM+IpsT0ZxcsWUyGbKysti2gDLn\nMjMzIRaL+b3Tuez1ehkppGaP3MS/SMn9GVL1l0+qXrt2LXbs2IHGxkbU1dXh8OHDUbkfV199Naqr\nqzkH7Xiex7Zt27BmzRrU1dWhtraW/dnCS6fTYceOHYiPj+f1wp2uMzIysGPHDojFYm5A3G43amtr\nIxqBdevWYceOHRxSTK8VTUlmNpuxY8cOZGVlYXZ2ltetra1dwluSSCT4/ve/D71ej7q6OrZHqa2t\nPSVkIz4+Hjt27EBBQQFqa2sjVGo2my1iPHl80d8hfETd0dHBPkj9/f2ora095ST6L7PEYjGqqqqg\n1Wr5MYVCgcrKSrYliVVvvfUWnn766S96Fz+3Ou1J1eEk0fDmh4p+Dzfto3UTExOZQN3U1IRjx47B\n6XRCq9XCbDZzrILX62UjPYfDwQTg3NxcRioGBwfR1dXFH7b4+HhkZ2fzOCg+Ph4DAwOora1FXV0d\nWltbkZ6ezmZ7eXl5UCgUjBwdPXoUmZmZyM7OhlarhdFohNlshkQiwfDwMI4ePQqr1YqhoSHExcVB\nqVRCoVCgoqICxcXFyM3NBQD29+ns7ER7ezsT05RKJQwGA4qKimAymaBQKCAQCDA4OMimjJOTkxAK\nhUhPT2dkSqVSMdowOzuLsbExDA4Oor+/n4nZExMTmJ2d5bwyk8kEo9GInJwcSKVSJjiTpQFxb+hx\nitYQCATQ6/VQKBSMSpEdQXj6O5G2iYA8NDTERGoiWycnJ8PlcnGKfHgTkZycvETpQFEcFK9Clg2k\nKBOLxawsI0+jlJQUVg0SChWuNnO73XC5XBHN/MjICKanp6FUKjE/Pw+fz4f29vYI8jp5TtG2+/r6\nkJOTw5ytxMRESKVSVuORAzuNDElVFo6enql/rxKLxSgtLUVlZSXkcjkaGxvx3nvvLVkvIyMDZWVl\nyMvLw8zMDN59992I8EyNRoPS0lLk5+djbm4O77//ftQxWX5+PlasWIHMzEwcPXoUf//73yOWWywW\nrFixAjqdDi0tLRHIEZVEIkFpaSlWrFjBthX9/f14++23o/J5iouLUVVVBY1Gg5SUFPh8PtTU1ERV\nsxkMBpSXl8NgMGBkZASvvvpqVO5TeOXl5cFkMvHvcXFxHLT8xhtvxBzbKBQKlJWV8U1xU1MThEIh\nfxapbDZb1ONwqpWTk4P8/Hw0NjbGNKP8IorMJMMrLy8Py5YtixgjRqu8vDxcdNFFSx6fnJzkFITT\noU6bhii8wlVk4Y8RdwMAo0LUSI2OjqKxsZHn4xKJBDqdDmVlZUhLS8PU1BQ7Qg8NDUEqlaKkpIQ7\nZvL9cTqdaGpqQltbG+RyOUpKSlBWVobMzEzMzMygp6cHDQ0N7FI6PT2NsrIylJWVoaKiAgkJCRgY\nGEB9fT2ampowPDyM0tJSLFu2DHq9HjqdDmlpaRgaGoLNZsOBAwc4foSI0EajEfn5+dBqtUhMTGT+\nDiFWbrcbAoEAaWlpWLZsGTdDUqkUwWAQw8PDaG1tRWNjI5xOJ1QqFa9DMm6SjpPayWaz8QWcLvYS\niQQGgwE5OTk8KqQxH5GUKVx2ZGSEU9rJtJFGRtRskpqOCIhEZiYEhzg+4+PjsNvtaGpqwuzsLOLj\n4yGVSpGamorU1FS4XC6MjIzA6/UiMTEREokEAoGAFV80aiMVGRG4p6enucENj2AJRxqTkpK48QkG\ng4xqkZ9SYmIi5HI5DAYDG0gKBAL4/X7Mzc1x/AgAJtu3traipaUF3d3dEWoyt9uN5uZmqNVqJrBL\npVKoVCpoNBqkp6fzGDEjIwPp6ekAziTc/zuXQqHArl27MDExgR07dkSVpQNAdXU1Hn74Yfz617/G\nH//4xyUy8YqKCjz66KN44okn8NBDD0WVkQOL6qCLLroIu3fvjtqQXHrppdiyZQt2794dk4yrVCpx\n++23Y3x8HNu3b2eT21iNyxVXXIHKykrs2bOHPX1i7d+GDRtw55134j/+4z/w5ptvxnS+Dq8tW7bg\n5ptv5t/n5+exe/duvPTSSzG3Ayxe9B988EEYDAa4XC7ccsstqKmpwfbt2yM+c59mPBatzj//fPzk\nJz/Brbfe+qWPlKxWK+65556TijS+853vRCV6d3Z2YufOnRHWDl/l+sqPzIBI76HwRuh4xCi8USKE\niGTqnZ2dTDacmZlBTk4OysvL+Q7JZrMxuY2aD4vFAqPRCIFAAI/Hg97eXhw7dgzt7e0YGRmB2WzG\n2rVrYTAYEAqF0NraiqamJrS2tqKvrw9isRg5OTk4++yzUVRUBJlMhv7+frS1taGlpYXjNS688EKs\nW7eOL6I+nw+1tbW8LbFYDI1Gw86wBoMBCoUCCQkJ8Pl8sFqt6OzsRHd3N9xuN+dkWSwWFBYWQqfT\nQalUIhgMYmhoCO3t7bDb7XC73VhYWGAFmU6ng0KhYOfo8fFxOJ1O9PX1wWq1MjE7OTmZYz2ysrKY\nG5SYmMhNhsfjYTRtZGSEA2aVSiUbOMpkMh5NkRMzee0Q0ZrcpWncNjU1Bb/fj9HRUQwODrJDMzUn\n4ZleRM4OBAJMVienaUKMqOEaHh6G3+9HKBRip2xy6qZxGo28SGpPJpFpaWkRLrXhI7eUlBQ2qyQU\niRAgeq+kpuvv78f09DSjav39/XC73Szzn5mZYdSLMt4oLNdoNKKwsBBFRUXIzMzksdkXUWdGZl/O\nyOz888/H+vXrEQgE0NjYiL179/INIJVUKsXWrVthNBoRCATwzjvvRPBoJBIJtm7dCovFgkAggHff\nfRe1tbVLtpWfn4+tW7dCKBRiYGAAe/fujfDssVgs2LJlC0QiEYaGhrB3796oBOr169fj/PPPRyAQ\nQENDA/bu3RszF6usrAxbt27F3Nwc7HY79u7dG5PArNVqsXXrVqhUKvh8Puzdu/ekUvS8vDxs2bIF\niYmJEXyXUCiEvXv3njC8dcuWLVi2bBl7oU1MTOD111+PQN1OVjqdDlu2bEFGRsYJ1yP0nNSwn1d5\nvV787W9/i5kf989UZWUlNm7cuORxgUDAYo/j6x//+Ac7qFdWVuKSSy7B3/72t6hj28+7TuuRWbg/\nDd3Zh/+ErxfeJJHqiBjuk5OT3ByYTCZoNBoIBAImNh87dgxGoxEWiwXLly9HWloaf+C7urpw5MgR\nWK1WjI+PQ6FQwGAwwGQyQSQSob+/H83NzWhubmY+TnZ2Nicvp6amsrljQ0MDn/C5ubnIyspiJdXw\n8DDa29tRU1MDm80WoVwjs0eSb4+MjGBgYAA9PT2w2+3wer0cwVFcXIySkhKkp6dDJBKxBQEhSXNz\nc0x4JuSJ8mrGxsbgdDrR39/PsvfBwUFIpVJkZGSgqKgIRqMRer0eqampEAqFCAaDrBgbHR3l5zud\nTgSDQUYziKtFPCGSyhPReGxsDA6Hg5swyiQjkjTxf8hkkxoU4jHNzMzw33Zubg5jY2NwuVzcSFFz\nQ6MlGjWFNz/kWUXjNDJIJE4SfcBJpaZQKJjoTa+dmJgIkUjEFgcKhYIbtYyMDGRnZ/P4Mz09HVlZ\nWZicnGS7CK/Xi9bWVnR1daGvr4+z38bHx+F2u1ndRgTq3Nxc2O125iKRs/WZ+vepgoICrF27Fnfd\ndVdUNIa4jhs3bsTw8DAeeOCBCD6MQqFAbm4uNm7ciImJCdx1111LUBoi869YsQKbN2/GE088gaee\neoqXx8XFISMjA8uXL8e3vvUt/OEPf8Dvfve7JfsikUiQkZGBtWvXYs2aNbjzzjtj+hEJhUJoNBpU\nVVXhkksuwQMPPIA//elPMY9DWloaysrKsGnTJnz00Ud46KGHYq5LXmfAovpr8+bNePrpp09oBQCA\nkwToc3T++ecjNTUVd911VwR/ikqj0UAkEsHlcvF3QEZGRoS/kNlsxqZNmyIMKKPVc889h0ceeQQP\nPvggvva1r51w3U9TIyMj6O3t/VRmrdPT06xuPVERR+34MpvNeOCBB1BWVrZk2dTUFI9ML7jgAtxx\nxx3o6Oj4lzREseq0aIiASLl9XFwcj8PCUaHjGyKPx4OBgQEMDg4iEAjAaDQyuhIKhXgs1dDQwKOg\noqIiZGdnIy0tDfPz80xSbm1tRXt7O0KhEGQyGQoLC1FQUACtVouBgQFOSw+FQkhJSYFMJkNedSPE\ncwAAIABJREFUXh6WL1+O9PR05i91dXXB6/VCrVajsLAQq1atQlZWFnOGenp60NHRgdnZWWRlZaG4\nuBhmsxkGgwHp6elsXtXb2wun0xkhMS8sLIRSqYRWq2UfJMo6I3m82+3GxMQE9Ho9Hw/yIRIKhSzv\nb29vR3d3d4RDdGZmJsrKyrBs2TKoVCqIxWLMzc3B5XKhv78/QmlG2VxJSUkcbJubm4vMzExGdQAw\n8nb06FEmaxMiQtlzYrGYFWvkLUTIEZGtp6enkZCQgJSUFJhMJo4rIV+hwcFBNrOkBolQFpqPkxkk\noUher5eJ0jMzM5xTRtsmnyKK6qDxGDVspEzr6+vjhiolJQU6nQ6G/+ckrtVq2UqATCIpC81sNiM7\nOxuhUIjHenSejo2NsaWC2+1mv62VK1eeNLrgTJ2e9dprr+Hw4cMxHZm//vWv44orrsBf//pXfPzx\nx0tUPxdccAGuvfZavPDCC/joo4+iRkuIRCLceOONyMjIwD333LMENREKhdi+fTsMBgPuv//+mNEa\nBQUF+PGPf4zm5mb86Ec/QldXV8z3RdEdYrEYN910E9rb2094HL773e9izZo1+N///d+oF+HwOu+8\n81g519nZiT179pwQCaJSq9W444472N36r3/9K95///2YvkdXXnklzGYzfvazn8Fut0Mmk+HWW29l\nl25g0f/oiSeeOCkvaHBwELOzs/jtb3/7T3GRji+5XI7LLrsMt9xyyyk/p729HT/72c8+czDtwMAA\n7r///qgcpAsvvJDHbOE5dl9mnTYN0fGoEF20SLFEqiFCK8KdfsnXR6PRQK1WY35+nnPJSJE1MzPD\n/AxCLpxOJ1pbW7kxoLsjvV6PkpISlmeOjY2xCzVdvLOzs2GxWKDVajEyMoKOjg50dXVhbGyMA0zz\n8vJQVlYGn88Hm83GSNbMzAw3QKWlpdDpdJDL5cxhIi8iSkfXaDTIzMyEWq3mlHqKiyB/ErfbzRdx\nlUqF7OxsGI1G5gvNzc2xjQB5noyOjkIsFiMtLQ1KpRIlJSXMXSIH7P7+fjgcDjidTh7DEVdGoVAw\n4paXl8dEaUJuqAEZGBjgZmViYoKz0qjporw0uVzOobMJCQmsrKJAVFJ0UTBkOEqo1WoZIRoYGIDX\n62XVmEKhYK7Q2NgYn1eEFBFqQ+Mtku2TUzg1LDMzMxFxHxMTE5xdR07Yqamp8Hg8sFqtbE2g1WrZ\nBVsul2NiYgJOp5NRNeIHZWVlwWAwsJP15OQk/w3cbjeTvInzRDcOZ+r0rXXr1iElJQX79+9Hf39/\n1LFUeno61q1bB6PRiJaWFhw+fDhifKRWq7Fu3TpYLBa0tLSgtrY2atNRVFSEtWvXIiEhAY2NjThw\n4ECEcq2goABnn302JBIJGhsbcfDgwQiybF5eHtatWwdg0b/H5XLh6NGjUZsWjUaDdevWsa/XwsIC\nGhoa8Mknn8R0vzYYDFi3bh3UajWam5tRU1MT0+dIoVBg3bp1KCoqQltbGwCgpaUFBw8ejMkTyszM\nxLp16yCVSiESiTA7O8vPraurO2GumslkwoYNGzi4mkZd9HxgMfz20KFDcDgcMV8nvD5rIGusUiqV\nKCwsjHl8o5Xf78emTZti3mSNjo5i//79MblsU1NTMY0s6bsPAKPcX3adNg0RgCVSYhpreL1ebooS\nExPh9XrR3d2N8fFx5oRQSjw1Hx9//DGOHTuGjo4OTExMcIOSmZkJkUjE/jgHDx5EIBBAYmIiq8nI\neZgybVwuF58QJFMvLS2FyWSCWCxGa2srDhw4gL6+PsTFxUGtVsNoNHLoa09PDw4fPoy+vj4kJycz\nMmQymZCVlcV8lf7+fjQ2NuLo0aNwu92Ij49HXl4esrKyUFJSwnEdCQkJ6O3tRVdXF1paWjAwMACf\nz4e0tLSI90CNDcVTNDc3o6GhAQ0NDZzpVlBQgLy8PBiNRmRmZrKPEPGDampqYLfbOU5icnISSUlJ\nyMvLQ3FxMVasWIHc3FxIpVIOM/X7/XC5XOjr6+MxFSnayE8pIyMD+fn5SElJQXJyMpKSkiKS55OT\nkyGRSBglJFkroTTUCISbQ1KDMDIygsnJSfaOkslkEYgj/UtfHMSLGh8fx9DQELxeL0eT0NjObrcz\nVyoQCMDn86Gnp4dT7gnpSkhI4AY5ISEBEokkwpogOTkZPp8PLpcLlZWVfIdKTSmNaCnw1ufzMdG/\ns7MTycnJmJubY9j+TEN0ehYFDG/btg25ublobW2NaE5oObDI59mzZw9eeeWVJT5CAoEARqMR//Ef\n/4F//OMfuPXWW6NuSyAQYP369bjvvvtwzTXXRM3SOvfcc/HII4/g6quvjhhp0fPPPvtsDordt28f\nrrnmmggfovB9ysvLw7333guLxQKXy4Vrr70Wb7/9dtR16RxesWIFHnnkEezevRuPPfZYzGMGLJos\n3nnnnairq8N111239ABHef2ioiL87Gc/g16vh81mw7XXXot9+/bFfO7xJqjZ2dnYvXs3gEXbgeuu\nuw5vvPHGCZ8PYAkP7Isqj8eDX/3qV5/qOZWVlXjqqadQXFwcdXlTUxOuu+66mE1meDbk8fXSSy/h\npZdeAgB873vfQ3V1dUx+2b+qTitS9fHqGboTpyBUShAnkioFkRqNRiQnJ2N+fh51dXWor6/nOI9Q\nKASNRoOSkhKsWbMG6enpmJ+fx7Fjxzj7KycnB7m5uRFNgd/vR39/P7q6ujAwMICJiQmWxWdkZMBs\nNrM88/XXX+cuOTc3FyUlJaioqGA04MMPP0RXVxd0Oh0KCgpQXFzMWV/hF8j29nb09fXxHYhKpUJ+\nfj5yc3ORkZHBCcterxfHjh1DW1sbBgcHkZycjMzMTOTn5yM7OxsajYZJ0ORFZLVaYbfbWbJOmW6l\npaWsAAsEAszxsVqt6O3thc1mQzAYZGm6QCBg1dry5cuh1WqRkpKChYUFjtUgRZXNZuPjlZubyyG4\n1MQQeiUUChnFIjdoQmsopJacumUyGSYnJxEKhdjlm5ATQha7u7vhdDrZXZxk9OQaTbwi4i6F85ZI\nfk+oFKnMXC4XNz50bra3t8PhcGB0dBRyuZyblUAgwDEh4T+ErFGTSKhYUlISj/cMBgNn5KWlpXFs\nyeDgIAYGBrjRpaDgL6IhOkOq/uJJ1WeffTauu+46tLS0oL6+ntWmVKtXr8Z1112H+Ph4eL1etLS0\n4NChQ0v4F1deeSWqq6sZOYpmVKjX67F9+3YIBAI0NTXxzdvxdcMNN0RtiDQaDa677jpIpVK0tLQA\nWIyZOHjwYFTV1zXXXIPy8nK0tLQwenrgwIGoQatf//rX8e1vfxsAWHVZU1MTFeGqqKjg/aAbvNra\n2hP6CJ1zzjm45pprAIDHzsQdPHDgAIaGhqI+T6FQYPv27dwotLW1RSA/09PTOHDgQMyYkOTkZG7U\nnnzyyX9amfZFlUqlwurVq5lfenyRGjuWLH9gYABPPvnkSYncZrMZZ511Fg4cOPCZx3Ofpk5rUnWs\nojsToVDIgaCjo6NMLiZX6LS0NJaANzU1oaWlBSMjI0hKSmKCYEVFBSoqKtg92uVywe/3QyqVwmw2\no6SkBLm5uRCLxZiamoLVakVjYyOam5sxNzeH5ORk6HQ65OTkMKrjcDhYCh8MBmGxWFBeXo7y8nLo\n9Xp4PB40NjbC4XBgYWEBRqMRRUVFyM/P52gPMj+02+2w2WyYnp6GSqWCTqdDVlYWsrOzGeEgkjX5\nEdGHWavVsicJEQVpJERIT1tbG6e/azQaltHrdDokJiYiEAjwWIwcvgcHBzkzLC0tDSkpKZDL5eyi\nTSNFr9fLKqmxsTEMDAzA5XLB6/VCJpNBKpUyETopKQlTU1PsIk05YcFgEMFgkP2kBgYG0NnZCb/f\nj4WFBTZ0VCqV8Hg8mJ+fZyXX9PQ0ALAnUUdHB2w2G0ZGRliOn5iYCJlMhrS0NPY9CidxE5mfZPVE\nXKbcMjKQlMlk/LdTKBQcH6BUKpGcnIyZmRnMzs6yedz4+DhGR0eZF0TyeoFAwM0t8S+SkpLY0Zos\nIywWC9LT06HT6SCTyaDRaDie5oz8/vQriUSCwsJC9vb505/+hHfeeYeXi0QiFBYWorKyEjqdjhui\nN954I2oTU1VVhZUrV+Lxxx+POvIhHyGK9fjzn/+8ZB1CiqVSKT788MOIJsFoNKKiogJmsxktLS34\nwx/+EPO9ZWRksBISAPbu3RtzfEQ8zWXLlvH3iNVqxQsvvLCE+yQUClFYWIjq6mpkZ2dDIpHAZrPh\nvffei9o4EXcSQMTru91uvPLKKzF5QlTkfWSxWPi5L7zwAl5//fUTPi+8EhMTcc455yA9PR29vb2n\nZBdwsgoEAmhra/tcPX9GR0dPKP03mUwRx/D4EolEWLVqVUQUicfjQVtbWwRRu7u7OyY37l9Zp0VD\nFC2ag/hCFGw5NTWFuLg4TE5OIjExkbk3CoUCMzMzsFqtOHToEOeAEX8jNzcXlZWVsFgskEgk8Pv9\n7BpNzcZZZ52FnJwcJCUlwePxwGaz4aOPPkJbWxvcbjePOtLS0lgxRu6xhw4dYiRn48aN3JSEGynK\n5XKUlpbirLPOgl6vh0QiYXZ/d3c3K438fj/S09NhNptRVFTEZOzJyUkMDAygubkZnZ2d6OnpYW5R\ndnY2CgsLUVhYyBd+Cop1OBxob29HZ2cn7HZ7RHirSqWCSCRivovT6YTb7Wae08TEBIRCIXsPZWRk\nQKfTITMzE2lpaRAIBJienobD4cD4+Djm5uaQkJCAUCgEkUjEqBs5c1MyNYW8Dg0N8Rdv+N+fHKqp\nIaLssJ6eHh5BEVKTnp7Od3sCgYCbNWrGJiYmeCxG6BY1M8RJo22SFB4A85vIzZt8gmQyGXJychhd\nSk5ORl5eHsRiMSQSCWfYAeBGa3Z2lqNkXC4X5ufnmTdFjeqxY8eYpN7c3Izu7m6o1WpuHGlMSSga\ncZkIXTtTp0+lpaXhjjvuwNjYGK655polsnOlUoldu3ZhamoKO3bs4L93LA7Hyerb3/42zj33XDz4\n4IMxYy60Wi1+8pOfoL+/H9u3b4/Y1qWXXopLLrkEDz744ElDQVetWoVf/vKX+NWvfoUXX3zxhPuc\nm5uL+++/H/X19RzkSjYax5dYLMaNN94ImUyGu+++myN0Yr3+li1bcOONNwJYbMro9cku5GT1zW9+\nE9u2bcMDDzzA/KjPevyXLVuG//7v//5cRkV2ux27du06ISL2eVd/fz/27NnDIpnjy2Aw4M4770Rh\nYSE/tn//fuzatSsm+vZl1mkxMotWNAKZnZ1lmbfT6cTCwgLLS2UyGebm5tDc3Iz6+nrU19cjGAyy\nKWNeXh4sFgu7JItEIjgcDvT09KCxsZGRB5Kvx8XFMS/nyJEjnDav1+vZUZjIxnV1dXA4HJiYmMCK\nFStQVlbGkR1Ewp6YmMD09DTMZjPMZjP0ej2TgXt6etDe3o7GxkZMTk5iYWEBaWlpMJvNKC0t5WDW\niYkJ9PT0cCM0OjrKr2mxWGAymaDVaqFUKhEIBDAxMQGv14vh4WGMjIzA4/EgGAxCKBTySE2pVGJy\nchJutxudnZ2MXtD4CAC7JNO4jrx1kpKSEAwG4XQ60dnZib6+PgQCASgUCuj1erY6oGZAIpHwSIiU\nVE6nE6OjoywJXlhYwMzMDDtFU+r86OgoJ9iToaNIJGIlGI1JqelJTk6GWq3mMVq45w/xqCiHjMwR\n6T37fD4mRpMjdkJCAhISEthfSCqVQqfTMUk0Pj4eycnJkMvlTJwmRJNMG+fm5tgSgMJqFQoFVCoV\nqyAbGxu5gevo6GAX8srKShQWFvK4cm5uDvn5+RzPIhKJvpCG6MzI7IsbmSkUCmzevBnj4+N4+eWX\nI5atW7cO559/PgCgsbERr7zyykn5J4899hjOOussXH311REIUUFBAS6++GKIxWIMDQ3h5ZdfxuDg\nIC+3WCy4+OKLI2TjdXV1jIKYTCZs3rwZMpkMHo8HL7/8clSECli8gbj44ouZNPvqq69GNeorKSnB\n5s2bI1yfDxw4EIGQUWVkZODiiy+O8PTp6OjAK6+8ElU9ByyOZTZv3hwx3jl69CheffXVqOuH1+bN\nm6FUKvHyyy+zU/jLL798yuOdiy66CCtXrjyldb+smpycxMsvv/y5IjVpaWnYvHkzsrKyoi4fHR3F\nK6+8EvPc+aLqtB6ZRcsyox/ik9BFkFLcU1NTMT8/j+HhYTQ1NaGpqQn9/f0wmUzcLJSUlMBkMvE4\nZ2pqCm63m6XpYrEYcXFxGB8fZ2NAImJPTU1x1ITFYkFGRgYkEgmOHTuGuro69PX1ISUlBRUVFVi5\nciUMBgPm5ubQ0tKCY8eOYXZ2FhkZGaioqEBpaSmys7PZqG9qagqtra2or69Ha2srVCoVDP8vfqOg\noAAWiwXz8/MYHx9ns0i6aIrFYmRkZKCgoAClpaXQ6/WsoKLG0W63s3NycnIyDAYDDAYD+y75/X5Y\nrVa0tLSgvb0d4+PjiIuL4wt1uDoqKyuLm0lCb5xOJ5qbm3H48GEMDAwgPj6eCeTEGQoGg3C73Zia\nmsLY2Bj6+/vR19cHm82GoaEhzuiiHLKpqSlGBKmhIHdqlUoFrVbLXkDhuWLE9yHCfXJyMtsMkAqN\nODvUjA0PD2N8fJybJdrXiYkJfp34+PgI7looFOLYj/CgWeJC0TkSCAQgFAqZ/D43Nwefz8eKt6Sk\nJIhEIm4209LSoNVqmSsnl8u58Z2dneVxqsfjYSfv+Ph4ZGZmnhmZnYY1NjaGZ555JuIxUk6ec845\n+NrXvoYf/ehH+Pjjj0/4OnTekS3G8RL8goIC3HHHHbjvvvuYCA2ARR8rVqzA5ZdfjtTUVHR3d2PX\nrl2c2q5SqVBRUYHvfve7ePbZZ6MSnMViMVQqFXsMbd68mRGM43O94uPjoVKpUFVVhSuvvBIikQgN\nDQ3YtWtX1MBahUKB4uJibN26FWazGZOTk/jRj36Et956a8m6ZIwKgPf597//PX7zm9/EPHbERwyv\nCy+8EGlpaXj//fdjhq+KRCKoVKqIho5q48aNuPTSS/l3r9eLXbt2RW32Pmvl5OTgF7/4Baqrqz/T\n88mn7tOo0Oi6EivYdXh4OMLHClhs7H/xi19Ao9EwH5W+q0ZGRr5UPtVXviEiBRGpAUhuTzwMilsg\nubxWq4VcLodQKERvby9aWlqYhGwymVBRUYGioiIYDAYOT6VGwWq1sqeQx+OBxWJhAnVHRwcOHz4M\np9OJqakp6PV6mM1mJkcHAgH09vaiqakJPT09SE9PR1VVFb72ta9hfn4eg4ODOHjwIDo6OjA6Ooqz\nzjqL92N2dha9vb2YnZ3lmAybzQaPxwOZTMYE5ZycHKjVaibRklkkqZnS09NhMplQVlYGs9mMzMxM\ndrN2uVxMJh4fH+dmJjMzEwqFAsnJyQgEAujr60NDQwO6u7s5HFYqlSIlJYU5S+FGgyR7B8AqLJvN\nhvHxcb7IE+9GqVRCKpVyWnxbWxuGh4eZ3O73+3mMJRKJoFAokJqaipSUFG4iCA0ixRbxeGQyGSNE\n4XYMIpGImzWBQID4+PgIjhDxhILBII8XifAc/jrkM0VoWlxcHCYmJuBwONDV1cVwfjAYZIkqjSgl\nEgmn3Pf29iIQCDB6RO7h9GVaWlqKrKwsKJVKjgTJzs5GQkIC7yPFklC2nM1mg8/ng0AggNfrhd/v\nP6Mw+zeq/Px83H777ejp6cEPf/hDtLa2nvQ51dXV2LVrF/bt24fnnnsuJrn3+BKLxfj+97+PzMxM\n/OQnP2H0kkixQqEQ119/PfsQNTQ0xNznO+64AxqNBj6fD6+99hpqamqiIlrkQ5ScnIybbrqJbxJi\n7XO4DxHlGYbL28PrvPPOY9+d3t5e3HvvvTH3mWrz5s248sorIx57/fXX8dRTT52QX2Q0GnH77bcj\nOzt7ybK3336bR3PAohv1yfyWPm253W48+OCDMQnQJ6vk5GR885vfxPXXX3/Kz+nt7cXPf/7zT4Uq\nNTc347bbboNIJIJSqcTWrVuxc+dOhEIh/Nd//Rf+8Y9/fJbd/1zqK98QAZFO1eGhrXFxcRAKhSzL\nFggETGol6TEZChKCQCMypVKJkZERdmPu6elBV1cXN190cZ2bm8Pg4CA6OjrQ3t7Od/NisZgl9sPD\nw3A6nWhvb4ff72cSc2lpKTQaDRobG1lZNTs7i8zMTB5lxcXF8fjM6/Wir6+P40VSUlLYq6igoIAV\nRWNjY+js7GQl3OzsLJRKJQoKClBYWIj8/Hyo1WqIxWImMrtcLm7m0tPT2Z2aRkgTExOwWq1ob29H\nQ0MDfD4f4uLiOJpDqVTycczIyOCwVRovkeqL8sqIiDk9PY24uDhIpVIIBAIMDw/DbrfzmI9QF6lU\nyso5oVCI1NRUzuuipkosFvMP8XFIgUb/JykscWtoGZG06TwiiW44ggSAw2xJmUYjN8oYo3OQUCuX\ny4Xc3FxGECcmJvgOmJRhCoUC09PT/GVKfksymYz9rshyAAAcDgfi4+ORlpYGk8mEVatWsVcSkdDj\n4+PhdDo5LJNMQYVCYYQv1xmU6PSvmZkZDA0NobGxEZ988knM9YqLi7F8+XIAiw3R+vXr8eabbzLP\nhcjYwKJrczTeR3x8PEpKSiCRSHD48OGIBiAvLw+rVq2CXC5HV1cX9u/fz+Nbqri4OKxatQqVlZWY\nnJzE3NwcRkdHUVNTE7WRKykpwcqVKyESidDe3o4PP/wwJtqQnZ2N1atXQ6vVore3F5988knUUcuK\nFSuYuK3X67mx6uzsxP79+2OSjjMyMrB69Wrk5uYuacaOHDkSMeZLSkrifaEK94o7vurr6/H+++9H\n3e7nVYFA4J/KDJPL5cjPz4dYLD7l5wSDQVxwwQURBpRUR44cifo393g8fB5rNBoUFBTwdZ1sRg4c\nOPClIEVf+YaImp5wpQ9dxIgAC/z/sRo1Q36/n72DzGYzZDIZp5eTZNrpdKKmpgZ1dXWwWq0YHh5G\nVlYWjEYjp9J7PB60trZykxIfHw+JRIKUlBSEQiE4nU4cPnyYTRfz8/OxfPlyLF++HFKpFAMDAzh0\n6BAaGhoQCoVQVFSEZcuWITc3FwkJCRgeHobH44Hb7UZ/fz+bFKrVami1Wqxbt44VWBRSa7fbmRM1\nMDAAo9GI8vJyZvOHN4WkYhoZGYHP54NcLseqVau4QQQWpZEdHR2ora3lcNu0tDRWkFBEB0nH4+Pj\nMTIygsHBQYyPj8PhcKCzs5PHNSaTCSaTCQaDgT18xsbGGFHp6OjAwMAARkdHIZFIkJqaytsgfyGF\nQsGkZdpPQgkJ/Qj3GgpXgxHniLhXADAxMcENMjXQxDsSi8XM+aEGil6HfgiZo4YrFAohEAhgenoa\nq1evZuI1bZN8h6hxo2NEDZXVaoVIJAKweNdN5yw1rh6PB0lJSTCZTJidnYVWq+WsNJVKxfYNFosF\npaWlHJkyPDzMKFW4I/iZOn2rs7MTt99+e1Qvl/DatGkTfvrTnwKI9OShuvDCC/GLX/wi5vKT1bnn\nnouHHnoI119/Pf785z9HRXvi4uJw7bXXIicnB9u3b2cfolhcp2984xu48cYbsX37drzzzjsn5EQt\nX74cv/nNb3DfffedkIh82WWX4bbbbgMAPPHEE4zMhId/R6vCwkL88pe/xLPPPhuB5gBYsq3U1FT8\n8Ic/xIYNG/ixw4cP4/rrr4+K/HzZ/jqnUl6vFw8//PCnuokqLS3Fk08+ifLy8iXL7rzzzpOimW63\nGw888ACfj48//jg2btyIa6655ktpiE4LUnW4uRNdkMIVQOH/0sWKJNrBYBBxcXGM6lDUgc1mY26R\nzWZDKBSCQqFgRVZBQQHGx8fR0dGBgwcPYnR0lBuNlJQUmM1mHnk0NzfD6/VCpVKhsLAQOTk5LGm3\n2WxwuVzsxFleXo6SkhJ2Wg6FQqivr2fFWjAYRGJiIvsRlZeXMzJE+WA2mw0DAwPso5Ofn4/i4mLo\n9XoOLCU12NDQEN+pUXaZwWBgo0NSa5EVwdzcHORyOXJzc2E2m9klm/LQfD4fhoaGYLfb0dfXxyqp\niYkJ5udoNBq+EJPPCIWszs7OMgeI+AWU2E5hhkKhECKRiJsVIinPzc0xCZkyx/x+PyYnJxEIBHg7\nwWCQSdf0eoFAgCXvpCaTSCSQyWRITU3l7dE4TiQSITExkc+lcDJ5OCJF5GjiDUxPT/OYjNCrxMRE\nDssdGRlhZ29y7KZoD0KJCHkaHh7G3NwcVCoVUlJSIJFIAICVhsSXI8SIRrNisRiFhYXsuPt51xlS\n9ZcT7hqrjEYjrrrqKo71Ca+cnBzO8qKInfAiXzKqUCiE3t5ehEIhGI3GCFI+RQvt27cvqq/MmjVr\nsG3bNrYk2b9/f4SZZHiZzWZs27YNoVAInZ2d2LdvX0wJvlQqxVVXXQW9Xg+r1YqPP/44avxGWVkZ\nrrrqKkbEAaC1tfWEqNratWt5PJaZmYlzzjkHv/zlL3HvvfdGrLdt2zasWbOGfw8Gg+jt7Y3IgnO7\n3di3b9/nKnun2rJlC8rLy/HMM8/8S3x6TrWUSiXOOeccqNXqJcv0ej2T3ml0e6KKi4vDOeecg+Tk\nZOzbt+9zsSKIVactqfr4DLPwu3ZCCYjrQeRoGncQ6Ta8Serv70drayuOHTsGq9UKl8uFYDAIrVaL\n0tJSlJSUIC8vDzqdDm1tbfD7/QgEAhCJRDCbzcxrUalUTMJOSUmBVCpFVlYWUlNTMTk5ifr6erS3\ntzOfyGKxoLi4mH1jJicnGbEYHx/H4OAg2wGYTCb2uUhLS2MJPmWuDQ4OQi6XIycnB0ajEUajkVn8\nExMTGB0dZb7Q1NQUWwIQ0pSQkMAhoR0dHWySKJfL2RzSaDRCp9MxOjc5OcnoRW9vLyNZ1GjK5XKo\n1WrIZDIsLCxgcHCQvZzIaJEUYTqdjk0HyWSQvHPI/JBUUz6fj8eflCdG/j0ejwcejwd/4eB9AAAg\nAElEQVRjY2M80qJxEanIiGMUDAYxOzuLQCDAwbA0miNuE3F+wp2wCfWZnp6OiMMglR2N8MJJ0uHu\n19QUESGcyOWE/NDfi84FkUgEr9cLh8OB5uZmWK1W9iEiZEyhUKC/v59VkkajEenp6ZyTRryuM+Oy\n07eo6e3u7j4hb8VkMqG6uhqlpaV455138OSTT0Ysf+yxx/Cd73wH3d3d+P3vf79k+c0338zKNRqH\n/+d//ieGhoZgMpn4cwkAL7/8MmdPhZdYLIbZbEZlZSWKiorw0ksv4c033zzpPpeVleGNN96IeqEk\n/zf6/JaXl2N4eBh/+MMfliAH8fHxMJvNqK6uRklJCZ5++mk8//zzMbefnZ3N35eVlZURLsxkoLt6\n9eqI51RUVESsNzw8jGeeeQa1tbUxt3MqRYG8J1OD0vZXrlwZoaz7LDU8PIzu7u6TIo6nUh6Ph92m\nj68bb7wR69evBwD4fD5YrdaI5X19fdwEE/+1paUFw8PD//R+fdb6yjdEACIaIhqLzM/PR+RY0Z03\nGeHNz8+juLiYZ6IzMzMYHh7G0aNHUVNTg8bGRs4eo/DR6upq5OTkIDU1ldEQCihNSUlBfn4+8vLy\nkJGRwQo2sViMnJwcVip1dnaiq6sLXV1dnHtlMpk46FUqlbIqjsjcbW1tcDqdSExMRHFxMY++0tLS\nIBaL+eJ4+PBhOBwO+P1+rFy5EiaTCZWVlZDL5VhYWIDdbkd3dzc6Ozths9kwNTXFTRNZBwiFQkxO\nTvJMnGTxQqEQOp0OpaWlKCgogEKh4JEeKdPIjJFS3qmBomgUIhq3tbWht7cX/f39nO1mMBg48kQm\nkzHyQ8jK7OwsJ8sT4kQSeGqAKKme0CBCXcKVXgKBgKM6srKykJaWhtTUVEZQiIhPDY5YLI6IBiEk\nifaJEEXiR9E+ho+kwpsjcitXKpU82k1MTGQX7PT0dCQmJiIuLg5yuRzZ2dkoKSlhorZAIGDjSZVK\nBYVCgY6ODvh8Pg67nZ+fR39/P8bGxtDd3Q29Xh9h/UCqv087EjlTX51as2YNHnjgAdx9991RYzSo\nrrrqKpSVleHRRx+NmRlls9lwzz334NChQ0uWPf/886zOuuKKK/DjH/8YP/jBD/DBBx/gJz/5SUQk\nQyzkQ6PR4K677sL4+Diuvvrqk4aXfu9730NJSQkefvjhmEGrRqMRP/3pT2E2m+Hz+fDoo4/i/fff\nj5qpJZFIcNNNN0Eul+Puu+8+qSvy1q1bmTj8zjvv4Hvf+17E8u9+97t4+umnIx579NFH8dvf/pZ/\nJ/XeP1sVFRV48MEHmRYQq5555hk89thjuOWWW1BQUPBPbfPVV1/FXXfdtUTt93nXCy+8wATpiy66\naMkxffjhh/G73/0OwKLy7P7778ddd921xG7iX1mnRUMUnmJPXS0hFz6fD319fejp6UFvby/Gx8fZ\nlI+k16FQCKOjo2htbUVHRwccDgcrmSjeIzc3FwaDAaFQiEMUGxoa0NPTA4FAgIyMDBiNRmRnZ0Ot\nVvNoxuPxYGhoiC+adrud/YekUimys7OxcuVKVFZWIiMjg9PdnU4nHA4HHA4HxsbGkJqaipKSElRV\nVcFisUAqlbLqrLGxEQ0NDTx6I5l5RkYGkpKS4PV6MTAwgMbGRjZZpLFXUVERTCYTH4/u7m7U1dWh\nu7sbQ0NDEAgErDhbtmwZjEYj5HI5ZmdnMTIygp6eHlitVnbJFgqFMBqNyMjIYH8jkvW73W64XC74\nfD4kJSWx1DwrK4tNGMmLhwjZExMTTCgfHx+H1+vlpoPUXhTXMTMzg5mZGUYHhUIhxGIxBAJBxL+p\nqakcVZKens5SeACMHs3MzLBCkRob4h4RT4lGbbRftI8UlksNFoWp0r56vV709/dz0xUKhTjJnsju\n8fHxjDbK5XJumHQ6HSQSCTIzM1FUVITk5GQYjUaMj49jcnKSrRlInkqNESFySUlJUKlUZ1Rmp2Gd\nffbZWLt2LYDF0eyLL74YNQsMWCRQb9q0CaFQCG+99RaampqWmDhSTU9Pw263R73zptE6/X9ubg41\nNTV455130NbWdtKxxbp167B27Vq2/4gmk6cqKSnBpk2bMD8/jzfffBPNzc1R9/nCCy9EZWUl6uvr\n0dDQgKmpKdTV1UVEe2g0GmzatInHfR6PB4cPH2ZUP7yEQiE2bdrERGuRSIS///3vABa9laLtc3p6\nOt544w0+/ocOHTrhe4tVBQUF2LRpU0wun1AoPCVV1YEDB9Da2oq33nqL41E+awWDQezatetTPy8Q\nCGDv3r2MWJ+sws8t4oSGFzXSwMnP939VfeUbomjNEF0MSZpZU1ODtrY29PX1QSAQIDMzE7m5uSy3\nJpVGc3MzS5QpgyozM5OdktVqNavJWltb0dnZCYfDgYKCAmRmZiInJ4cT2InsHQwGGZVxu93w+/2Y\nnZ1FUlIS9Ho9SktLcc4556C0tBTAos9CW1sbWlpaOBA0MzMTZWVl2LBhAwoLC9lh2e12o6GhAUeP\nHkVHRwdCoRDUajXnqqlUKpbsE8maMrrOP/98VFdXo6ioiMeGDocDdXV1+Otf/8oGlhaLBYWFhSgu\nLmYzSxqP2e12tLW1ob+/H8PDwxzpUVpaitzcXGRmZnLQKzVjLpcLYrGYUQtqhFJTU5l4TCnwQ0ND\ncDqdGBoaYiNGaoSo4QTA4yaSwNPoTaVSRYyqiBekUqmQlZUFi8XC/BuCpAldpPR6QpWIC0QoJLB4\n50n7HB7aSvwpQqiIq0ScIEK3SB4/OTnJhO2kpCRGbmgsl5CQAJVKxc2z2WyGRqOBUqlEUlISioqK\n2FTT7/djcHAQ3d3d6OvrY1I+Ha+SkhIEAoElQchn6qtbZEuxYcMGbN++HQDwl7/8BTt37lwy1oiP\nj4dcLsfKlSvxgx/8AHfffTf++Mc/fm77Mjs7iz/96U/429/+dsL1RCIRZDIZNm7ciA0bNuDWW2+N\nikAdv8833XQTbr/99ogsNCoavX/961+HxWLBzp07o6a9y2QyFBQU4Morr0R+fj4mJiZw6623Rg1S\nTUpKQlpaGi655BJceOGFAIAHHngAv/71r5esS38HYJHI/pvf/Oak7tvh+5SUlLTk8aqqKnz/+9+P\nugxYlOPfcsstMcNRj69wz6jPWlu2bMEjjzzyqU1byeojFi9sYWGBY5qOr0OHDi05P+688062RHj+\n+eeZCP9l1le+IQrnDAGRCcN9fX04cuQIDhw4AJ/PB4lEgoKCgojw1Pn5efaKsdvtbLhHoxxSfeXk\n5EAoFGJoaAhdXV0YHh6GQCCAXq/HsmXLUFxczB8WGrk4nU7U19fDarVy0KhQKGQuR3l5OdasWcNe\nQ+SA3dHRwTlaWq0WVVVVqKqq4viKUCjEYa401pqbm0Nubi6Ki4tRUVEBrVaLxMREDA0N4ejRo/jw\nww/hdrshk8mwatUqlJWVwWAwQC6XY25uDsPDwzh06BBaW1uRnJzMY6yysjLmIIUnsbe0tKCjo4Pd\na1NTU9kCIDc3F0lJSZiYmEBvby+bSM7NzUEmk0W8JhkpkoGX2+3G0NAQh5FSmGx4snw450gul0Mu\nl0dwjOiLkyT5RComVIfI2MTtoTHT1NQUfD4fBgYGGKEjknVycjIbLpKVA5lOpqSkIDk5mU3eKIoF\nWHR3HRsbY4SKMsoItSEHdb/fzwRzavqogZqZmUFCQgJ6e3sxNjbG252amkJCQgI0Gg00Gg0rD7Oz\ns1FQUMAO4hT3IZfLGV08gw6dPlVUVITbbrsNPT09rG6ifMPjS6FQ4LbbboNEIsGOHTtijsm+6Cou\nLsbOnTvR1dWFO+6444ToiVKpZN+Z7du3x9znlStXYufOnThw4AD+/Oc/x/Qh+s53vsM+RCQEifWa\n5513Hq6//nq8++67+Mtf/gIAMfe1sLAQt912G3p7e3H77bd/Kp+gbdu24aKLLlryeHd3N3bu3BnT\n7JBMaP+VdfDgQVx77bWf+jtCLBZjw4YN2LZtW9TlgUAADz300AlJ7OH14osvsidULEL9v7q+8g0R\nEKkgowvm7OwshoeHeWRAXJ6SkhIUFxdDp9MhEAjA5XKhubkZ7e3tGBoaYqdVQkfy8/OhUCgwOTnJ\njdPAwAAHu6rVahQUFCArKwuhUIjvxMfHx5lbMzw8zFlqKpUKmZmZKCwsRFlZGfLz8+H1etHT04OG\nhgZuthYWFhhxqaqqQllZGUcwjIyMcERIT08Ppqen2UOpuLgYeXl57JRM++B0OlkpV1RUBKPRiLS0\nNMTHxzOJrq2tDS6XCzKZjHlFhYWFPMYhj6D29nZ0dHTAarUiGAwiLS0N2dnZ3ORQXpjL5Yp4TxQy\nmpeXB4PBgNTUVExPTzMiFN4gkIoq3IeIQlOFQiH7DtFYiRorgUDAKi6pVMrSeXK0JkI2hcAS8Z72\nY3x8nPlQdrudrRRkMhkrsqhBIq8o4iHRPtCXW0JCApRKJds5UEM1MzMDv98Pj8fDyh6fzwefzweP\nx4PR0VGMjo5yVMjo6CjnUdlsNni9XlamUe7b2NgYWyUQ/4qOFflmJSUlMYJEakhSpp2pr26p1Wqc\ne+656O7uPiEZuaioCFVVVUhJSUFnZyfefvvtJTwQsViMqqoq9seZmJjAu+++e0IEQi6Xo7q6GlKp\nFC+++OIJL04CgQDV1dWoqqpCKBRCc3NzVNdmquLiYlRWViIlJQXt7e14++23l0jfxWIxqqursWLF\nCk4DOHjw4JLX0ul0HODqcrnw0UcfwWazRd2uTCZjsrnX60VdXV1MtCcuLg7V1dWorKzEwsICWlpa\nsG/fviXrqdVqPk7R9i0acmK1WvHOO+9ERU0+axmNRvaTilULCwuora2NenwGBgYixo+nWikpKbBY\nLFEVZcDizWp1dXXUoNeenp4lWXmdnZ2faQz5RdZXviEioin9H/j/BNzx8XFMT08jNTUVWVlZWL58\nOYqLi6HVall63tnZiZqaGr7QEPeFEByz2YzR0VF0dXWxrw+ZL6pUKlbxyOVyjI6OIi4uDjMzM7Db\n7Xyho9wr4gyVlZWhrKwMer0eIpEIbW1tOHz4MDo6Oni+LZPJkJ+fj7Vr16KwsBBarZZRFIfDgfr6\nejQ1NcHlcnG6fVFREXJzc5GSksIjJ7vdDp/Ph4SEBM7Sys7ORnp6OqM4fX19aGxsZAJ1RkYGzGYz\nSkpKoNVqWekWHvQ6NjbG3Cmz2Yzy8nJkZ2dDLBbD4/HAbrejs7MTjY2N8Pl8UCgU/JqETC0sLGBs\nbAxOpxM2m415VoQKTU5OQigUQqFQcHyITqdjjg1d6MVicYRTdXgG2OzsLB9T8h4aHx/H2NgYoyek\nkiOUZmRkhPlONGqTyWSIj49npaJQKITVakVGRgbS0tLYCV0qlfI6CQkJUKvVyMrKiiBoU3On0+lg\nNBpZRRYIBODxeDAyMoKRkREMDAxw9AYZOgoEAs64GxsbY6J6T08PRCIRGz2qVCpWvVEYrEQiwfDw\nMFJSUjA9PQ2TyXSmIfo3qm9+85u49tprcfPNN+P999+PSoqVyWTYuXMnLrjgAgDAXXfdhaeeeioi\nWfz40uv12L17N44cOYIdO3bENEYEFm8Ctm/fjvT0dNx6660n5Xx861vfwlVXXYWbb74ZH374YVQf\noNTUVOzcuRN+vx833XRThJQ9vFasWIHf/va3+PnPf47HH3/8hO9Jp9PhnnvuQVNTE2644YYTrhsf\nH49rr70Wer0eN9988xI1FFVeXh5+/vOfcyZbeO3atQv333//ksdJIft51rnnnht15BdeCwsL2LFj\nR8yG8bPU5OQkfv3rX8cUa0ilUjz66KP4xje+sWTZU089FTM8+KtUX3kfouNl98DiXY/b7caBAwfQ\n3d0NiUQCg8GA/Px8aLVadkQ+cuQI6uvrYbPZEAgEkJCQgPLyciYax8fHY2JiAk1NTbBarRgcHGSp\nfjgqQh3v4OAgHA4Hw5w2m41n3AqFAgUFBcjPz4fZbIZKpUIgEIDD4cDHH3/MozW1Wg2z2cy8nZKS\nEojFYnYsttvtHAEyMjICsViMsrIyVFRUoKSkBImJiYw49fb2ore3F0NDQwgEAigoKEBlZSXOPvts\nJCUlIRAIoKurC8eOHUNDQwNmZmaQnp6O5cuXo6SkBNnZ2Zifn4fT6URHRwfnuBGCRTJxyn4DFuWT\nNH50OBwYHByETCZDeXk5SktLkZeXx6Rzt9uN9vZ2Hg9KJBLExcXB5XJxsKxAIIBSqeRmLzMzE/Hx\n8SxJJ+IyRXqQHxWZD5LCjMjLxPXx+/0cYSEWi5lHRH5GZPJJlg3hrtR0ftK2qfkRiUSQSqXsg5SY\nmIjU1FSo1WoetRHKRLYPFFlCrubx8fGsSCTSIWW6BYNBdsEm2wFgkdsQ/hy/388oGKFV1DhSw7tq\n1SqsWrUqImU6vOj9h/PziE91Mu7RGR+iz8eHKD4+HpdffjmKi4sxODiITz75JKqM22w244orrgCw\nqBh77733lvgJAYt5WZs2bcLg4CDfJOzbty8i1PX4uvTSS7F69WoMDg6itrb2hGjP2rVrcdlllzHq\n/t5778U0z7NYLLjiiiuwsLAAq9WK9957LybypNVq8fvf/55VascryaRSKS6//HIYDAYMDg5i3759\nJ4zfuOSSS7B27Vp+T9HQnvT0dFx++eUwGo0AFr/bW1tb8d5770UgPStXrsQVV1yB5557Dn19fVi/\nfv2SnDMA+OCDD/5psnN4JSYm4oorrmDn5vCiiKSTFYVux6rnn3/+lDlSp1IJCQnYsGEDTCbTkmXk\nT3cq1dXVhT/+8Y/weDyf274dX/+Xve8Ob6s+9/9IlmTJkjxkLUu2hi3b8oztOIlDSoAUUkoh5RJa\nKH2ghaQQyihlNAHKSEopo4UOem9vClwKpbSUEuCWFMrKJQviJN5bHrK8ZFuSp2RblvX7w33fSrac\nOOz+yvs8eZLoSEdH63zf837Wv6wPEYBFWHqkIzBxW8gESiQSwePx8PSirq6OoySSk5N5ipGens4w\n0tGjR1lCmZaWhpycHFitVmi1WoaxyLeHiNmJiYnw+/2QSqXQ6XTIysqKyhsLBoNMYqbHjI+Pw2q1\nIjc3F+Xl5bDZbNBqtTzpaWtrY0WX2+2GWCyGxWJhGDA+Ph59fX2or69HQ0MD553JZDLo9Xrk5+ez\nw/bw8DC6urpw7NgxNDU1oa+vjxuxFStWQKPRYG5ujvd3/PhxbhbC4TA0Gg0yMjKQl5cHo9GIlJQU\ndHd3w+FwoKamBm63m08cFF5qsVigUqkwNTXF8GNdXR2mpqZgtVphMpmg0Wi4SfB6vRwam5WVxc9D\nyi2CmXw+Hzttk68Rha6SB9Hs7CyrziIhVmoUUlJSoqAtmUzGUyxKuicvIILFBgYG0NfXh/7+fpb6\n03GNj49zc0f5adRQkCouMTGRyd3kfUIEcwrRNJlMCAQC/HhSRgJgZVwkBNfQ0MBk6sipF0GJ1BQS\n7LvU72lhrEckV+9zMvYnUwKBANnZ2VAqlXjkkUeWXOQMBgMuv/xyPPvss4uCXwFwQDOJKP785z+f\nlMeRnJzMj0lPT8fjjz++JGdGKpXCYrEw13Hnzp0xg1SpLBYLysvLUVFRgRdffBG/+93vFt1HoVDA\nbDZDKpWyJ1ksWT9FO6xZswYejwdPPPFETB8iguiB+diSjIwMPPnkk1FNSmJiIiwWC/PyKioqsGbN\nGhiNRlx11VUx5d52ux3XXXcdqqqq8N577+GZZ55Z8nWfrBISEmCxWJY1tZVIJFizZg1Wrly5aNuL\nL76Ixx577ISPFwgEuOeee2JGalA5HI4TTs4AYHJyEk6nM6bdwcIKBoNLQr4XX3wxLrzwwpPuA5jn\nnDU1NaG+vp45rJ9U/Us0RMA/rc8j7dc1Gg1PF8hrZmxsDD09Pairq8PQ0BBPAWQyGYxGI7svT09P\no7u7Gw0NDXC5XAgEAkhKSoqKRZiamuKrLfI5ouYiNzcXiYmJSEpKQmFhITdQEokEExMTDNdRM0QQ\nRnl5OdasWYPs7GwkJiZycGJDQwP6+vo4G4hSzteuXQu73Q65XI6WlhbU1NTg2LFjTOQmZRG5VatU\nKvT09KChoYEbp5GREYhEIm4GzWYzRkZGOLuspaUFLpeLDQWpKczJyYFOp8Pc3By6urpYedfX14dQ\nKMTydmogpVIpQ2QtLS38XsnlcohEIqhUKhiNRoRCIchkMqSlpfHUJSUlBeFwmKEkyjsj4jA5XU9N\nTfEUg2JByP1aqVSykosk7BRMazAYkJqaysG/RMKmCRFlfxE8OzMzw87SRJgn7ysih5NtALlmE3RK\nDZNQKERrayuOHTsGq9WK7Oxs5OfnQ6/Xs+8IHXekF1KkzxZx5kKhEKampmCz2dDb24v+/n42pfR4\nPMxtIwiZ/LoifzsnanQImv68GfrkKhQKYffu3RCLxcu6Gl7qs7HZbNi5cycaGhpw0003xZweLazS\n0lL86Ec/wiuvvIInn3zyhI8xGAy48847MTw8jKuvvvqE9xUKhdi6dStsNhsefPDBJacmNpsNu3bt\ngtlshlgsRnp6ekz47dxzz8V3vvMd/Pa3v8W+ffticnGkUmmUCeBzzz2HH/7wh4smUkVFRdi1axfU\najUGBgawe/duNDU14c4771zy9XyUZbFYsGvXLp62n6imp6exe/du/PrXv160zePxnPTx4XAYTzzx\nxAk9rLZs2bIoomRhNTQ04O677z6l8NZY9c477yybL5SXl4cdO3bghRde+EhUdadS/xINETU1dAVO\nbsKU75WamsoBlw6HA83NzRgYGMDMzAzDFllZWSgpKYFOp2NjOzIPJPKqWq2GwWCAVqtFOByGx+NB\nR0cHwuEwvF4vNyxk6EicF5PJBJVKxc3Q4OAgmpqaOLyUktsrKiqwcuVKZGVlQSgUMgRH/KJgMMiE\n56SkJBgMBthsNkxPT/MUp7GxEQ6HgyX4BNUZjUb4/X40Nzcz7EbqJrVaDbPZjLy8PGg0GobcOjs7\nMTIygpSUFJSXl7MBpUqlgslkgsFggFAoZEdoIm1T8G1iYiKMRiP7IREERAv21NQUN5kU0CoUCqHT\n6ZjnQhi70+nExMQEB9z29fXB7XZjZGSEU+tJuk5Tn/j4eM7AoQmgSqWCXC6HSqXi46JjJeUa8M+J\nCEFHQqGQmyKaUEkkEpa+A2AeE6nVKFmeCNvUFNFkiZql4eFhzMzMMMk6OTmZ1W9kIUDkbFK7EbGc\n/hCR2mAwIDk5GWazmQNlKbqEmkaJRAK1Wr2I/Bg5aV24uNL/P2+IPrkKh8MnbV42btyIsrIy/OUv\nf1kS3khISEBubi6ampoWZUedddZZKCkpWfQYmUzGUugTLVSnn346Kioq0Nvbi2PHjp0QfisoKMDG\njRsRDoexf/9+VFdXx2z0zjnnHJSVlaG5uTlqofX7/bj22mujvqdKpRLvvPMOjh49GtUwaTQabNy4\nEVqtFgKBAIFAAG+99RaApT2DPB4PDhw4AKVSySa9vb29UCgUaGpqQkZGBjZu3BhlkiiXy/Hzn//8\nlOGwhIQEbNy4MYpvJJFI0N7eHjOQdmHNzMygsrLyQ6kIyU9vqTp48OAJs93oOC666CKmKPz973//\nQNEhJCRZTvn9fuzbt+9TiSj5zDdENAmgq3halAj+AOa/aGNjYxgYGEBdXR1aW1sxOjrKcIzRaERh\nYSEv+sPDwxyr4Xa7EQqFkJiYiIyMDBiNRiQmJrLJYldXF+RyOcbGxjA0NMSLM6XLl5aWQiQScdgn\n7fvgwYMYHh6GSCRiD6P169cjLy8PqampPJ2pra3F8ePH0dfXxzBVWVkZDAYDTzOqqqpQWVmJxsZG\n9Pf3Y2xsDBaLBVlZWcjNzYVOp4NcLkdXVxfL4AnO0mg0KCgo4ATouLg4dHZ2sscSwV05OTkAwK7L\nSqUS8fHx8Hq9vNiqVCrodDpWd9FkRygUYnJyEj09PXA4HBgZGUEoFGKYimTjJL9PSkpicjaFxHZ0\ndGBgYACDg4Po7e1ljyCKs0hJSWEVWnJyMqe+y2QyyOVyntYlJSXxbXK5HGKxmONd6EdNmWiRMSFk\n+kjE7JmZGY7yoCkOPQf5d0RCbNPT0/D7/RgdHUVHRwfa2tq44XU6nZicnOSoGDqeyAZfpVJBrVZD\nq9Vy80axBdSkkgUAWQ6QSzYZXZLZ5NzcHH+O9BtaCIdF8ocif2uf12ejqFH+2te+BoPBgOuuuy4m\nQZZUltSYU9Gk9MILL8SVV17JPl4Efbz66qu47rrrTup/c/755+OCCy7AVVddhffeey/mfcgd/rTT\nTsMPf/hDXH/99VHRGbSdfjebN2+GxWLBddddF+Uqfemll3I0CEE5jz32GO66665Fz6nX63HNNdeg\nqKgI4+PjuO666/C///u/J3wtzc3NuOeee6Ju6+zs5Ne1fv163HTTTRzrAcxPm6677rqTxlxEXmwB\nQGpqKq644gqcddZZfFt1dTWuv/76j5Rr9GHq+eefx/PPP3/C+5SWluLXv/418vLyeGK+XG5PpOt/\nZJGvHKUGLCyHwxGToP5J1Ge+IaIi92CCNWixCoVCGB8fh9PpRH19PcdgAGBidElJCSz/CDQl08Xa\n2lp0dnbyFIlgImp+nE4nZmZmoNfrOVSVcs80Gg3sdjvMZjMTZQcHBxnK6ujogNPpRCgUgk6nQ3l5\nOXsZCYVCOBwO7N+/H3V1dWhvb8fExASSk5NRUlKCNWvWoKysjH2Oampq0Nrayq/JYrFAoVDAbrcj\nOzsbVquV3bqJGJ2QkMAZYWazmTOvlEolpqenkZiYiPz8fNhsNqjVal5sgX9CkkROJp4WnaBJ8QX8\nE4ohYm9iYiLMZjOys7N5ISfzQeLuhEIh1NXVoa+vD4ODg1EydIJ9qOFVqVTs5Ey8IzJaTEhIYKIz\nNQYUtkpwEanYBAIBQ1/k8Ex/SDEWyccZGxvDzMwMw1gymYyPhRoSIknT/yPzzOfFxOEAACAASURB\nVGQyGcxmM5PBabo4NDTEC1JcXBzL7klx19bWhtbWVm4EKZQ4MTGRQ3Dlcjm/F3q9HlqtFqmpqZDL\n5YiPj+fPhswmqRY2QAsDkmM1SJ/Xp1fr1q3DDTfcgEOHDuHpp59eMt/pW9/6FkpKSvCrX/0KR48e\n5dtXr16N66+/HjU1Ndi1axf/mzhIfX19H5n/jU6nw/XXXw+xWIwtW7bg+PHjUdtVKhVuuOEGNqc9\nfPgw/vCHPyzJmXrmmWeYo7SUK3J3dzfuvfdeJCUlIRgMLnrOD1JNTU249dZbo0wUu7u7l5X5dcUV\nV7CyD5j3qnv77bejOEcjIyOfGb+d5RbFvpAtyfr163HZZZct67FPP/10TF5WYWEhbrjhBvztb387\nqQHoJ12f+YYo8sqWOB8CgYC7cVIzkccNkV3lcjn7EmVnZ0MikWBwcJAnMtQM0SJus9mQnp4Ov9/P\nEBFNo8bHxzE0NASfzwelUslxFCqVCgKBAD6fDx0dHTh+/DjcbjdPVei+eXl5yM7ORigUYi7O+++/\nz0TrlJQUZGZmorS0lJ2qnU4nPB4POjs7MTU1BbVajdTUVGg0Guh0OpjNZhiNRmg0GnaSlsvlHKcR\nmSKvVquhVCr5vaQGg7xqSH0V6YsjEAh4ypCQkMCJ9+FwmP18RkdHEQgEIBAI+CRCUA1NOcj5mQjJ\n4+PjPJ0aHR1l6bxEImG4iBoirVYLtVrNEBPxgWjCQhMacrAm+I2uTEhSD8wnfXs8Hvh8PoaZxsbG\n+H5ktknN0fT0NDd/5LQrk8nYoygxMZE/D71eH9WkkX8VKc6CwWBUQ0TfZZooeTwejgMh6I0atFAo\nBJ/Ph9HRUQwODkIkEiEpKQk6nY6l+hQgS2RNam4Ial7KgC1yckT//7w+3UpISEBpaSnKysogFApR\nVVWF/fv3L7pfeno6SktLYbFYMDIywiqu+Ph4lJaWYtWqVRCLxaitrcXg4CCuuOIKOByOJYM4AXCm\nY2TNzMzg7bffZm6jUChEaWlp1BRFqVRCrVajvr5+0QKYm5uLlStXQqvV8vewuro6ppqtt7cXf/3r\nX/HSSy+d0I8JmHdNfvvtt5fcrlQqUVpaipGRkZPCTgKBAKWlpZBKpXj33XdPSiDOyclZpN60Wq1R\nv7NgMIj33nsvqkn9MJWfn78s7tGpVHV19UltE3w+H0ORSqUSWVlZMJlMy9p/QUFBzGaS4ok+i+eb\nf4mGiEItCRoAwPyRUCjEDYzf72ePFjLmWrFiBQDA6XSipqYGR48eRVNTE8bGxthjZ+XKlbBarVCp\nVDh+/DgGBgZgMBggFos54oH8hkwmEyz/CCgVCoUIBAKoq6vDkSNHWKlFEEt6ejry8/NhNpsRFxeH\nY8eO4dixY6ipqUF/fz/C4TBSU1Nht9uxYsUKlJSUQK/XM99kYmKCbepNJhMbShJcSKRbyi1TqVSc\ng5WYmMhy7UAggMHBQczNzbH7c3x8PDcLtDA7nU50dnbC4XBAJBJBrVazrxCp6khKT/wrOkYiYBM/\niN478gUaGhpiz6Du7m5MTExAKBQiNTUVCoWC1WdkexAJyxHfhpqf4eFhlqtT4xAIBDgDjbhJANi4\nkKT5kaRpggvEYjGT8oH5cf3MzAxCoRAmJyc5b43GxTTmTUxMhF6vh8lkYohLJpMhKysL2dnZSE5O\n5iYv0vGapPULX9Pw8DB7KHk8HrhcLni9XrYCoOMB5hdOIm9PT0/zVCwy7iRSRr8w/uazeDL6vOan\n2jt27MDAwAC2bNmyZJZYRUUFHnvsMezcuRPPPvtslL/Z97//fczMzOB73/sePB4PCgsLl/XcX/zi\nF/HAAw9E3fbQQw/hpz/9Ke9fJBLhmmuuwebNm/k+TqcTO3bsiKls++pXv4rLL78c27dvZ2hqKfXj\n+++/j/r6+o9kckU+RNXV1SfN7YqLi8N3vvMdpKWl4frrrz/pFOeCCy7AHXfcEXXbXXfdhQcffJD/\nPzc3t+Tr/CD1ta99DTfeeONHtj8A+P73v4+nn3562fefmJjAL37xiyVz2RbW9u3bGQKNrP3792PH\njh2fem5ZrPrMN0R0NU0n9kgvGeKbtLe3Y3JykmGWpKQkZGRkICsrC2KxGK2trey8PDY2xouRVqtF\nbm4usrOzERcXh8bGRvh8Pm5ovF4vHA4Hk5MpJy0zM5ON+xwOB6qqqtDW1gav18uLOPF7VqxYgdnZ\nWbS3t7ObdHp6OkvMrVYrjEYjMjIyoNVqOT+LYi8I6qIJBcFDMzMzHAURCAT49dD0gkjm/f397BlE\nROz8/HykpaVBLpdjcHAQLpcLXV1d7BwdDAbZcFCpVDI/y+VyoaenB729vZy+vnBiJpVKOZ+st7eX\nicezs7NsrEjRIZGcmOTkZIbV4uPjeQo0OzsLr9fLk6vBwUH2gvL5fDx5IrsAoVAIsVjM7xMZGaan\np/PziMVihMNhTExMYG5ujsnakVd45EpOkv9wOBzlHUTKPbFYzM0yHbPP54PL5WLfJGpIiLhP94uc\n+JHqTqfTMb+J3KyBfxq8jY+PQyKRcI6bRCLhid309DTDfUKhELm5ucjMzGT+RiRM9jmJ+rNXX/rS\nl7BhwwYcOnQIVVVVMUmoSUlJuPTSS5Geno6HH34YBw8ejDIyFAqFUCgUUca1J6u0tDRceumlSE5O\nxv333x+17d133+ULh7Vr12Lz5s3o7u6Oup/P50NDQ0PMBmD//v3w+Xyor68/KfeExAxLVVFRES69\n9FK89tprMadm+fn5uOSSSyCXyzE7O4u33norpq/Teeedhw0bNkTd1tvbi7fffntJTtUll1yCVatW\nAZhvDBa+TwcOHPhAvjkFBQW49NJLTyrFHx8fX/ScH7ZsNht++tOfLrl9z549UU0unTOXW6+++ioG\nBwcX3d7V1YWenp4lJ3E2mw2XXHIJKisr8fe//33Zz/dR1L9EQ0RNEC14NGlwOBzciMTHx0Oj0XBG\nWU5ODkQiEYaGhtDY2IiOjg54PB6EQiGeLmk0GqSnpyM5ORlerxednZ2sWJqdnUV/fz8aGhpYQq3X\n62G1WpGRkYG5uTl0dnbiwIED3GjJZDKo1WpkZGRg5cqVyMvLQ2ZmJlpbWzE2NgaBQMANFfGWMjMz\nmf8hEAj4Cl+pVHImFXFDaNozPDwMj8fDsBXBNKSqImVYX19flPu0TCZDZmYm0tLSIJVKMT4+jpaW\nFrS3t8PpdDL5MS0tjX2DgPmTRXNzM7tNz87OsjKKHKZphE6QWGtrKxwOB0NEpAqkhd9gMHAUBS3Y\nZIw4OzsblXhPEyaXywWn04n+/n6Mjo7yyZO+I9QMRpLC1Wo1dDodO06r1WpIJBIIBIIoz5/IZoia\nI0q693g87Ffk8/nQ09PDLtf0BwCbJ5Icv7+/HyMjI6z8kslkPIkKh8NIS0tjQ1EiihNxOzExkaX+\nBH0Fg0E2m6RGleA2ymfzeDzw+/0MM+t0uihuUSyj08+bok+3yGH+tNNOQ3FxMe66666YUItGo0Fe\nXh7OPPNMOJ1O/PKXv4zKyNJoNLDZbDzFtNvtmJ6ehsFg4O/swtLr9SgtLcVZZ52Fw4cP42c/+9mS\nx5mRkYGzzjoLd911V8wg1Vh1+PDhmDEckSUSiZCens4msfSbpIqLi0N6ejrKy8txzjnnoKmpKaoh\nEgqFUduVSiXa29vZqVooFMJoNLJJ4dq1aznoFZi3P7jrrruiSNkSiQRGo5GFCV/4whdw5plnAgB2\n796NX/3qV8t6/ZFF1i8kBgLm3bfPOeccfp6l6tFHH405bfkwde+990a9Dwurr69v2aGzwPxFZE9P\nDzfo77777gmNPoH595ku/qny8/Nx9tlnw+fzfd4QLVVkxAeAoyMqKyvR2dnJ/jIajQbx8fFQKpUI\nhUJobGxEY2MjOjs7mROiUCh4USCDvK6uLkxOTvKCFQqFcPToUVahKRQKWK1WrFq1CgUFBVAoFDyt\nmJychMFgQG5uLjQaDcxmMywWC0wmE3NfsrKyoNVqORKEEs9pkaQre6/Xi1AoBKFQyC7E4XAYFosF\nGo2Gg2fJ24gcjnU6HUN/FH7rcDhQW1uLtrY2niqUlJSguLgY+fn56OvrQ11dHerq6hAOh2E2mzlu\nRCqVQiAQwO/3o6amBg0NDWhqauKIi4yMDJhMJmRkZDC0OD4+zg1qa2srE5otFgu0Wi0TgDUaDeeT\nURYX5dK53W4MDAxgdHSUFWg+nw+Tk5OYm5tjArJQKERSUhJzlah5pAkh5X0REZ9cpEneT1JTImJH\nBgYT5ElQm1gshl6vj2oqiNNDk0aaOJFhKPGCyPpgcHCQuU2tra08Lerq6mI7BZ1OB6PRiOzsbA5o\njYyqITUaTb7i4+NZbu/xeDgGxO/3Mx+K/JsiSdpLEUQ/b4o+vcrPz8ddd92FyspKbN++fcnoiE2b\nNuGSSy7B008/jUOHDi2K7jjvvPNwxRVX4JlnnkF8fDzDG93d3fjv//7vmMTjb3zjG1i/fj2eeuqp\nk/Jd3nnnHbS3t3+kcRDAP6M7JiYmsGvXrkXKJKVSiRtvvBFKpRK33HLLIkm9TCbDddddB7VajTvu\nuIMhdHofxWIxtm3bhnPOOQcA8Morr0T575CbdmSp1Wps374dZWVlAIDf//73DC99kBwwADCbzbj7\n7rths9n4ttraWmzfvv2kMOHHQcZ+6qmn8Oqrry65/ZJLLjmlJszv92PXrl0n5HYtLJ1Oh9tvv52p\nLcB8xtkDDzxwQouHj6v+JRqiyCtaCq+sr69Hb28vQqEQL9AajYZVX2R4WFdXx9wZ2odcLufkcLlc\njuHhYczNzcFoNDLc0dTUxNES6enpKC4uxtq1a6HVahEXF4fR0VFoNBqUlpbyQkz8JfKuEYvFzOMg\nzg/BRjQlCAaD8Hq96OnpYV8gmgwQD0mj0SAhIQFOp5P5SqTKolR3Ih9PT0+jqakJVVVVaGlpgd/v\nR3JyMjIyMpCfnw+TyQSRSISBgQG0tLSgp6cH6enpsNlssNls0Ov1CAaDUXBkf38/5ubmeLpls9mQ\nlpaG1NRUAOAw2qamJnR0dGBkZASpqamwWCzsIE68LqVSyVlllHVG4bNdXV1wuVzweDwMQ1GkBTUu\nYrEYGRkZMJvNyMzMZOUX+RKRa/TU1BTzcYg8Tb49tJCQt1Ekz4YaBpo40WdKUB99dsTRouYpsqEg\npZrJZOJp3tjYGPr7+1FXV8fEbpp8ElQ4NzcHr9fLRp4EBc7NzXEjHTk5JOgsHA6z+SSNtYeGhpCS\nksJQ4slMGT+vT76EQiE2bNiA0tJStLe34+jRoyckAFNo9MDAQJRHi16vx1lnnQWz2Yz6+nomMFdX\nV0MgEKC7uxuVlZUxF/Lu7m4cPXoUlZWVJ/VEIrh4OWUwGLBhwwa0tLTEhK30ej02bNiA5ORkiEQi\nTE1Nob29fdF0qKSkBKeffjqCwSAfZyQMWFxcjPXr12Nubg6VlZU4evRoFKxTWFiIM844AwKBgI+j\nsrIy5jEZjUZs2LCBOZBjY2MnfUysKi0tjekQLZVK2WiWqra2FpWVlYsaIrFYjA0bNkAkEuHtt99e\nllP0qVZXV9cJm9vMzMyTQnlqtRobNmxAf38/3n//faxevRpSqRTvvPPOso6Z1qtIqLS1tRWVlZUf\na3THUvWZb4homkMLqN/vR29vL0dC6PV6rFixAnq9nsmxfr8fLS0t6O7uhsvlgslkYoJxMBhEQkIC\nbDYbTCYTkpKSMDg4CIlEArPZjNbWVlRXV8PlckEsFkOr1SIvLw9lZWUoKiqCRCKB3+/HyMgIFAoF\nysvLkZKSAoVCgbi4OM6/ogwsgUDAvA6ZTMZ+MfHx8ZidnWWJf2NjIxoaGuB0Ovl4cnJyoNVq2TXZ\n4XCwWzQRdc1mM0pLS7F69WqkpaXB6XTivffew/HjxzE4OMgKupKSEg77pFiPzs5OTE5OcopxUlIS\nOy3T9MLpdCIYDMJkMmHlypUoLCyEwWCAVCrF3Nwc2tvb0dTUhJqaGnR3d2N0dBQpKSnIycnBaaed\nBqPRiOTkZOYFEaE4EAhgdHQULpeLg3U7OzvR19cHr9eL2dlZTo+nP2q1GkajEaWlpVixYgXy8vKg\nUCi4mZiamsLExATcbjf6+vrQ1tYGh8PBJO5AIMC8HgD8OOIRLZzIpKamwmw2IysrCwqFgj2QaFJD\nSj3iCVEgsFarhdFoZJsBv98Pj8cDh8MBqVSKxsZG9Pb2Qq1WIzMzEytXroRSqWTeV2trK5qamjjS\ngxR4iYmJbByqVqshlUo5QJZI1xKJBCMjI2hra+OG62Tw2OdxHZ98kRfL5ZdfDrVajWuuuWZZUwBS\n2EokEl5EzGYztm/fjr/97W/42c9+hsceewyjo6PYtm3bSYm9f/nLX5b9nJGk/VhFU29gvhG57777\n8NRTTy1qJMRiMex2O26//XZkZWVhYGAA11xzDd544w2+D01nzz77bHzve9/DNddcEwXT0fYNGzbg\n9ttvx9VXX42XX3550fYzzjgDu3btwrZt2/DnP/95yWOXSCQoKCjAXXfdhfT0dHR1dWHbtm0nhXwi\nXxNNkDdu3LjI7wgAqqqqcM0116C+vv6k+5NIJNiyZQsSExNRX18fk4tzqkWmswubzqXqT3/6E/70\npz+d8D5FRUUwmUx4//338eMf/xi7d+/G+vXrOYuTKhLhiazBwUE88sgjp/ZCPsb6wA2RQCDoAjAG\nIAQgGA6HVwsEAhWAPwEwA+gC8PVwOLw4oOYUK3LMT/EEfr8faWlpTDomv5tAIMA+P319fRCLxUxC\nHhkZ4VRyuuqPi4uDXq/nsNZQKASDwRDl41NUVASbzQaRSAS/38/SfvKeITjG7/fD5/PB6/VidHSU\ns7ji4uI4c42mAZOTk+jr6+MGzOFwcPSDUqmEVquFzWaD1WrF+Pg4mpqacOzYMfT29kIqlfJEJzs7\nG7m5udBqtRgeHobD4UBHRwemp6eRnJzMPBWr1YpwOAyn04mmpiZ0d3dDJBJhxYoV3FCSxQA1OV1d\nXTxJy8zMREZGBpKTk5nT09PTg46ODm5gbDYbkpKS+DktFgvHdlAeV2Q2GR0vka+B+as0msIRTEVQ\nplqthl6vR25uLjIyMhhWmpmZiXIzp+8HwaRarRbJyclREvTIPDT6odIJnwwbp6amuKGiSZxEIuEG\nPSUlhSeBxDPT6XQwmUwwm83Q6XTs30Fu6UKhEMXFxfB6vVAqlUhOTkZqaiqGh4d5MkkBrsSNisxn\no5DE9PR05hyRwzVxp4RCIbRaLU+VCNKL5TcU6da9VIr1/6/1SZ7DFtYZZ5zBnj1Hjx5d9tVwSkoK\nbrvtNmRmZuI3v/kNCzbuuOMOrFy5Ert27WIy8clyqpZbBoMB27ZtQ1dXF5544okl73f66afjmmuu\nAQBu2mPVlVdeiRUrVuDnP/85w1sLmwSr1Ypt27ZhamoKN954I6qrq6O2Z2Rk4Nprr0UoFMJ3v/vd\nRUnqdMxCoRDbtm3D+++/v+Rxk8rMbrfjJz/5CStWl8p2i1Xf+ta3ODqkra0tZiQGIQGnUsXFxfj5\nz3++LHL8ycrj8eA3v/nNshqy5ZbL5cK9996LlStX4r/+679QXl4OoVCIX/7yl1HH/Oabb57wu/NZ\nqQ8zIQoDODMcDkf+kncAeCMcDj8kEAi2/+P/Oz7MAfKT/eMKmHxjRCIRk39p0REIBMwvam5uxujo\nKEQiES9ws7OzLPGmOAlShRFZluAdakrS0tKg0WggEonQ09MDj8eD0dFRzM7OQqVSQalUsm9MX18f\nuy2TDUAwGERaWhoSEhLYzZpy1CjrzOFwwOfzcfNBRnwmkwkCgQBOpxO1tbU8rdHr9SgsLERRUREs\nFgubk5HqbXh4GElJSRz4Sryg7u5utLe3szusxWJBWVkZLBYL54jRWNzv90MsFsNqtcJqtcJsNrPn\nEsF7BPHFx8cjPT2didharRZKpZIbv/HxcXg8HjZhpGbI4/Gw+3diYiKbHxK3iuBPcgZXKpVQKpVI\nSUlhs8WZmRluaIjU7Ha7MTExAbFYzJ81GRWSNxD5GEWSoilDjBRd1NCOjY2xAShxgShmhcwqiSek\nUqlgNps5246sCOi++fn5sFqtrAykPxQPQ9AuxYgEg0FWl42Pj0MkEiExMZHhYfo3wbb03aUJIr1e\n+g0RPLiQS/RvGuz6iZ7DIisrKwsXX3wx9u7di3379p3wvikpKSgsLIRAIGAycSQJd3h4GHv37oVC\noUBBQQEOHTp0UnhHq9WisLCQBRULS6PRoLCwkF3U09PTY04pbDYbp5sXFBSwwWswGMSBAwcAYBFx\nNycnB9PT03jttdfYcDay8vLysHr1ahgMBuzbt2+Rd5Ldbkd5eTmMRiMOHjzIUy465s7OToaR29ra\nYk6G5HI5H69AIIDNZoPf719SGbWw4uPjUVRUxLSB3Nxcfu1OpxN//OMfT7qPpcpkMqG4uBhutxu1\ntbWQyWTLCoQ9WYlEIlRUVMBoNJ7wfgMDA6ivrz9prAcwbzb5+uuvQyqVYv369ezCvfCYc3NzYxK4\nJycn0dDQEAUjfpr1YSGzhWfPTQDO+Me/fwdgHz7kyYSuXGmRmpqaYom50WjkbCdaUHp6etj0j6I+\nxsbGmBBMPBgy1EtJScHc3BzzfuLj49kEkHx+yKOHphkjIyNISEhAQUEBkpKSmPdRXV2NwcFB+Hw+\njI+PIykpCZmZmRzsqVAoMDQ0BKfTyflldEKgxPe8vDxkZWVBJBIxCbeqqgpNTU3sfE0mjgUFBUhO\nTmYDx6qqKrS3tyMcDiMvLw8rV66E3W4HALjdbhw/fhwulwuhUAh2ux35+fnIysrC7OwsOjs70dXV\nxWq5jIwMbobIc6m9vR0OhwOtra3sAUQ+PAUFBcjJyYHRaGTTQY/Hw7BVZ2cnvy/0OQYCAQ7TpQiS\nSDdolUrFhGCa7JAcnUjl5G5NDQ41zBKJBBqNBgqFAnK5nP2MFjYIkbYOkU7X09PTTO4m+fvo6CiG\nh4cxODiIkZGRKHk/QanUDNfV1UEgEECr1SI7OxulpaWw2+185UyqNfqOWiwWpKSkICMjg8nkNGmc\nmJjAwMAAQqEQJiYm0NPTg66uLoTDYYjFYo41oSaYJleRgbIKhSLKAiASQiMYM9K36N+oPvZz2Iet\nnJwcPPTQQ3jjjTd48hAIBBYtWHv37sW77767rMWlrKwMjz76KB555BH89re/XbS9uLgYjzzyCNRq\nNbq6urBz586YU5aLLroI3/ve9wAsJisDwHe+851FxNz77rsPf/7zn2Om2wPA5ZdfjvLycuzatSsm\np+qyyy7D6aefjp07d6KqqopvLykpwSOPPIJf//rXePzxx/GjH/1oSYhPp9PhjjvuwKpVqxAKhbBr\n1y7s2bNnyWNaWCkpKbjllluwfv16AMBPfvITPProowBwStL0WPXFL34Rd955J3bu3Imf/OQnH2pf\nkaXT6XDPPfewfcBS9corr+Dmm28+Jd7Sm2++ecImfPPmzTEJ2p2dnbj55ptx5MiRZT/Xx1kfdkL0\npkAgCAH473A4/FsAunA4TH7sbgC6D3uAdKIGwFf4ZIinUqmYQzIyMoL+/n44HA72gAH+6dpL6ecU\nd0GEaiJqj4yMYGxsDGlpaRzFQCn35GPU1NTETs9msxnJyckIBoNob29HTU0N6urqWOVGknRydY2P\nj0dnZyeamprQ0NCAjo4OdqA2GAywWCxsgqjVauH1etHf34/jx4+jtbUVPp+P+UCFhYVsBkick5qa\nGrhcLohEIhQUFLBDd2pqKsNkLpcL4XAYRUVFyM3NhcFgQCAQQFdXF3OyFAoFMjIyGA+fmprC6Ogo\n833cbjdmZ2eh1+sZBqIg2ISEBIyMjGBgYAA9PT3o7u5GV1cXK8eo+RAIBDwFy83NRU5ODjIzM5kc\nTXwFMpQk52/K6qIpnMfjiUp0J/grLi6OE+8jYzaIUxOZIUawJ/1boVAwgZsaZI1Gw1MbgkXHx8ch\nFouZM0ZGmrOzsxgfH2dn6ampKbjdbnR0dGB2dpa/c9TcAGC4KyEhASkpKVCr1RAIBGyrMDo6Crfb\nzRMx+r6SUziZMPp8PgSDQfT397OJI6kclUolQ2L0+iM9if7NmiCqT+QcFqsqKytx9913L4KCqMrK\nynDRRRcBmP+8Xn31VaYBLFU0qV6q1q1bhy9/+csA5qXmv//971FTU8PbKyoqcP755/NzUs7V8PAw\nGhoaoiTYNpsNmzdvhlQqxX/+538CAGpqamIeX0JCAl588UUmgh8+fDiKX0JVXFyMiy66CNPT03ju\nuefQ0tIS5bGUn5+PzZs3IxQK4dlnn0VTU1PUMUmlUuj1eigUCjY7jazs7Gxs3ryZlcbHjh1DZWUl\n5ubm8P7778f0fSotLY0yoaQKh8NobGxk+OngwYOnpD6TyWS46KKLFjleA0B5eTn0ej2mpqY+sKIt\nVk1MTOD5558/6fQwLi4Od95556LbA4EA/vKXv8SEEikKaak6ePAgf08iSyAQ4Pzzz8emTZsWbXv7\n7bdPSbH2UdSHaYjWhcPhfoFAoAHwhkAgiHqXwuFwWCAQnDwEZhlFV/Kk/ElNTUUoFEJqairi4+NZ\nqUVOy0NDQ1FxBkqlktPebTYbdDodxGIxpqamuPEgKEylUgEAfxmbm5uZ49Pb2wuTyYTMzExkZ2dD\npVLB6/WiubkZDQ0N6O/vR1ZWFvNHaEozPT0Nl8uF6upqHDt2DC0tLQDA0BdljRH8FRcXx94yZGgm\nkUg4b62goABqtRrBYBBOpxMNDQ2or69HOBxGRkYGSktLmVcUDocxNDSE9vZ2+P1+tvwnJQqpwxob\nGxneoX37fD709fVFRV6Ew2HmsBBPiOwLBgcH0d3dzTAgTZxCoRASEhLYaVsoFHL0RVFREaxWK1JT\nUxk6CoVCTPwmcvz4+DiHzHq9Xnakps+ZHkdwKhFPiWcTqT4jx+pI1RbFmZD6gQAAIABJREFUlCQm\nJrISkNyyicNEfknkZE3fvYmJCeYe0Ym4r68P7e3tzCGbmJhg+4dAIMB8KgA82SFjRrVajZSUFPa1\n8vv9MBqN8Pv9kEql7EXV39+P4eFhdgQfHx/nqA+yizCbzQgGg1FRHgSPRXp7/Zs2RJ/YOWxhVVVV\nRU03qEjIsWbNGnz9619nddT27dtPqgIjOwu32x2lWoqPj4dOp8Npp52GSy65BMD8Ff327dsxNjYG\niUSyaPu+ffuwY8eOqCaBrE2A+YbtP/7jP/D000/HXOgia2xsDM8+++ySi5tIJIJWq8WqVavwta99\nDffffz+effZZ3k6IwKpVq3DxxRfjkUcewe9+9zsAYG4hMO/S3d3dvWhCRn5cdMwqlQpdXV3YsWPH\nIu4RMJ+9RutA5OcQWW63G9u3b4/pzh1ZCoUiKrYk8vYvfelLMdVowPzkRKFQREn0l1tjY2MxYb+x\nsTH84Q9/OOnjzzvvPDz44INRfkkAODN0od0DAA5+XaqOHz8e0/bBYrHggQcewMqVKxdtm52dRUdH\nB9xu98eisotVH7ghCofD/f/4e0ggEOwBsBqAWyAQ6MPh8IBAIEgDEBOMvffee/nfZ555JhtexSqa\nKtCJPCEhAUajEWlpaZzP1dHRwZMXj8fDcmT6ARMh2GAwIBQKwePxsBKJMqYEAgFDFmNjYxgeHsbR\no0dx+PBhDAwMQCKRoLy8nFPjU1NT0dXVxYour9cLk8mEwsJCrFixAjqdDgaDAXK5HM3NzTh06BDe\neOMNPr6CggKsWLECZWVlLJlXKBSYnp6G2+1GQ0MDmpubMTIygpSUFFgsFhQVFTEsNTMzA5fLhcOH\nD6OzsxNzc3MMgxUUFECpVGJ8fJwnNbOzs9x8paen88SnoaEBXq8XBoMBZWVlbLBIyjGfzweZTAa9\nXg+73c5y+6SkJH7/3W43+vv70dzcjObmZjgcDuZZEbSZlZUFg8EAtVrN8vlIP52BgQFW5wUCAfT2\n9rItABFOaQGneBKa5BHvhojSBJ0Fg0FIpVJuZCIl6OSCPTY2xo7VALgpA/4ZkCoWi9lOIVJlRnAc\nTaOIwGyxWDA5OYlVq1ZxVhvxqFwuF8bGxuB2uznbLC4ujl8HAM6OS0tL4z+UcG80GiEWi9k1e2Rk\nhPlNNDXq7u7G3Nwck7EjfYgi7QUic8xOVPv27Tspz+VfsT7MOezjKoruCIVCDD+Njo4uS+7+la98\nBV//+tdx//33RyXTW61W3H777ejr68OVV14JAGzgCcwTlO+44w54PB7eTu7wkXXmmWfi1ltvBTBP\nHN61a9dH4hWTlJSEm2++GTKZDNdff/2iCYRCocBNN93E92tqauJt55xzDkdaNDU14fbbb1+UJi+R\nSLBt2zZkZGTg3nvv5YurpYJjL7zwQn4fjh8/HpMgPT09veTjI2vVqlW4/fbbF3GAAoEAXnjhBeze\nvTvm4yQSCS6++OKYz32y2rt374eC2o4cOYKrr756kcgiISEBF198MRPnI+uFF17AL37xi1N+Lrfb\njfvvvx+JiYmLtp199tn46U9/ivvvv/8jCe9dTn2ghkggECQAiAuHw+MCgUAOYCOAnQBeAfAtAA/+\n4+/FUbeIboiW+XwAwJwJWkjJrI9cm4PBIJNv09LSoFarmSsklUp5otLV1YX29nYMDg7yyFWn0zGf\nyOPxMF+GHJwzMjKwZs0aFBcXw2AwcHJxbW0tvF4vFAoFioqKouTgc3NzaGtrQ3V1NTteq9VqWK1W\nbqyysrLYo0gkEsHj8cDpdKKlpYVJ1ORQm5uby66eXq8XLpcLra2tmJmZgVarRX5+PnJzc6FSqTA+\nPg63242WlhaMj4+zOkun0/FjXS4XZmZmoNFoOEICAPsPdXZ2QiqVsvGj1WqFTqdjSIsamd7eXt6f\n2+3mjDalUonMzExkZWUhMzOTGxiyTyBYiUwuqYkJBoMMvc3NzSE5OZmbE4lEAq1Wy2aPBHfRj5f2\nTZ5D9BihUMjcoMioD4K8KA8MAMehED+JYDCPx4OkpCRuiKhxUalUMBqNzD8iXpBWq+XvLn1PSVlG\n+/F4PCyfDgQC7JkUCoWg0WgYTiViO5HNQ6EQc6Pkcjm7WI+MjDDkRvEoFBVCcGVkIxT524qlQgMW\nX7Ts3LnzlH6/n8X6sOewj6PKyspQUVGBYDCI+vp6HDx48KQN67p165gnaDQa4XA4oqCLtWvXYtWq\nVRgdHUV1dTUTnSNLLpejpKQEBw8ejLk9OTkZp59+OgoKCni63djYiEOHDi2bc3OiogvEkZERvPfe\ne1HTgKKiIpx22mkQCoWora3FoUOHEAgEoFKpsH79euTm5vIx1dXV4dChQ8jPz8e5557L+xAKhZDJ\nZLx9KffltLQ0rF+/HiaTifdZU1OzrM8hsoqLi5mnQxfOCydEfr8flZWVMaeEwPxULycnZ9m5YZGV\nmJiILVu2nNJjKOcTAIteFpZCoUBubm7MsGiNRhPzOX0+H/bv379kQx8IBJb03qJszo8i22659UEn\nRDoAe/5x4hQBeDYcDv9dIBAcBfC8QCDYgn9IVj+So4woIoGKRCJMTk5yuKdQKIRarWZlmNlshkaj\nQWJiIkKhEPvSHDt2DHV1dWhra+NFJSMjAxqNBrm5uZibm4Pb7WZDwtnZWaSnp6OgoAAVFRUwGAwA\ngJaWFnR0dKCzsxMJCQnIyMhAeXk5iouLYTKZEAwG0draigMHDuDIkSPo7e1FamoqewZlZWVBo9FE\npf6GQiGMjIywWmxgYABxcXFIS0uD3W5nThApwrq7u9Hf38/2A0VFRYw9u91u9rPR6XQoLCyEzWbD\nzMwMqqur0dPTg4mJCaSnpyMzMxOZmZm8z8bGRjidTkxNTSE7OxslJSVYtWoVUlJSIBKJ4PP52Lix\nubkZLpeLp2xSqZRz2SjqxGg0QqVSYWpqimW2g4ODHClCsFxkICsRlTMzMxn6I36WXq+HXq+HTqdD\nQkICGyQSLyaStA0gqhGgyRBNksj8kQwbhUIhRkdHmdRMUxcA7PpME5e4uDgoFAqoVCpWuJGUf25u\nLiqvjYwT7XY7fD4f+vv7UVtbC5fLhfHxcT7u/v5+9PT0sEGl0+lER0cHCgsLMTExgf7+fp54paam\nIi0tjSX2c3Nz8Pv90Gq1UCgUkEql0Gg07I+18IovUnEWSV7/N4HPPrVz2FK1adMmfPOb38SWLVtO\n6n9DjesVV1yBrVu3AgAefPBB3HzzzVHbL7vsMqxZswZXXXVVTLn1wolhrEpLS8Mdd9yB6upqfq7l\nFC2c9N1a6nXQ7zbWfb70pS9h+/btuOqqqzhaQyAQsOvz//3f/y06posvvhi33HIL/z8QCGDLli0x\nPXUiLwDy8/Px4IMP4sknn1zW61yKe/flL3+Zc8deeOGFE4b0LlXT09P4zW9+c0qPofr2t799yhL3\nBx54AEePHo26QFpYExMTS0aW3HDDDTGnXU1NTdi6dStDr8udSgPz5O5XXnlluS/hI6kP1BCFw+FO\nACUxbvcCOPvDHtSCfWJ2dhYCgYAzpuiqPhgMQigUQqVSIT4+HjMzM6y4IRdiGo0ST6arqwt9fX0I\nBALQaDSwWq3Iy8tDTk4OUlJSmBzd1taGuLg4rFq1irdLpVImtzY0NGBiYoI5RXa7HTqdjn2QxsbG\nUFtbi4MHD2JqagpGoxGFhYXIyMjg2Ibe3l5eKEn639LSgtraWng8HsjlcmRmZqKwsBBWq5Udpnt7\ne1FVVQWn0wmlUslE68TERExMTMDpdKK+vh4ulwsJCQksiSdeVFdXF2QyGXN3pqenUVdXx947SUlJ\nyMvLQ3Z2NnJycqDX6zExMQGPx8OTkoGBAbjdboyMjPD7np6ejoyMDKSnpzPZnT6X/v5+eL1eDA4O\noq+vD263G4ODg4iLi4NGo4HRaIyCxBITE9mGIDk5GQBYAUjKLiJ+00RpcnKS7QIIFouM71gYEkxw\nrEwmY+6WVCrF9PQ0q9VoohQ5UaHnmZ2d5Rw5hUKBsbExNDY2oq+vD2NjYwztEgGd8tWEQiG7nOfl\n5TE5e3JyEl1dXeju7ubwQ4KJExMT4fV60d3dzZO0tLQ05nLR+01S+/z8fFZLUkQKvb/U1AHgJulE\nxo3/P9YneQ5bbr300kuora3l6cSJqqKiAlu3boXD4WBYJRK+WrVqFbZs2QKn04mdO3fGlLcD89Ed\n69atw//8z/8s24l5OWW327F161ZMTEzgtttui4K5IusrX/kKNm3ahDfeeAPHjh07Ybgr1WWXXYa1\na9fiiSeeiHnMzz//fBRsNjs7u6SKaf369QyP+Xw+3H///Sf0LKJKSUnB1q1bUVBQsGhbd3c3fybk\nOv9J1oEDB04Zaqurq0NSUhK2bt2KQCCAxx9/fFmfBdWbb74Z8zkTEhJw2WWXYdu2bQgGg3jiiSei\n4NzPWv3LOFXTlQQtaOTTQlfqBCVEKs8I6qAoi8bGRlbmiMViGAwGVmSp1WrMzMygt7cXHR0d8Pl8\nsNlsKCsrYxLz7Owse/m0trZidnYWdrsdK1asgMViQUJCAi/0Y2Nj7AlExoZ2ux1xcXEYGhpCf38/\nG/kRUbetrQ2NjY1oa2vD3NwcMjIysHr1auTn50OtVmNsbAwdHR2oq6vj/DWDwcBKLwqkbWpqQmdn\nJ/x+P+x2O0/Aent7mS+TkpLC0y5KkCe/HLPZDJPJxM3m9PQ0v5bR0VF2hJ6YmOBFWKVSMTFcrVZj\nbm4uitdCWW0kWycTSqPRyCaYBO3IZDKkpKRAo9Gw8mxubo5l8dSQkHItGAxyo0qwlFQqZbUYTZzo\nT+TEiBoAcralBoE4PXRf+v5RQzQ5OYnp6WlWo4XDYbbl7+zsRG9vL5xOJ0d/ULgswWVE5KaMt7i4\nOHZez8rKYqn/9PQ0T35oMjc0NMThsS6XCx0dHdyUEaxKxqMymYwbxMhmaOGV2r9LI/RZrurq6iVV\nZwDY3wqYh5LMZjP27NmDv/71r4vua7FY8M1vfhM7duyImVelVqtht9tRVFQEqVSKv//97zE5MZmZ\nmSgoKOCcwoVFflvk+wbMN0MVFRXIysrCyy+/jBdeeCHqMbm5uUhLSwMwr+JKTU3FwYMHo5oWpVIJ\nu90OiUSCgwcPRpG7qel//fXX4XA4EBcXB7vdDqFQiObmZhw9evSEuWwEPwPzMCX92+v14qWXXlrS\nhygpKQl2u52FOna7nR8bWYcOHWLS96dRDocDDofjlB+nUqmg1Wohl8txxhlnRFkWuFwu9q+LVU1N\nTTGbXjI2NpvNmJ2dRXl5+SKyNgD09/cv60Lg467PfENECxUQrTaLi4vDzMwMk6RJcSSVSiGXyyGV\nSnlxamlpYZVYKBTixPX8/HyUlpbCZrNhYmICtbW16Ovrw/T0NCdHkzX53Nwcq54aGhrQ29uLzMxM\nrFmzBkVFRZDL5XC5XKivr2dMVCgU8pSFnJXb2tpQW1uLoaEhTl9WKpUYGhrCgQMHUF9fj+HhYdjt\ndqxZswZf/OIXodPpMDc3h+bmZs7UoeTkoqIiZGZmIiEhAQ6HAw0NDaiurmbPooKCAphMJn4PFQoF\n8vLyOHme1GCdnZ3cXJGSxO/3Y2BgAK2trTh8+DDGxsYgEAg4joN8oMhbhzDfqakpDA4Osnkjpb6T\no3RSUhIMBgNSU1O5mSO+TSgUimpeiN9DnzU1fUNDQywz9/v96O7u5iDVpKQk/g7QfiKDUQleowlR\nZMArTZXIt4q8i0ieT7J5asKlUilL2oVCIaxWK0vliWgeCASg0+m4KaJpkVqtRkZGBpu6EfRqsVgg\nEokQDAYRCARY3eFwOJjsShwxkuWSG/bw8DDy8/ORmZnJqjmTycRNJU2GFnoRRf79eX0264ILLmBI\n7K233sK1114bM8F+OVVaWoqHH34Yv//97/HYY48tyfH4+te/jnPPPRcPPfRQzCnLRRddhPPPPx8/\n+MEPUFlZCaFQiK1btyIrKwsPPfRQTIn2t7/9bVaz/eEPf8D3v//9Rc+fmZmJ++67D1VVVbjxxhuj\nOC3PPfcc9uzZw48hMrZIJMIPfvCDk/owbd68Gd/97ncBzBOQI72dTuQYnpOTgwcffJAzCh966KGY\nKrVTSYj/LNXo6CgeffRRfPnLX8Yvf/nLKM+2xx9/nGHAU6m+vj7cd999iI+Ph0QiwW233cbf4ch6\n/vnnsWPHp2r3BQAQnApZ7CN5QoEg/EGek1yEQ6EQk08HBwf5KpmM+HJzc9n4rq6uDtXV1WhtbYXX\n68XU1BRkMhm0Wi1yc3Nhs9lgNBoxOzsLl8uF2tpa5g1lZWWhpKQEhYWFCAQCaG9vx6FDh9DZ2Ymx\nsTHo9XqsWrUKX/jCFwDMd7iVlZVoaGiA2+1GVlYWsrKyYLVaIRAIWDlFUFl8fDwsFgvKy8shk8ng\n8Xjwt7/9DV6vFzKZDOvWrePssKmpKfT29mL//v08qSkqKkJ+fj5ycnIQHx8Pv9+Po0ePoqWlBS6X\nCzk5OSguLsZpp50GtVoNsViM4eFhVliQEzPBewKBAOvWrYPNZoNEIsHg4CBcLlfURIxCZO12O/tA\nkWxdLpfD7/czrONyudDT08Ou13FxcTwpMRqNUfJyMmMUCASYnZ1lTs/k5CTzeKgJIAXg5OQkQqEQ\nT5V8Ph9PVOi4iJBI5Gn6E+laTY0ONYzBYJC5NDKZjPdPt5GijYqcoolET8acFFpLTQtNZGj/AsF8\nyLBOp0NWVha0Wi1PdYioTTyguLg4Jpm3trZiYGCAlWqkViP4jojv9LkYDAacfvrpnPVHk65//BZj\nNkEna4z+MW36t+2ePmopvtVqxaZNm1BVVRWTO2QymfDVr34VKpWKP7va2lq89NJLi8wZ5XI5Nm3a\nhJycHAiFQuzduzcKApLJZNi0aRNPVF577TUcPnyYt0skEmzatAn5+fkA5i/qPB4P9uzZg56eHsTF\nxWHTpk0oKiri7T6fDy+99BILUJ588kmYzWZceeWVUeGhxcXF2LRpUxTfb//+/XjzzTejXsN5552H\n8vJyxMXF4dChQ3j99deXfO9Wr16Nc889ly1E9uzZE0XCLS8vx3nnnRf1mMgw52PHjkVloC2sFStW\nYNOmTfyboAny+Pg49uzZc8KpyYlKKpXy5/Bp1V//+teY6q3CwkJceOGFUefPSD/AyBoYGMArr7yy\nrMZcJBLhwgsvRHFxcdR0fuH+u7q68PLLL3+sjeVS56/P/IQI+Kc5I3FF3G43ent7MTQ0xJ40Wq2W\nR5kikYgNFaurqzE5OQmFQsGmh2azGQUFBRwt0dDQwIoyuVwOq9WK8vJyvspuaWnB4cOH8frrr0dN\nXoqLi2E0GlFVVYXKykrs27ePXaxNJhNKSkqQl5fH+z98+DAb+kWmxhOvxuPxsFqtrKwMNpsNAsF8\nWnVNTQ2am5sRDAZhsViwevVqFBUVQaFQoLOzE3V1daipqWFlVlpaGnJzc5GamsqTFpqgzc3NcRbZ\n+Pg4kpOTOXZDJpNhZGQEra2tPMmanJyEXC7nhHm73c7REaTEGh8fR2dnJ9ra2rgppEZLoVBArVYj\nJycHubm5MBqNDB+R4svv97PbNPGT6G9yhvZ6vfD5fJienuYIC4LHpFIpx2OQhQEF+pLvD0Ft1BSQ\nUozuC4AVXtS0ExGcfI+I00bkafIZIQPIhIQEGAwG5OfnY2ZmBsPDwxzYOzAwAKfTyc1bKBRCV1cX\nHA4HVCoVUlJSorhTJpOJs91I9q/VajExMYHp6WlWS9LkiKZJZBwpl8tZ4UfE7oWKvMiLk0hH8M/r\n4y2FQsFRDyUlJbj88ssBIGZDZLFYcNNNN+HZZ5/F3XffveQ+ExMTYbVaceGFF8Lj8eDWW2+Nag6U\nSiVMJhM2bdoEv9+PW265JUpaTw30BRdcgLPOOgsAcP/99zO5l77r559/Ps455xwAwO7du/Hiiy8C\nmJfvCwQCTE9Pc5MeWStWrMA999yDa6+9Fo8//vii409ISIBKpcLGjRuRmZmJW2+9Fa2trYvuR2HR\nXq8XhYWFuPTSS3HzzTfjtdde4/uIxWKoVCqsW7duEUH6oYcewmOPPbbk+0i/ZWDeh2jr1q0QCAQ4\ncuQIbrnllphRJ0sVvaaFFxlKpRKbNm1ip+tPoyg6CZhXwVID0tHRgaeeegojIyNMBr/66qvxwx/+\ncNE+HA4H2tvb+YIS+OekbWEDNTs7ixdeeGERhAoAl1xyCR5++GEA81YHTU1Ni4w5P4n6zDdEkQvQ\n+Pg4Dh48iJaWFgwNDUGtVkOn08Fut8NgMCAtLQ0ymYzVOKOjoxzBQK7K+fn5SE9Ph1wu50T3I0eO\nwO2eN6fNy8tDeXk58vLyOM39wIEDqKqqgt/vx4oVK7B69WqsXr0aycnJ6O3tRX19PUMjVqsV+fn5\nWLt2LZKTk9HZ2YnDhw+zp09aWhry8vKwbt06iEQiNDc3o76+Hn19fcjIyEBhYSHWrFkDs9mMhIQE\njI+Po6WlBVVVVYyVr1mzBlarFUlJSQgEArzQikQi5Obmwmq1oqSkBCaTCRKJBOPj4xgYGOD4DJqS\nKJVK5OTk8KSGfJAi1U3USFKUR6SFgdvtRldXFxsERmaUkerParXy49PT06HVaplsTbAn7YdiKggS\nI7NMv9/PE5u0tDSoVCrodDoYjUao1WpOnSdYjIjU8fHxUd5ERMSPbIgIQqMTVmR8RaRfETUZpGwk\nONbtdqOqqgrT09MQCoXsGZWVlQWdTgeVSoW0tDQmrHs8HvY+IqI6Nfd0hR0fHw+5XI6cnBxYrVaO\nmzGbzVCr1VCr1ZienobRaERxcTE7glPj5Xa7+fW63W7+HUR6fUSSxOnE9W+kMPvU64wzzsBNN90E\nYD776sc//vEJ+UPLqfPOOw/f+MY38Oqrr+Lw4cOLwl03btyIb3/729i7dy8OHTq0SM589tln4+qr\nr8arr76KZ555BgCieENnnnkmrr/+euzduxfPPfccgPlA18hIhnA4jL1792L//v0nNOqLVatXr8Zt\nt92Gffv24dlnn12SCH7ZZZehuLgYDz/8MN544w10dHSgsbEx6j4GgwG33XYb/H7/IrLvyfg1X/3q\nV7lBra+vZzn5yMjIKafOl5eX49Zbb13kQzQ1NYW9e/fiqaeeOqX9fZR17rnn8mf3xz/+kZVpq1ev\nxq233ordu3ezyuu1115jp/HI0mq1uPLKK9myBQDef/99PPzww6c04dm/fz9/TiaTCTt27MDLL7+M\np59++gO/vg9Sn/mGCABfdfh8PrhcLoa1yKQxOzubpcZ0lex2uzE5OYm4uDjI5XJoNBomF4tEInah\nrqurg8vlglAoZAm62WyGRCKBy+VCXV0d2tvbeQpVWFiIlStXwmg0YmRkBC0tLWhpaYHP54NGo0FB\nQQHKysqg0WgwMjKC+vp6tLS0YGBgAImJibDZbCgvL4dWq4XL5UJNTQ36+/shEolQVFSE0tJSZGdn\n8yja6XSyRN5qtcJms/F0i1Rj5ExLuWLU9MlkMni9XgwMDLBn0djYGEvjdTodN15UNCWQSqVQqVQw\nGAxIT09Heno6Z8aRYmxoaAhtbW0M4dAiS0GtRFqnyRzFZ9AUIxAI8LSvo6ODTQyJ+E5u0AkJCUhI\nSOC0ezIr1Ov1UCqVkMlkUWPXqakpbgio+aEGjBRddKyRpoVxcXFRJo/0XpD6jGT5xP+hq/zu7m6G\nZOn5JyYmkJSUhJSUFP5uikQiTE1NYWpqit2l+/r60NTUhPb2dvT19bGC0u/38wSP3mNqqGkKmpyc\nzJCjVquFwWBAR0cHEhMTWS2XlJTEqjniSS2spfyHPq+PvhITE1FRUYGioiK+CGtvb8e7774bMzqi\noqICK1aswNtvv72kX4tarUZFRQWys7PR29uLI0eORCnOVCoV1q5dC7vdjr6+Phw5ciQqsiM5ORlr\n165Ffn4+Q/+RfKGkpCQ+5oGBARw9ehSHDh0CMN/YrVmzBu+99x4GBwc5EiOSWyOXy1FRUQG9Xo8/\n/vGPixoSmUyGiooKrFy5Eh6PhyfuCysjIwNr166FwWCA1+tlqkMsB+9QKASv14uOjo5FkBwwP6FZ\nu3Yt8yUjKzMzkz+b5uZmvPXWWyeViq9evRrZ2dmLbtfr9fD5fIsmHZOTkzhy5EhMDtInVRaLBXq9\nHsA8+fmb3/wmgHmbBY/HE+UH1d3dje7u7kX7oBzLyEpISMBFF10UpVJrbW09oYqRTJKBefuD4uJi\nZGZm4sILL8Thw4f58/i46zPfEBGJenp6mhcdanDIm8dgMLCfD3FjBgcHEQgEmPdCV9qUCl9fX4/6\n+np0dHQgHA7DarVizZo1yM7OhlL5/9j78vC26ivtV5Zl2ZIla7EsWbK8ybsd71khwBTSQggpAUpb\naCctO2FJC4VkEmCAhDDtsBUKHWjCUEqXoWVpKBDCEkJCNrzF+ybJi7xKsiXZliVZtr4/8p0zUiyH\n0DaUfl/O8/iB6Gq5upLu773nvIsMDocDra2tqKmpgcvlgkKhYMa8yWSCUCjE4OAgDh8+DLPZDKFQ\niJKSElRXV6OgoAButxsWiwU1NTV8pZOWlobS0lJUVFRwaGttbS2bJi5btozHdOSbVF9fD6fTySnq\nRqMRKpWKR4cdHR0YHR3l7lBeXh6PvsgCoL+/H8PDwxgcHEQwGOQuQ1ZWFiQSCQexarVaxMfHQ6lU\nIi8vDwqFAmlpaUwaJv8cslO32+0YGBiA3++HVCpFSkoKNBoNkpOTYTAYkJGRAZPJxO7U09PTcLlc\nERwjm83GBpmUJUbdJVrwidxMoyS1Ws23BYNBzlubmJjA5OQkXC4XxsfH4XQ6uVNEponkT0QKCnKy\npnRm6n5RN4mAEcVziEQipKWlsfs2Ec/JgoDGeQSgSL4fHx+PpKSkCLfoQCCArKwspKWloaCgAKOj\no9yNGh4ehsPhYKI4jcdIyp+amsonNAp2zczMRFpaGnp7e9HX18djg4CfAAAgAElEQVTGlATSwtva\nX9St+mz9fUqn02Hr1q1oa2vjK2LiR0ar66+/HiaTCbfccsuCfBWTyYQdO3bg7bffxsaNG+c9V1ZW\nFh5++GF8/PHHuOOOO+aNsoxGI/793/8dx44dw6233jpve2pqKu677z40NTXhpptumrd9dHQUjz76\nKMdYnLxdpVLh3nvvxfDwMG6++eZ5MnRyoPZ4PNiwYQMmJiaivs+qqio8++yz2L59O5577rmoERJU\nAwMD2LZt24LfbZ1Ohy1btkSNztixY0fEZ3M6v4/169dH9S564403cOutt0bN+TrV/n8Z9dJLL3EH\n5u677+Zu0WuvvYZbb731tLyT+vv78eCDD0ZcTF188cX45S9/yZEqwInR6unaOrS3t+Oee+7B1q1b\n8Z//+Z+44YYbzgKik4tyzDIyMqDX69mYTywWM8l6cnIS3d3dPIYSi8UwGAzc9YmPj0d3dzdaW1vR\n0NCA8fFxCAQC5Ofno6KiAkuXLoVSqcT09DRaWlrQ1taG4eFh5nMUFRVBq9XCbrejtbUV9fX1aGlp\nQSAQ4JESSe/r6urQ1NSE7u5u9gIignN/fz9qampgtVqhVCpRVlaGpUuXsnS+s7MTTU1NaGtrQ1dX\nF0vhaUw2Pj7Onafu7m6EQiEGTHq9HrGxsejp6WFJtsPhgMfjgVgshtFoZLAzODiIvr4+NqgkQEDh\ntZQ9RnEiZKLo8XgglUoZMM3NzXG8BXUqFAoFK/1sNhuToqnLR6GtZOZIfkcpKSmcK0amhgkJCUzE\nBAC73Y6enh52o56amsL4+DiDIpp9h2edUfxLeKwHeVuJxWL+i4+PZ1I3jRyIFE8KOL1ez95RBDKI\nE0T7Td5JgUCAw4GJVE2AiY5veno6tFotd5hcLhcGBwdhtVrR19eHwcFBuN1uHs1SjAeBKYVCAZVK\nxaPDnJwc5ObmMleJPttw8HMysfpsd+jLqZGRETzxxBMYGxs7pc/LihUrsH79elgsFuzevZsDe0+u\n733ve6isrMTOnTtx5MiReenu3/3ud7FkyRK8/PLLOHr0aNTXpN8BgHnbr7zySpx33nl4/fXX8dln\nn0V9fPhY+uRas2YNvvGNb2Dv3r2oq6vj7/jJr0+/70AgMG97YmIi1q9fj/T0dNx///04ePAgv88L\nL7wQa9euxUsvvRTh+ky/tfAqLi7G+vXruWu6e/fuqNleNTU1n+vBo1Ao8IMf/IDDWXt7e3HHHXfM\nu5/FYuGLqS9SYrEY69evj5rxFa12794d1V6Bas2aNbjssssAnBhp/frXv54HyHw+H1566SXs3r2b\nz2efV9GOc0NDAzZv3hwxJtRoNHj++ecBnHA5//Wvf72gyzmpYd966y10dHScVkTK36v+KQARtfQp\npFAoFHJXKDY2lklcNpsNtbW1rMQpKipiTo9cLkcwGITVakVjYyNaW1shlUqR+X9T5svKymAymTA5\nOYn+/n60tbWhr68PgUAAaWlpKCkpQUFBAaamptDd3Y0DBw4wl4lCOVNSUjjItba2Fj09PQgEAjCZ\nTFi0aBEKCwt5gWxubobL5UJGRgY/d0JCAmw2G1pbW1FXVweLxQKXywWdTsc8HJFIxKO89vZ2TExM\nIDU1lUGiVCqF2+1mTyO73c78lvT0dKSnpyMtLQ2Tk5MYGBhAS0sL4uPjkZ2dzT+Ak3O96GQXDAYh\nFAqhUCigUCigVqsjgIpMJoNSqeR5MsnFycna4/FwhMXU1BQCgQB0Oh2MRiNycnJ4jCcSidg+gQjA\nMzMz/Fiz2YyBgQFOmKdgUxqzTU9Ps5kneReRWoyk++HvkSTzlHhPIMvv9/N3jzo9QqEQTqcTNpsN\ncXFxLMUPBoP8/UxISGA1JN2XOEiBQAAikQgymQxZWVnIz89n2wYii5IfUXJyMvR6PWfbEVm9t7cX\n8fHxsFgs0Ol0UKvVSEtLQ0ZGBrt4p6SkQC6XY2pqCrGxsayCC+cOhXsxnQVEX0653e5Tqpri4+Nh\nMplQXV2NRYsWLbjQJScnw2QyobKyEomJifjzn/8cley7YsUKLFu2DC+++OK8MZrJZEJsbCxMJhOk\nUmnE45RKJT+/RqPBCy+8EGF2qFAoYDKZEAqFUF9fP28kRPSAqqoqpKWl4aWXXooYD8lkMphMJjZh\nJYf2k8EQCRQqKipgt9vxm9/8hkG+yWTiCCSyMKGSSCR8PrdarfyahYWFUKvV6O/vx86dOxccQ1KR\n/crJlZSUhPLycuTl5QEA3n33Xbz55umnvNBxpxDZkysuLg4VFRWs5vu8ovPhQlVZWcnPRWtQOOAx\nGo3wer3Ys2cPPvzwQ749MTERJpMpglZBRfzRk6uvr485aFTr1q3DpZdeyu+tvb0dHo8HPp8P3d3d\nUbuCJ49ev4z6ygOicMk0ZZmJxWKWJIdCIUxPTzOfpbGxESMjI1AoFEhPT0dhYSH0ej2mpqaYq9LX\n14fp6WkOY62oqEBWVhZiYmLYO6a7u5v9Y7Kzs6HX6xETEwOz2cwz+ImJCUgkEuTk5PAYzWKxoLGx\nEV1dXRCJRCgrK2Ovo7i4OPT09KChoQEDAwNQqVSsZktISMDIyAja29tRX18Ps9mM6elpBmMVFRXQ\narUYHh7mbDSn08mAqrS0FElJSZiYmIDZbEZzczNaW1vZRZo8hpKTkzE2NoaBgQGMjIywHJ4coefm\n5tDX18djMSIxy2QyFBcXM/GW5OrhsRkELGJjY1m2b7FYMDg4yB2XYDAItVoNvV4PiUSC7OxsZGZm\nIiMjg7kvRPSdnZ3lGA1Kdx8cHORYk4mJiYhsMnKcTklJ4UgPMvMMr/CuCPGOKH9MIpFEjMwIQIW/\nTjAYxOTkZETuWDAY5Jw1AjNerxejo6Po7e1l8BYKhVjdlpaWhq6uLthsNmg0Gv4ciHekUChQWFiI\nmZkZNDQ0QKfTobGxEVarFcPDw3C5XLBYLJBKpZx5lpubi/T0dKSmprJLNYG0cJPTaMfibP3jS6PR\nYNOmTZiYmMD111/PvIqTa9myZdixYwd27tyJP//5z1EXplNVRUUFHn30UXZPJ6NEqtLSUuzYsQN/\n+ctfsHXr1nmy6uLiYjzyyCP48MMPsXnz5nmvX1BQgB07duDgwYP4yU9+Mm97bm4uHnnkEWRmZmJ8\nfBzPPPMM9u/fP68z841vfAO33HILfvGLX+Cjjz5iXovRaMRDDz2E7u5u3HbbbfOeX6/X4/7770dz\nczMefvhhACfcmH/84x8jNjaW3fM/r8455xzs2LFj3u9jbGwMTz/9NP7jP/4DAL6wH5REIsEdd9yB\nCy+8MOp2v9+Pp59++rQDU6+55poIcvvJ9eqrr/IY8Pzzz8d//dd/RUT5qNXqqB2hrKwsbNu2LSo/\n6tFHHz1t0vO+ffvYuLG8vBwPPPAAVCoVent7sWXLli8tvPXz6isPiABESKQplkMmk8Hn82FsbAxm\nsxldXV0wm82YmZmBTqdDcXEx8vPzoVAoeDEl4i65IJeWlqKsrAwajQZTU1Mwm804fvw4myNqtVoU\nFRVxcCd1bzo6OiAUCllBVVJSApVKhYGBASbIJiQkICcnB8uWLUNqaiqEQiHa2trQ3NzM7qoEUkQi\nEYaHh3nUR2GAGRkZKCsrYyft4eFhNDc3o6GhAZOTk9BoNCgvL2d5/cjICPr6+tDU1MRZZCqViuMd\npFIpd4aCwSCP4gjwUFiu3W7H6OgoHA4Hd01oDCSVSiPAz+zsLHce6GQmFoshEolYcaVUKrnTNDs7\nyxEcEomEF35KvR8ZGeEQVq/Xy147JL13u91wOBws06f9E4lESE5ORlpaGrRaLYenhgOicMdpAnbh\nXSMA8yTpMzMzEVEe9D69Xm/EaM7n83Fe2NzcHHsleTwe3k+pVMqqtYmJCTYK9fv9DDAJUBFXipyt\ns7OzERcXB4PBALPZDLPZzB5NExMT6Ovrg8fjwdTUFIaGhni8TOHBsbGxDIro/VGFK+zOgqN/XJ17\n7rlYuXJlhM3GyfwVmUyG1atXIy8vD++88w6OHDkStTNUUFCASy65BGNjY3j55ZdZXh0fH4/Vq1ej\nqKgIH374YcRn7ff7sWnTJgAnZOuffPIJe69RCYVCrF69GqWlpTh8+DA+/fTTCPWRQCDA6tWrUV5e\njmPHjuHTTz+dx326+OKLUVVVhfr6er6wrK2tjQB/qampWL16NdLS0vD2229HcDEvvPBCLF26FK2t\nrThy5EhUab5YLEZGRkaE4SN1979I9ff3R83T8ng8qKur+0LjHJ1Oh0suuYRNaMfHxxfsFs7MzOCz\nzz6LamwZrQ4ePHjKINiDBw/ycyUkJGD37t3zLhRDoRCqqqpQWlrKtwmFQjQ1Nc1T8QEnSNn0famt\nrY1KXqdyuVw8Ipubm8M777zDa84ll1zCNg7AifHjO++886VL7oF/AkBEJ2jqCpEBnUgkgtPpRF9f\nH+rr62G1WuF0OiGXy5Gbm4tzzz0Xer0eQqEQ3d3d3KmIiYlhd+Ti4mLk5uZy5+bQoUNobm6GzWaD\nQCCATqfDokWLoFarWf7e1taGoaEhdrEuLS2FVqvF+Pg4ampq0N7ejtHRUVRVVaGqqgrLli3jtu3R\no0fR2dkJp9PJkurU1FS43W709vaitraWOT8mkwllZWX8PoATs9fa2lp0dHTAYDAgLy8P1dXVUKvV\nmJmZQVdXF5qamtDS0oLp6WlIJBJkZWXBZDIhLS0NXq+X/Yf0ej3zkmJjY+H1etlzh8AGcW9InUWL\nNoCIhZ1IysFgELGxsVCpVIiPj0d6ejrHeIjFYgZP9Hzh0nuHw8E5XkR8npqawuDgIJOuKb4DOLEw\nSCQS3ieZTMZ8MeIwhTtSh/+FAyLqQFLnh8Zi9Efgh+bkRM4OBAKYnJxkvhGN7YjQ7XK5WMIvl8t5\nLj4zMwO3242xsTGEQiGMj4+jq6uLO2hETk9PT0dOTg6ysrJgNBqhVqtRWloKk8nEFgpdXV3o7OxE\ne3s7c7Pm5uYwODiIQCCAoqIiJlOT2jJcjRceR0K3nZXef/kVFxcHmUyGVatW4ZJLLsHGjRsjzBKp\naMR/zTXXYGBgABs3bpzH36Dv2+LFi7Fx40Y8/PDDEZ0DiUSCf/3Xf0UoFMIPf/jDCB7HHXfcgZ//\n/OfweDxM0A6XzickJECtVuOKK66ARCLBj370o4guS3x8PBQKBS6//HIkJyfjzjvvjKoAu/LKK1FY\nWIjrrrsuKpih0db111+P9957jzs8VP/yL/+C5cuXY+PGjVEDawGwOOHziMF07ggv8iwD/vqxDX0O\n4SCloKAA1113HfLy8uB2u7Fx40a8++67X/i5o9XevXuxd+/e07pvfX19BN+KKiUlBT//+c/xta99\njW9raGjAxo0bowKzbdu24bbbbgMA/Pa3v503fqTz48nV2dmJRx55BMAJRd9TTz2FpUuX8vZjx46h\nvb2dVbdENfgy6isPiID/HZuRgiwQCPDYx2KxoL+/H9PT00hKSuJsstzcXMzOznK2V39/P3w+H48V\nqOsSGxuLrq4uHD16FB9++CEmJychFosjTASJk1NbW4uRkRFIpVJUVFSgsrIS2dnZ7NtTV1eHsbEx\nKJVKDmQNhULo6elBfX09mpqa4HK5IJVKUVZWhoKCAgSDQfT09KCpqQkWiwV+vx+pqamorKxEeXk5\n9Ho9vF4venp6cOTIEdhsNigUClRXV6O6uprBmMVi4UDXubk5thmoqqqCTqdjfpJMJkN1dTV7+AQC\nAVZnKZVKDpTNyMiAQCBg40MyOSTJPeWTEZAiF3ClUomcnBxoNBrI5XL2AqJgXlp8KR6D7BR6e3vR\n0NCApqYmDk4FTph8zc3NseKMVGf0F06GVigU0Gg0kEgkEIlErBIDENEODu9wEbCj1zs5Z4dGgBTv\nEb6dlGLEhwr3OqLXpnEv3RYOiOiETUZ2FDlAdgo+nw99fX0MbHNzc9npW6/XIycnB4WFhcjIyEBn\nZydsNhuUSiV3uex2O/tf+f1+BtbhvysCQWfrH1dFRUX40Y9+BKvVik2bNi2Y6XTZZZdh3bp17D4d\nbcQhl8vxox/9CEqlEhs3boyQ159O+f1+PPfcc3jjjTfmXaFfcMEFuOWWW7Bv3z4cOnRoXkTGypUr\nceedd/L2L+pDRPX9738f1dXVeO6556KCkd/97nd47733osrAqQYHB7Ft27bP9cKhfQ6v3/72t+yz\n9NeWXC7Hxo0bsXjxYr7NbrfjV7/6FZxOJ2ZmZr7wZ3Omy+1244knnsArr7zCt7lcrgX9oH7/+99z\nUOuiRYvmjexefPFFNu1cqEZGRvDoo49GcKkMBgM2bdoEmUyG0dFRPPXUU5/L9fp71VceENGiQtwH\n6iYQYbevrw+jo6Msr6e4DLlcjoGBAdhsNlZGSSQSaLVaDvebmZnB4OAgGhsb0djYiN7eXh67lJSU\nQKfTcejq8ePH0dXVhZiYGB6TpaamsmNwV1cX55Pl5eVxvpjNZmPXTbfbDYVCgdzcXBQVFUGpVGJg\nYACdnZ3o7u6Gz+eDWq1GTk4OCgoKoNVq4fV6mZdksVggEAiQm5uL3NxcGAwG+P1+5tXY7XbMzc1x\nh4GOhUwmQygUglwu5wBclUoFsVgMu93OKhOSoIcTLIPBIKamptjXaXJyktVcU1NTEdLtuLg4zM3N\nwe12IxgMwuFwMDCgzDCy7Kcukd/vh8vlwtDQEAe0Eh9HLpczSFOpVCzppywwIi/TWCsQCHCLPBgM\nclo8fY/CFVbh4IwAER0HAjFEKg8f85GXEinFhEIhEhMTmW9EXSxyhKaxG22LiYnB1NQU3G43jwAn\nJiYwODjIfk5EDqft5NA+MTEBk8kEo9HIozWpVMoeTRaLhfefnLVdLhdCoRBMJhNmZmYiwmqjBbye\n7Q59+ZWcnIyvfe1r2LlzJ/bt2xd1++LFi5GXlweXy4XDhw9HXSDy8/OxePFiqFQq9PT0YM+ePRHm\njLm5uVi8eDF6enowODgYVfkUDAZRV1cXIZGmi6jS0lKOCAr3KUpMTER1dTXKy8sxPT2Nurq6qInm\n6enpqK6uxtjYGD7++GMm0sbHx6O6upo9cYxGI0ZGRrB///6oHaZo45uTi0x8w0un080LF83Ozo7w\n26FjcKoqLCxEdnY2ampqWA5OF8dUYrEYarU64rlHR0exf//+L+R0HV70Objd7nmcm+LiYla89fT0\nnDLcdqHy+/2nLY0HTnwO9FnQuC28ioqK+GLLbDZH7UpNTU3N64YSZ5YuQs8991yIxWLU1NSccYuQ\nfwpARIZ4YrGYZ6+dnZ1sWEeBoeFmfX6/H0NDQ7BarXC73YiNjYVWq2VuhlAo5K7OkSNHYLFYIBQK\n+aRRWVmJYDCIjo4OfPrpp2htbcXo6CgqKyuxePFiFBQUwOv1ora2Fp999hm6u7vZC2jFihXcWaqt\nrUV9fT36+vogk8lQUVGBlStXIj8/H+Pj46irq0NjYyOGh4dZUbF48WKkp6djdnYW7e3taGhoQGtr\nKzweDzIyMlBUVMQkSIvFgs7OTvT19WFubg5arRZpaWnIz89Heno6ZDIZc31Iki+Xy5kLQ4onmUwG\nlUoFkUgUEQFBCzVFghCfi7osFJ9Bf7GxsfB4PCytn5mZ4cfRGAoAc8JiYmJ49EadoMTERO5w6XQ6\nHn9JpVLIZDLuNs3OzmJ0dJRHp+F5Zj6fj2M66HXDQ0zDc3RonEWghQAMuViLRCJW1imVSnbFTkxM\nZMk7RZgAYJ4VdaBmZmbYaTspKYkVaOEKPrJAIONRcsT1+/2Ynp6G1WqF3W5HX18fMjMzkZOTA71e\nD5VKhfLychiNRh6RTU1NweVywWaz8VU6gUZy5xYKhREGlXScztZXr/Lz8/HTn/4Ub775Ju6+++55\nCzjV6tWrcfvtt+Ouu+7C3r17oxKU7733Xtx11114++235/kBLVR6vR733Xcf2tvbcdNNN817XEpK\nCjZv3oy+vj5cf/31Cz7vihUr8Nxzz2Hz5s145ZVX+H4KhQJ33XUXLrroIgDAli1b8OKLL572/p1u\nlZSU4IknnmDgBZzocpzsZH2yw/fJtWbNGtxwww245ZZbGBCtX78eP/zhD/k+DocDd911V4Rii3zQ\n/tpKTU3F1q1b0dLSMg8QrVu3Dvfeey8A4JVXXvmrANHfUh988AEOHDgQcdt9993HXaNdu3ZFBUTR\nqq2tDT/5yU/YLPnJJ59EWVkZ6urqTssK4G+przwgIuk0BX329vbCbDbDarVicnISiYmJLNsmcvHs\n7CycTidaW1tx/PhxOBwOGI1GZGRkIDU1FRKJBOPj46zGGh0dZbVYVVUVCgoKIBaLYbVaGSyFQiEU\nFBRg2bJlqKiogM/nQ1tbGw4ePIjOzk4EAgHk5OSgrKwM+fn5mJmZ4VHZyMgI4uPjUVFRwVd6U1NT\n6OrqQnNzM8bHx5GYmMhqteTkZNhsNlitVjQ0NHAuTH5+PoqLi1FcXAyhUAi73c7qBqPRCJlMBo1G\nw2n0iYmJEIvFzBcJV1fY7Xb4fD7o9XpWmpCn0+DgIAYGBtgUkDwpKNFeqVRyt0ckErHqyul0wuv1\nwuFwcCBr+LiJIjskEgmEQiF3gsiQkQwhqYNFZG96D263mzuCk5OTDCzcbjdGR0dZdRYObih4lub5\n1GUkoEadKtpGijJSj9E4kLqS5CZM4awU+0HPSTwqAh50hUTgiVyrw40gExMTYTAYIJPJoNfr4XQ6\n4XA4IsaJNF4j8vTQ0BBnm5FCz2AwMNCZnp6GTqdj08709PR5pGnqEp2tf0wJhUJcc801KC4uxlNP\nPYWDBw8ueD+pVAqBQBCVE5OZmYlrr70WcXFxePTRR3H8+PEI0JSeno5rrrkGCQkJ2L59O+rq6iK2\n6/V6XHvttZDJZLjnnnvmRYjExMTwxUs0eTRtFwqFUbcrlUpce+210Ol0ePDBB/Hpp58yt4R4U8eO\nHcPHH38MANi/f39U7kl4GQwGXHvtteju7j7lWObcc8/Ft771LQCA1+vFL3/5y4hFtaWlJeo+q9Vq\nXHPNNVEl9+Pj4/jpT38aQRZ/8803I/7t9XrR0NCwoMmkRCLBNddcc9qyeuDERc3evXsRFxc3T302\nNjbGWWMymey01WlUH3zwAd56660v9JjwIrpAeL311ls8bpPL5bxP7e3t+N3vfrfgOHN2dpY5XDab\nDS+88AJfMJ/p+soDIuDED87n8/EVMvnakO8LkU31ej0EAgHsdjusViva2tpgsViY25Keng6FQsHc\nou7ubnR1dWFychIGgwEVFRU8KrPb7TCbzWhoaOB0e+L1GI1GdHd3o7m5GfX19RgbG+NMtdzcXKjV\nanR0dMBiscBsNiMYDMJoNHLYa3JyMhobG9HZ2YnOzk7O6CLuzczMDDo7O1lpkpSUBIPBwGAoKyuL\nw/gCgQDzaXQ6HTQaDVQqVYScnAwMQ6EQpqamWHUXDAZZPUbdt+npaQwNDcFsNqO3txcejwdxcXHQ\naDTQ6/UwGAxISkpCKBTi7oXL5UJvby+PeGjMA5z4IRB4oq4Qje4olFUikXB3KTY2lnPV4uPjGVAE\nAgF2yu7q6mJgQmMpuvKiRHciDIeP2iQSCb9HUo2FjwoJpFG0Bo3zxsbGePRHoGdubo4NHicmJliq\nT2oz6v7Q9zc5OZkDWtVqNf+bjoVYLOaoD4PBgMnJSUxPT2N0dBQikYgdvSm7joCOUqlEYWEhTCYT\nK/po8SLVGplALiSxj6Y4O1tnttRqNbKysrB8+XIIBAI8+eSTUd14yUKhu7s7qkzcaDSiuroa55xz\nDvbs2TMvNDUtLQ1VVVU455xzsG/fPrzwwgsR2w0GAyorK7FixQocPnyYg1yp9Ho9srKyMDAwEHV8\nlZqaCpPJhKGhoQhOT2JiIkcgqVQqrFixAmazGc8+++w8/5uSkhI8+OCDHAfyeZWWlobKykqcc845\nCwL6+Ph4ZGRkYMmSJVi5ciUA4NChQ3j88ccX5DZR+G1cXBySk5OxYsUK5Ofnz7vfzp075/Fl9u3b\nF3XcGa1SUlKQm5uL5cuXo6Ki4rQeA5wYhb388svIzc3FFVdcEbHtl7/8JX71q18BANauXYsHH3zw\ntJ8XODFitNlsp3VfShv4vG7NwYMHGeR/61vf4n1WqVRob29nZ//e3t6oTt60X5/HQ/p71lceENFo\nx+PxwOFwcPo6SZALCgpQWVnJ0m6z2czOwOTinJeXxwGwxG1pa2tDd3c3HA4H4uPjodPpmLQKgJ2g\nx8bGOOCUsm/Gx8fR2NiIlpYWDA4O8g9p0aJFTARrbW1FT08PgsEgkpKSYDQakZ2dDblcDo/Hw2DJ\n4XCgoKCAYxf8fj86OjrQ0NCA4eFhqFQqLFq0CIsWLWJHYxrJ0OJGKhWVSoW4uDjOrQoEAhgdHWUu\nFbnExsbGQiwWQy6Xs1oqFApxJ44kklNTUxCLxTzKy8nJgUql4riK/v5+mM1mHvMA4E4Q8X+0Wi0U\nCgUSEhKQmJiIxMREVofFx8dHkKLp8w43VAwnPVOHQ6VSMYChhHkibsfFxTEHaG5ujgEYOWdTF4iu\nNsKPIX3XwtVwxPchJRoRo8lCYHp6mqX3pDgjYERmaaRSc7vdaGlp4eOTmprKgFGr1bIDdlJSEptb\nKpVKCAQCaLVa7oRRDIvT6eQMoM7OTmRnZ7OiUKPRsMeUQqFgcnz4WCxcbRZeZ0HRma8LLrgA//Zv\n/4Zdu3Zh7969C5rqXX/99SgoKMBjjz0WYaxI9YMf/ABlZWV45plnoobDfu9738PSpUvx/PPPRx1Z\nfPe738X555+PnTt3Rh2zXH311fj617+OXbt24ejRo/O2X3HFFVi7di127doVwRsqKCjAQw89xLlj\nO3fuxKeffjrvKv/tt9/G0aNHT0mQjrbP5557Lnbt2rWgAsxgMOC+++7D6Ogoj8TCE92jVUFBAR5+\n+GHodDo4HA7s2rUrqrrqb42RWLVqFTZs2IBdu3bhmWeeORKpr1sAACAASURBVO3H+Xw+9Pf3Y2Bg\nYJ6VQThYPnjw4Lwx4OfVpZdeekofo/Dat28fHnjggdOK9gh/DFkUlJSU4IEHHoBCoUBfXx8efPDB\n0x6nnen6ygMiilug7sDk5CQvIKQEo7gNIiibzWbYbDb2CqqsrEReXh7EYjFzblpaWtivpbCwEIsW\nLUJqairnSFEWlEwm41FVamoqRkdH0d3djfr6eiZRk9swGUBS+jJtLykpwaJFiyAWi9Hf34++vj40\nNDTAbrdDq9Vy5ychIYEjLZKSkji7Kzc3F5mZmdw1IRl7UlISy+OJXDs3N8eLuMPh4PDDoaEhxMfH\nMzcnMTERcXFx7B4dFxeHtLQ07uQQnygxMZFHZYFAAAMDAxgcHERvby/Hg5DXjlKphFqt5o5MeBck\nISGBuSvhKfIE0gioUGeJbBYI+NF/iVRNjyFwFQ6iqHMzMzPDbtL0+sD/eg3RvtDYjLo+s7OzbD5J\nXRvq+JDqjQjJJyvICFD5fD5YrVbu7BBApYgRp9MJu93OI0eKPKEoDhohkldTcnIygsEgPB4PBgcH\nYbFY0NvbC7vdzmNQv98Pj8eD4eFh7gyRizaNNcJJ5uHH9Wx9OaVUKrFq1Srk5eXhk08+wWeffRY1\no6ywsBCrVq2CUCjEwYMHUVdXFxH+mp+fj1WrViEuLo63hy/Uubm5WLVqFSQSCQ4ePIja2tqIRdNk\nMmHVqlWQyWQ4cOAAamtrI9REmZmZWLVqFZRKJW8P7yCkp6dj1apV0Gg0OHDgAGpqatDX1weBQIBV\nq1ahoqKCo4dcLhdvP7nIZ+xUlZCQgIsuuohJyzKZjN/TwMAA4uLisGrVKsTExOCDDz5gy476+nr0\n9/dHBYpUxcXFzF2Kj49HS0sLXwjX1NR8Yd+i06mBgQH+7KOB3M+rqampqEHAVGNjY6d0rY5WycnJ\nUYNuo5XP58ONN94YAW4bGhqwf//+BR/jcDi4M+fz+ZCXl8fpEV//+tdx3nnnYW5uDh988AEbOP4j\n6p8GEFEEQiAQYM8ZGhWEQiH09/fzScFut2N6ehqpqakoKirCkiVLoFQq4fF40N7ezmZeiYmJyMrK\nwjnnnIP8/HzI5XIcPXoUzc3NsNvtEAqFMBqNWLx4MYqLiyESidDa2or9+/ejs7OTc6OWLl2K0tJS\nyGQymM1m1NXVoa2tDUKhECaTiZOQJycn0djYiJqaGpjNZohEIhQXF2Px4sUoKSmB2+3mmI2SkhJk\nZGRwVykuLo6dkn0+HweW0n9pVEQdHyKdE7F2amoKWVlZ0Gg0KCsrQ2xsLNxuN44fPw6Xy8XEdCIP\nE8ggUDIzMwOz2cwGlzabjZVnCQkJ3FrPyspCeno6NBoNd4bIOJHMFsnU0Ol0cqTFzMwMj6qo85OS\nksKARiaTcSubSN3hpGDgf5Vk4SaQxCkiYnN4fAVxfYjbBIBHXgQWhEIhEhISmPxNZOnwx9KxDzeB\nJA4ZKSFdLhdGR0fZMoLUehQTQrEnarUaCQkJEIvFyM7ORn5+PkpLS6FWqznKZHx8HCaTCa2trTCb\nzRgZGcHExASGh4fZ00omkyEpKQlqtRqZmZmYnZ2FXC7nfQzvxNGxO1tnvlJSUtg/5+abb563nUad\nK1aswEMPPYTbb78dv/3tb+fdr7q6Go8//jjuuOOOeWMw4IQT9c9+9jNs3rwZv/jFL+ZtX7RoER59\n9FE8/PDDePLJJ+dtLy4uxvbt2/H444/jZz/7WcQ2iUSCsrIy3HPPPdi5cycee+wx3iYQCLBu3ToY\njUZs2LDhczs/YrEYcXFxHLcTbbtOp8P69esZuGzevJlHezTO//73vw/gxFiMxspPPPFE1NekzjRw\ngmP00EMPAQA++eQTbNiw4bRHRyeXUCjkcXUoFIqwDwmvjz/+mPlSX5X64IMPTmmsGF5r1qzBc889\nB7lczrf993//d1TgSV308PFae3s7HnjgAQAngPmzzz6LZcuWMXeIDDppPfgy6ysPiGiMMT4+jtHR\nUSQlJXE6OM2o+/v7YbVaYTabIwjAhYWFHHlB3i59fX18NZ2dnc3p9XFxcRwMa7FYMDs7C7VazQZ5\nIpEIzc3NOH78ODo6OuByuZhkXVVVBblcjpaWFkb9Pp8POTk5WLJkCSQSCSwWCxO07XY7EhISkJmZ\niYqKCqSlpfHoRCwWIy0tDUqlEvHx8bxA06Lr8/nY0XlsbAxTU1PIzs5Gbm4ugsEgnE4nOjo6cPjw\nYXR3d0MgECAlJQWLFi1CUVERMjIykJCQAIvFgra2NjQ1NTGhnOIrMjIyGIiOjo7CarWy4SQZJFL+\nGXWGMjIykJaWBr1eD61Wy8GnMzMz7LVD4x1ywqZuGMn3aZRFIyWVSsUKNXK2JnBC+xdOjqYREAWo\nkuHaybPu8FFReB4ZdZFoPwjIESmcLAiIGC6XyxlEUoQJdZm8Xi+DkJycHAaqWVlZ6OvrQ09PD79/\n2v/Z2VkGSD6fDzabDe3t7ejo6EBhYSHy8/M5dFcmkyE5ORl5eXnM3+jr6+POU19fH3cRyaiRlJhS\nqTQC9IUbVIar8c7Wl18ajQa333474uPjcf3113/pWU6fVyKRCDfddBNycnKwbdu2efsXCoWwc+dO\nSCSS0/IhWrNmDS655BI8++yzUccmF198Mb797W9j//79HMQa7t+zatUqfP/738fhw4dx7NixBUnM\n4XXllVcyn8VsNvN4yW63f+HOSniZTCbcfvvtrDB+9tlnv3Kf39+j6urqcNttt3HHHTjRsYw2crPZ\nbPjFL36xoKM3+RARx3H58uWcefbqq6/if/7nf87Mm1igvvKAiBCm3++HQCBgEh8FE7pcLpjNZlgs\nFgwNDbFEmkBTTk4OhEIhK9RGR0fh8/mY90OdobGxMTQ1NWFgYIBHZcSdkcvlLJEndZtUKmV5O2WI\nNTU1sRO1SqXifKmpqSn09fWhs7MTLpcLcXFxyM7OZu+I5ORkjrtISkricc3MzAwrt4iX4nK5YLfb\nMTIyAq/Xi/j4eGi1WlbWWSwWNDU1oaenBy6XCxqNhkmIFNJHGVitra0YGBhAeno6R12Q+SApqjo6\nOnhRJuJbOPlXLBYjOTmZF+qkpCQkJCTweIdGRCTFt9ls8Hg8TFYmmbxAIGDuT0JCApOYCfSEQiEm\nP4fHbYSHzhIYois1jUbD4yvyGaL70eNFIhF3oAgA0f1pBEeAiAjUFCFDCfPkmk3ZbtTtoq5UUlIS\nYmJikJKSEhEEPDw8DLvdDqfTGSHbJ+k8tb7JBXtqagrBYBAGg4FVZeSbRUaYVqsVfX197CBOjyP/\nK4pfoTrZi+hsnbkqLCxEVVUVWltbF/QRqqqqQkpKClpbW/HGG2/M+2zi4+NRXl6OlJQUvPvuu/M8\nbcRiMcrLy5Gamoq9e/dGxG4AJwBNeXk5qqurIxY0qtjYWJSXlyMjIwP79+9Hd3c3EhMTUV5eDqVS\nyZFCY2Nj2LNnz7zRTSgUOi0QoFKpUFZWhqKiIr7YCy+FQoHy8nKUlJRgbm4OR48ejfA+ksvlKC8v\nR2lpKQQCAY4dOxbV3Rs40bkpKyuDwWAAcOI403vv7+8/bdIuWVycHIRLRTFERDVYunTpPDPUr0LZ\nbDY0NDT81b97urANr8suuwzLly+fd1+lUonzzjsP8fHxUceDk5OTPGqjAHIKzC0sLMSFF16IhoaG\nU44I/571lQdE5FETGxvLSqysrCyoVCr09/ezT09XVxfGx8dhMBiQmpqKwsJC5OXlQavVMvm3s7OT\npfoajQb5+fnIysqC3++H2WzG0aNHMTc3x4tNXl4e8vLyGBgcOXIEbrcbKpUKGRkZyMvLg0aj4WDZ\nhoYGjI6OQiwWIz09HQaDARKJhLkkIpGIVSPl5eXsJUNqqoSEBF58yRuHpKzkyk3p8QkJCcw/Ir6P\nzWZDU1MTamtredxnNBqZoySTydiOoK2tDTabDTExMRHk59jYWDgcDu6GNTU1cRcjXA5vMBi4k5Wc\nnIyUlBRuQ09OTmJwcBBWqxUDAwOw2+0sy5+YmOAxHHVYiNhMLdKEhAQoFAokJydjZmYGXq8XY2Nj\nDJoohZ7ACgAGQxR/QZJ36vbQuItOvuEdJsooc7vdbNtPbd5wVRapzojfo1KpOMojKSmJgSKN0SjJ\nW6VSQSqVQiqVcoJ9cXExPB4PxsbGMDIywrElTqeTx27Er3I6nWhqasLw8DAcDgcHuBoMBlaukUt3\namoqNBoNpFIpRkZG4HK5WFU4OjqKjIyMiK5QeLeMLATO1pmpq666Cpdddhm2bt0adfG+/PLL8Z3v\nfAdbtmzBgQMHoi5YKpUK99xzDzweD2699dZ5btHkVB0MBrFx48aILC/ghPrrzjvvxNq1a6MmmIvF\nYmzYsAFyuRxbtmxBf38/jEYj7rvvPlRVVSEQCGDr1q14/fXXvxCp9uTKycnBo48+ig8//BA//vGP\n5z1XdnY2tm/fjkOHDuHOO++ctz09PR0PPfQQ6uvrsWHDhlN2hkQiEW655RasW7cOAPDkk09yV+iL\n+ALl5eXhpz/9KTIzM6NuP378OLZs2QKLxQKVSoUdO3bg/PPPP+3n/7LqT3/6E+68886oxpx/bX3w\nwQdRv9Mmkwk7duxAQUEB7rnnnlM+x9zcHHbu3Inf/OY3AIDbb78djz32GO64444FLSn+3iX4sq8O\nBQJB6Iu8Js0UnU4npqenkZyczCn3nZ2dfLVF2VDEx8nKyoJSqcTs7Cyn07e3t0MgEECpVCI/P5+D\nWylM8eDBgyzPJ3m9XC5HQ0MD6uvrUVtbyx2ZoqIi6HQ6JCYmcpiqy+WKkMhTNMjw8DAmJyc5XoJk\n1wkJCRAIBNwlAcALaEJCAnw+H4aGhtDQ0IDm5mYMDQ3B5/MhJiaGw2uzs7MhEAjg8Xjw2WefwWaz\nwev1IjMzk5PkycDP4XCgu7sbNTU17CKt0+lQVFSE8vJyJCYmcqerpaUFFouFOUJElCZvII1GA41G\nw+owyvyicFiShtOPjuI/SN0GIEIqH66coyBUmUyG6elptg2gDg89TiwWM5GZ/vx+P3dBSHFGHRt6\nbgIDxFeizpjf72dQND09zZ0i+puamoLdbmfvIArLHRoaYk5OeA6aRCLhxHniB+l0OqSkpECtVnPO\nEXUCqWVPIzOn08lqvsnJSczNzUGn00Gr1UKn03EmH30OZCkQngtHXC+TyYTzzz8fS5YsQXp6egQg\nmp2dZb7Uaf6GEQqF/r9FTgKB4K86aZ533nnIzc3Fu+++G3GFnZubi6uvvhqxsbEYHBzEnj17okrc\nL7roIlx00UXweDw4fvw49uzZM28crNVq8eKLL2JychLXXXddhJz5vPPOw6WXXsrxRwDYE4sqFAph\nYmICra2t2LNnD7xeL9RqNS6++GJW6e7Zs+evIr5WVlbi6quvZk4iuUmfbOi3bt06LF68GB6PB0eO\nHJnHt1m7di2WLVuGiYkJHD16FB999NG819Jqtbj66qthNBoBnFCY0Tn2wIEDUZ20o1VVVRW+/e1v\nAwDv80Jyc/rsnE4nJBIJLr74YphMptN6nS+zws/Bp6o333zztK0QFiq1Wo1LLrkE2dnZSExMBHAi\ny+zVV1/93PDWFStWYOXKlZDL5WhqasKrr776d/MiWuj89ZXvEJGzMhFCJycnMTY2Brvdju7ubvbK\nEYvFSElJQVlZGYqLi5GUlASHw4Guri4cOXIEHR0dsNvt7BVErU+n08m8ISIrazQa5OTkICYmBjab\nDc3NzbBarczHyc7O5s4SmT9OTExwYGxJSQny8/MRDAbR29sLtVoNo9GI9PR0loxPT09zHtvw8DBH\nLOj1ephMJsjlckxOTvJoq7W1FcFgkLtTlZWVKCgoQFJSEtrb23H8+HG0tLRwTENpaSkDPr/fj5GR\nEXR0dKCzsxMDAwOQyWQwGo3IyspCZmYmZDIZZmZmYLfb+T4+nw8GgwFGoxGZmZmsfoqNjeUR0czM\nDMbGxri7QaaCU1NTmJmZYSCQkpICrVbLQJDMHEOhEMRiMXOmiMNC/kA0Egvv1Ph8Pn4cdYWou0Rc\nmfj4eD5xkf8ScWSoCycUCpnUSQoyj8fDZow0qiWw5fF42P+H9nV4eJhT5z0eDyYnJ1lpRgAwPGct\nLS0Nubm53L1MTk6GVquF0Wjkbii9JvlB1dTUwGKxcKirzWaDVCqF1WpFZmYmMjMzkZ6eDqPRCI1G\nw4A7NTWVPWzUajV7TS0U10Gg7mydmfrkk0/wySef8L8FAgH0ej0qKyvxjW98A7///e/ZSya8JBIJ\n9Ho9VqxYgSVLlizYYSJOWWJiYtTuTXV1NW644QZcd911nLL+xBNP4NZbb+XsPK/Xi61bt0YEhTqd\nzqjE7pNLoVBAr9djcHAwIjRWJBJBr9djyZIlWL16NYRCIerr63Hfffehp6eH7yeXy6HX67Fy5Up2\nxw5XeZGYZuXKlcjOzsbWrVujyuK1Wi3Ky8tx0UUXIScnB36/H1u3bv3cIFWpVAq9Xh8xSlyyZAlz\nWmpra7F169aoYPXk8nq9X6p/zhepyy67DNu3b+fu+kI1NDQU8TnOzs5icHDwtHhaVE6nE6+88gq+\n/e1vM5E6LS2N46xOxTM7dOgQenp68MgjjyAmJgZ//OMfT/t1/9r6pwFEZADY1tbGoxhahIVCIdLS\n0lBcXAyTyQSFQoHp6WkcP34cBw4cQH19PTweDyewU8p9X18fj4+Gh4eZ70F+PlarFYcOHUJtbS2m\npqYixmiJiYkYHBxEa2srNBoNysvLUVxcjPT0dOj1eiQnJ/OiGE7MJa7Q0NAQOjs70dDQwF2dlJQU\nBgs0htu7dy8mJiYgl8uR+X+DafPz89lxe2JignkoUqkUOp0OS5cuRU5ODlJSUhAIBNDa2opjx47B\nbrcjJiYGBQUFyM/PR2ZmJiuayMWapO9KpZKPqdFohEqlYmn85OQkE6wdDgcGBwfR09MTIZknF+W0\ntDQkJyezW7REImHuD42vKAaDyPPhqjelUslu1QAYHBGviEY95CNEnKFAIMBjNeCEwRepPsRiMaRS\nKZOh6ftF/LNwpVq4cs3r9cLpdLK7digUwvDwMNLT03n8Re7eY2NjCAQCTLIeHR2Fw+Fgy4eMjAxk\nZWXBZDIhNzcXqampbJJJHCdyttZqtex7RWR6Ctnt7u6GTqdj6wjyiqJkdBqpkRIwHCgS+CRVDHGx\nzoa9fjklFApx4403Ijs7G4888siCye15eXl44IEH0NTUhLvvvhsWiyXq/VavXo2NGzciOzubHexP\np2w2G7Zt24aOjg7Mzs4u+PyfVytXrsSWLVuwbds2vPPOO3y7SqXCvffei7m5Odx8882Ym5tjVWR4\nLV26FPfddx92796NXbt2zQsVraqqwv3334/33nsPL7/88oIKtquvvhoXXnghXnnlFY40Op33VFhY\niPvvv589wIATyes0XpuYmOBInX/mOnz4MG688cbPvfi56qqrIojSbrcb27dvn9fRO53at28fg9+C\nggI88MAD+P3vf4+XXnrplI9zOp342c9+xufSM11feUBEJ2yXy8Xu0D09PXA4HNxy0+v1KCgowKJF\ni5CYmIjx8XHm9LS3t8Pn8zHvJSMjg7OnSMXjcDiYB0KLicPhgNVqRVdXF9xuN6RSKYxGI3Jzc9kp\nWiKRwGAw8G0Gg4FHSrToh4Mg4oNQBEVHRwc6Ojrg9/shkUigUqkQHx8Pj8eDkZER7tSkpKREJJun\npqZiYmKCeSE9PT1sM0DeTMnJyRAKhRgaGuIYjri4OGi1WhQWFsJoNCIpKYll7zS+EQqFSElJgVAo\n5PGhVCqF3+/H1NQUG2TSAj83N8eKKhoRqVQqzo3TarWsoAuPuQgEAjwKIyL05OQkk8YpjFan0zFH\ninhC4eaJ4eAlvKtDYbN0tUcjV9pPmUzGOWRyuZzBEo2OaHwnEon486MOk1QqZaJ0fHx8RMeLwoRH\nRkYwPT3NKjiv14uJiQmMjIyw/N7tdvN4MSMjg78/ZF4pkUh4nEi8KiKmEzeLolXoOLjdbmi1WiQl\nJUEul7OxplQqZcAdfiJc6P/P1pkvgUAAk8kEnU7HAodoJZfLUVZWxs74J5dWq8UFF1yAzMxMHDt2\nDMeOHYPL5cL69esjFhGpVIqXXnopoitz+PBhDlv9IuaIVIsXL+ZQT5VKxc79VFVVVVixYgW8Xi9a\nWlqYpxleEokEF1xwAUpLS9HS0oKamhq0tLTw9vj4eFxwwQUoKytDe3s7ampqTunfMzg4yAG14e81\nWhUUFOCCCy4AcGJ82NvbGzHOrK2txbFjx/6fEh6EewKdqrKysnjMBZzoEC1fvhwSiQT79u2bF9Vx\nqiJVMXACWNJadsstt/B95ubm8PHHH6Ozs5Nv8/v9X6ov0VceEBH5dWBgAMePH0dzczNGRkZYWq3R\naFBYWMiKBQJDH3/8MRobG2G323kEVlRUhMzMTA52bW9vR3d3N2ZnZ5GYmIiUlBT2vrFarSyRj4uL\nY0J3Tk4ODAYDurq6oNfrodPpUFBQENERmpubg8PhYK7L7OwsE6cpud5ut2NoaIhDXWnMRQn07e3t\nPKbLyMhAVVUVcnNzIZPJMDc3xxYBIyMj8Pl8iIuLQ1ZWFoMdgUAAt9vN/CsAyMjIQG5uLgoKChAK\nhTA2NobW1lYmTNPYKjc3l52lhUIh3G43E3oJDI2MjMDj8TDBnUjGNK5RKBRISkqCRCJBbGwsc3bC\nw0fHx8cxMDDAx2pqagoTExMMUCUSCXQ6HUeFkPlhOP+FgAtlkPl8PnaWpiDYubk5jI+PY2ZmhhUg\nBDLkcjkSExPh9XrZ0FEkErGJJHW2KFqEeFcAGLTQiSMUCrEC0OFwsLfK7Owsv9fGxkYey/X29nKn\nkMB6QUEBdxnJhkGv1/OxINNQMge1WCwMxObm5mCz2bg7R+7nBP7o8z25VU5A6KxJ45kv6mgSwZ9A\n/kILbrjCMRp3JTY2Fnl5edi6dSt2796NW2+9FcCJLsmLL74IsVjMj3v66adx9913Rzx+oTEEeW2R\n8nOh7WvXrmWy7K9//Wv2VqLta9aswfe+9z3ceOONUb13hEIhNBoNNmzYgPHxcdx0003zwmsTExOx\nYcMGzMzM4Ic//GEE94RG4HThAQCvvfYaXnvttQX3Ofw7vnLlSjz11FMATvgD3Xjjjac1EjtV0T59\nlYpUtV+k/vCHP+APf/gD/1ulUuGFF17AkiVLUFdXF5UDFP45LFStra3YvHkzHnroIT72tI+33XYb\nKyfp3Pll1lfrU4tS09PT6OnpgcViYVdk8suhjk1JSQlSU1MxNzeHnp4eNDc3o729nUnYOTk5zO2R\nSCTweDxobm6GxWKB2+1mknBJSQk7Ag8MDGBubg45OTlQKBTIyspCWVkZ1Go1YmJi2BmaFlcKGSUe\njcfjgVwuR3Z2NrsnUz5ZW1sbfzkpi62kpARpaWmsnCNPJQIx2dnZUCgU8Pl8GB4eRltbG9rb2zEz\nM4OUlBRkZWUx0Zva0f39/ejq6oLX6+XMIL1ej9nZWQwMDKC3txednZ2skBIKhfx+iEBMTstOp5MB\nB5ljpqamIjs7m32HyBE6ISGBfXvGxsY482x0dBR2u53NGb1eL8dbBAIB5rNQt2ZiYoJdtMnp2efz\nsecQgSMq8gci5dTIyAir9fx+P6sLicBN0n8AER0i4H/9r0gtRvwbv9/PQcFJSUnczSHjxFAoBJ1O\nx6CUyOaUdycSidDX18egfnZ2lt3CrVYrenp6oNfrkZKSwqCQfKokEgl3f4iPlpGRwUG3BIisViuk\nUim6u7uRkZHBQJ5AOS0K4UrG8MDXs3XmSqfT4eabb0Zubi5CoRCOHz+O2traU0Z3lJSU4LHHHouQ\nnVOtX78elZWVeOaZZ/DZZ5/N2/7KK6/g/fffB4CofJuFqrS0FDfffDPefvtt/OUvf5m3vbi4GDff\nfHNENEa443Z+fj5uueUWjI+P4yc/+cmCV/lr1qzBN7/5Tbz//vuoqan5Ql0H4IQP0VVXXYXnn38+\n6vsPr0WLFuGmm26CQqHg2/r7+3n/aRz9t9bq1avxne98529+nr9nvfHGG/jTn/70Nz3H1NQUnn76\naVRXV+Oxxx6bB/p8Ph+ef/75qN/TaPX666+jo6OD/y0QCFBWVsZjutdffz0qsD2T9ZUBRHSFdPIJ\nmTKh+vv7I7ohCoWCgU5mZibi4+MxNjbGOWZ2u53JiMQZUqvVHNra2NiI4eFhBlYFBQUoLi5mxZZE\nIoHRaOTgVYPBwI6/4+Pj7GWkUqng9/vhcDhYFk/p9rQIBQIBOBwOHuFR/plOp0NWVhZzjwKBAIaH\nh/mqPykpCYWFhcjJyeGuxPDwMLq6ujgBXa1Ws2u3wWCAQCCA1WplnpXL5YoItg0EAtz9stlsmJyc\n5E5KeFDqyMgIx3NQx0UsFvPohtRyxH0J5yIRR4CIxhMTEzziGxkZiYjHIPDo9/uZm0OcIHJVpiuu\ncPNAGpcRECAuEvmAzM7OcsgsdcCSk5ORnp6OhIQEzM7OspcTnYSJqB0e8Do5OclXQsFgkMHNyMgI\nk8wJENG/qdMYntdGOW7BYJDfJ43/iPRO0TQ2mw1qtRperxcikQharZZtDoxGI9scUJ4fherS99Ju\nt3NwIrlhE6eKTEbpeIb7EJ0FQ2e2cnNzUVlZiczMTPbIqquri6qSIg+0/Px8BAIBvP322xHRGzqd\nDsXFxSgoKGDlV3hnY2RkBB999BHefPNNJlCHl0ajQXFxMSwWS8SoTCgUori4GEuXLmWeYniRwnXZ\nsmXQ6/U4dOgQGyYCJ75DRUVFWLp0KQwGA2pra6O+vkKhQHFxMUpLSyGRSPDpp59GzVLLyMhAWVkZ\ni0/oQlImk6G4uBjl5eXs4xZeiYmJKCoqQlJSEt+WlZXF42Oq2traiP0/VdE+R7MrCK/S0tLTjsH4\nsoqSEE4ul8uFlpYWeL3ez30Ov9+PTz75BLOzs1i5CqzR2AAAIABJREFUcuU8P6ZAIIDFixfzMe/s\n7JznkxVex48fjzDZjImJgcFgQHl5OYATAJbOvUNDQywaOpP1DwNEJytaTh6BACfGZXSCp5N8KBSC\nSqXizhAZIzqdTnR2dqKxsRE9PT0QCoVITk6GyWRCVVUVZDIZXC4X6uvrUVdXh+bmZkgkEmRmZuL8\n88/nLLKRkRGIRCKce+65rHRSq9XsvEwp9l6vl8c5brcbFosFn3zyCWw2G2ZmZlBZWQmNRgOdTofu\n7m40NTWhoaEB4+PjnMVWWlqKFStWQKFQwOv1oqamBg0NDRgcHERGRgYKCwtRXV2NrKwsSCQSOJ1O\n9PX1oaamBuPj45yTVlVVheLiYsTExMBqteLAgQNwOp2YnZ2FVqtFVlYWMjIy2LiR5vwCgQCFhYVI\nS0vjDtHY2Bja29vR3t7OX2bi8hgMBvYrIvk6OSyPj49zxIjb7YbVamUjymj+PgQS4uLikJSUxPJg\nkUjEkn5SRlGHKBwA0R/J4ylmhMzj6PtDJ9DwsR7J8R0OB4Mzkp6LxWIGQsTRGhsb4xBXgUDA4z6K\n0iAgJZVKoVQq2f+J+GTU2dHpdPB4PPz5E5l5dnaWO360T2RhQKn35NC+ZMkSVFdXo6Kigj25aH/G\nx8dhNBoxODiI4eFhjrFxuVz8/2KxOCLolQAscBYQnem66qqrsGbNGmzfvh1NTU0IhULzfISozjnn\nHDz++ON45JFH8Prrr8+73/Lly/H444/j8ccfxx//+Md5nY1jx47h1ltvXTDMtLKyEk888QSefPJJ\n7Ny5k2+Pj4/HbbfdBoVCgfvvv38eByc2NhY33XQT9Ho9tm3bNi+HTSAQ4IYbbmAfofAOQHjl5ORg\nx44dOHDgAH784x8veBwuvvhi3HHHHdi+fTvef/99piGQD1FzczOP28JLr9fj/vvv58UVAI4cOYIH\nH3wwwuRvoZT1aEU+RBkZGae83yuvvPKFw1XPdF133XVRnaRra2tx9913R83TW6jIqfpk8YVEIsH9\n99+PzZs3AwAeeeQRjlg5nSIfIgKoN9xwA+/za6+9hrvvvvuMj9D+IYAoGsqL1rKnUYfb7cbk5CSC\nwSBLMymGgqTzpNjq7u6G3W5nci+NFqj7MjAwAI/HA7Vajby8PFRWVqKoqIhNBgOBACuPaLETCARM\nPiaVG3Di5JCSksKy966uLgiFQqSmpiI/P5/DUu12O3p7e+F0OhEbG8tXd/n5+VCpVBwYSyqimJgY\nduROT09HYmIiJx339/dz1yctLQ2LFi1iB9b+/n4OVBSJREhJSeHw26mpKTQ2NqK7uxsOhwMJCQks\n+VYoFCxhd7lczOsJBALMbcnOzoZUKuUrsenpaQQCAUxNTUEgEEAqlTLfq6enh7PUSHkWzsmJjY1F\nYmIimzISIVkkErGazmAwcGI7ha+ST074jJrMFQFwmCmBpXD+A42caGw0OzvLoa30w6aRHXWIyFGb\nRqE0hrTb7ZiYmOBRE5G6KU2brmbIbkCn0yEvL4/t6alDRYBJLBZz181qtbKsNTxQlvyJwl8nKysL\nKSkpkEgkEc9hMBjgcDg4iJd4ZM3NzViyZAkfw/Dg3HA/orPA6MyUXC6HWq2G2+1eMC9LqVTiiiuu\ngNFoxAsvvIAjR46wueIFF1yACy+8EMCJz+/FF1/EoUOHoiqfKOx6oSLVIcXbAMCyZctw6aWXYmBg\nAB999BH7kFEtXrwYa9euhd1u52igcAl2ZWUl1q1bh/HxcfzpT39CZ2dnVJ7J5ZdfjsrKSnzwwQc4\nePBgROeLKi0tDevWrYNarcaLL76I2tpaBjKrV6/GsmXLcPDgQRw9enSea/LFF1+MFStW4NixYzh6\n9CjfbjabYTabIywJqqqqsHbtWrzxxhsRWVz0OYSbMIZCIbz33nuf26U4dOjQX52HdqZq3759Ubk9\nAoEA69evj/qb/8tf/hJx/KjIG+7kiouLw5tvvskgWKfTYdu2bbw9GAzijTfeiOrSThUeTPvRRx/x\nBW1MTAwefPBBvPnmm2c0DuUf2iECIoHQyR0jciWemJhgPgeBnIKCAqhUKgSDQVitVrS0tKClpQVO\npxOhUIgl6EajkaMoxsbGEAwGkZSUhMzMTFZIENkUAI9slEolG3ERUXZ0dBRmsxl2ux0ymQxutxuj\no6NoaWlBa2srh24WFBQgLy8PSqUSLpeLVUF+vx9qtRomk4nHZKFQCBaLhWNBfD4f7zupjmZnZzE2\nNgaz2YzBwUHMzs7CYDBwSz0uLi6iszM8PMyPzcrKQiAQQHd3Nzo6OjA0NMQcFBq/EEghjs709DSE\nQiFUKhWys7ORk5OD9PR0Jj2Pj4/D6/VyqnRCQgLS0tLg8XjgdDrZ1HFoaIjztKirJBKJWOVFgIji\nWUhpR8obAqgAuJtE4zJayAn4AODxmt/vZ74TAdpwjyP6kZGjNXW7gP8FW9SxnJmZ4bDI/v5+yOVy\nlrzTd5RCZslMkUa7SUlJPO7y+/1IT09n8EFBteGKMLVaDa1Wi9HRUXbEJu6S0+nE2NgYvF4vxsfH\n4XA4UFVVhcLCQs4no/GdRqNBeno60tPT0d/fj+PHjzPIpTiRk1Pvwx2rzwKiv29JJBKkpKRgbm4O\n/f3989yRExISkJKSwhdLa9asQVdXFzZt2hSx+BYXF+O73/0uAGD37t3YtGnTF3YbpggZmUyGvr4+\nxMbGsnngihUr8M1vfhP33nsv9uzZw4+hANXly5fjyiuvxKZNm/DWW2/Ne+7y8nJs2bIF1113HbsN\nR6tLL70UhYWFuO666yIURVTJyckoLS3F5Zdfjvfffx8///nPodFoeD+/9rWvIT8/H/fee29UblJ5\neTkWL16MTZs2nXLxBU6E4G7ZsgXd3d0MiFQqFQoLC3HppZeitLSU71tTU4N77733r1Lj/aPrwIED\nUeXylZWV+OlP/w97Xx7WVp3u/wkESCAkZAXCmrCGnUJph7ZqtR3rbbHaOzpT70wd7bi1jtXb6rjN\nWB316mi9o45Vx6mOc91H64xbW63b2L0FWvYAAbJAICwJkLAFwu+P3vedpITaarXz3F/f5+HR5mQ5\nSU7O9z2f97M8Cp1ON2MbecoB4DDuk9XExEQA5+fOO+/EL37xi4DtNpuNJz5fR/L29+1as2YNXnzx\nRXR0dPzfbIiogpnB0cmZFmgK1ExMTITBYIDBYEBycjIbL+7btw8mkwkDAwPs3EuzZ4I3fT4f58tE\nRETw1TvxaqxWK4aHh1kdNT09DYfDAaPRiJqaGjYqjIqKYiM9r9eLAwcOMBJiMBhQVFSEwsJCyGQy\nJj8fPXoUPT09kMvlMBgMKCsrY9ItkWDpREkjJEqKp4DVtrY25haRAVtWVhZiYmLYPLKqqgpdXV2M\nxERFRbGnUUdHB6anp5GamoqioiJ22SbUgcjKcrkcer0eCQkJEAqFSEhIgEgkgt1uZ1NAaixpLBkW\nFoahoSHY7XbYbDbY7XaEhoayxQFFSkRFRXHDSblkxGeh6BJyqKYGbXh4mN3FqTmgBsTfFZpyu0ZG\nRjhJ3ul08hiMOEkAWOrvz1EicjE5alPoKzUL4eHh0Gq1UCqVrHYj6TwRxyl/rK+vD06nk0nVLS0t\nGBoagtlsRmxsLGJjY6FWq3lc5fV6oVQqIZVKkZKSwgrEjo4ORiP9vZC6urrYfZtUijRipOehOA9y\nxiYOHqFi/hEm/qq9c3XmKz8/H3feeSeOHDmCu+66K8BsEABycnJw5513QqPRwOl0Yvv27Th48OCM\n7+P9999nubnD4Tht1RDwz+gOigBZvHgxjyUOHDiAm266acaYKz4+HnfeeSc8Hg+uv/76oE3Mmayf\n/exnmDt3Lp599llUVVVBIpFgw4YNKC8vBwB89NFHeO2112ZVg7311lv45JNPZuS4nWqtXLkSK1eu\nxLvvvhuggqIL4P9L1drairvuuisoL2rFihV8bLz55pvYunXraT33W2+9FeB0LRQKsWrVKhgMBjzy\nyCOnJP3/vuusN0TBrkb9xx1k0EdGenq9HlqtFj6fjx2rfT4fE03j4+Oh1Wqh1WqRmJgIpVKJqakp\nTExMIDk5GVKplJEBl8vFKe5k2EdkXYfDgZaWFtTW1qKtrQ3j4+NQKBTMDxGJRDAajaisrGQ1G43f\n4uLiMDg4iKamJhw4cAAOhwORkZHIzMxEQUEB0tLSMDk5yT5I7e3tGBwcRHh4OMul6YpxYGAAHR0d\nDE9LJBJotVqWuw8NDTFJvLOzE9PT00hISEBycjLzVGhMQ87W5LJNqgpqQCjBna4WCEno7e1lBVRP\nTw+jdeTH43a74fF40NHRge7ubkxPTzNKoVKpmHBM4an0vRJ5mhyd/f2aiIg9PDzMDTJ9b+Tk7PV6\nGXWix5BpYV9fH4+1qBmi5/FHHE9MeieVGmWtkZqQDCFprEcNGiXU0x8ZiDqdTrjdbnaXJjdyClsl\nsjYRsel1xGIxZ5Sp1Wr+LokXZLfbef/tdju8Xi/6+vogl8shl8uh0Wggl8shk8mgUqkQHR3Nx4rL\n5YJCoQjg6p2IsJ1Dh858jYyMwGw2o7q6OoA4HBISgoULF6KkpISP197eXhw8eDAo98ZisZwUncjP\nz0dubi727NkTMLJRqVRYuHAh5HI5hEIhwsLCUF9fjz179mDZsmXIz8/HV199hZqaGuzduzfgOUtL\nSzFv3jxMTEygpqYmaKaUVCrFwoULodFo8Oc//3lGw0eVlpaGhQsX8vnkxHGaTqfDwoULoVKp0NjY\niP3796OzsxMSiQTd3d3Mc6mqqkJVVRWA481kcXEx9uzZw5zH2UwYExISsHDhwoDFv7y8HCEhIVi0\naBGrplJSUtDc3IyDBw+eljLvTJXBYMD8+fNn3W40Gr91pAbV0NBQUDI7AD5/A8eb4muuuQYAYDab\nsWfPnq9VBNJFPFVYWBi79P/7v/97wOObm5tnHHv+1draipdffvk7b8bPekNE5X815D+KEIlELDkn\n8q/P52NDu9HRUaSlpfECQIsvKafIxyM6OjpAGk1+RXv27EF7ezsUCgXKysoYNaGctJaWFgDHZ9pF\nRUXIz8+HWq1GS0sLurq6UFtby/EX8+fPZ7l0W1sbKisrcfjwYfYqKi8vR25uLjQaDSorK/mHTb47\narUaer0e+fn5iIuLg0AgQGdnJ1paWtDe3o6IiAgkJSUhPz8fycnJCA0NRUtLC2pqavjKkeT1er0e\ncXFxzIdKT09HbGwsIiIiMDo6CqPRyOoCyn0jojMZKU5OTqK5uRmtra3Yv38/e/lQoj25NTudTjgc\nDlgsFrjdbiQnJyM1NRVlZWVQKpXcZADHm12KtxgfH2dnbEIEATDK4x9j0dHRwWGwg4OD/BcdHQ25\nXM7mij09PWhoaGAXXDJZJFTH6/Wyqo3GpJR3BhyX7rtcroCRV1xcHCNSIpEIOp0O6enpbKYol8sD\nmiwiZff09KCuro6VfV1dXcxlE4lEUKvVbAxJXkHkbZX6v5EcFBlit9vZf6i1tRUmk4nVgENDQ3ys\n+5tO5ufnw2AwIDY2FgqFgptDKn/OFCFp5+rMV21tLW699dYZt5NTdVxcHK699tpv5X8jEAiwfPly\nbNiwAWvXrg3gD6WmpuKBBx5AXl4eBgYGcO211+K9997j7VarFffffz83Gf51xRVXoKKiAtdee23Q\n/C+BQIDY2FjceeedaGlpwdq1a2fdv/Lycrzwwgu46aabsG3bthnb582bh+eeew6bNm3Cs88+y9vc\nbjeefPLJoM+5dOlS3H///bjmmmtOqmgSCATIz8/HE088gfj4+BnbfvGLX/B4Z/Pmzbjjjjtmfa4z\nVf6ROf514YUX4umnn571cX/84x+DRrecSp0OCvzKK6/glVdeAQD853/+J39nf/vb31BVVcXnzFN9\nTq/Xi+effx4//OEP8eKLL0Kr1fI24sPN9lz79u3D/v37/++qzIKV/5slvxRCRCQSCSMZPp8PERER\niIuL40WSxjE0AvF6vQHqJkIlxGIx3G43mpqaUFlZCaPRyAqehIQEvqo/evQokxnT0tKQlZXF3iEm\nkwmHDh1CT08PkpOTMWfOHBQXF7MHUFtbG44cOYKWlhZGpgoLC5GZmYnJyUkcO3YM1dXVnOVCvA8y\nTdTpdBgeHobNZkNNTQ0mJiYgl8uRlpYGvV6PlJQUeL1eWCwWVFdXsz19WloaDAYDsrOzodFo2GGa\nfngkgzeZTIyMxcbGsnyekJaBgQG43W44nU42rxweHma/IrVaDbFYjJCQEP6Mp6ammACenJwMvV7P\nafB05UuIj9PphM/nY0k6+eJQI0wu1v4hq+Pj4xCLxRz4SrcRqiWTyVjRlZubC4PBwMcUcZSo8SJj\nxLCwMM5Co2ZMKBTCarXCbrdjcHAQY2NjrMgjTyJSgHV1dUGhUHCTTsckvZ+YmBhkZGTw+LCnp4cJ\n5OQ9ZDKZmMdEXBMKcCUXbKlUCrFYjPT0dP4MKK+KeFKUaj8xMQGxWMzNMI15xWIxIiMjkZ2dDa1W\ny8am51Chs1dTU1N44YUXIBaLv5X/TVpaGtauXQuv14v77rsPF110EX70ox/xdrfbjeeff57NR/3J\nw9+2Lr/8cixZsgTvvPPOrNwOpVKJtWvXQqFQ4MYbb5yBMslkMqxduxaxsbG45ZZbTooUUCUnJ2Pt\n2rUIDQ3F+vXrgzZzVOHh4bj22muRkZGBBx54IACZWLRoEa6++mps27aNm4xgbuBnuqKionDttddC\nIBBg27ZtAeT1zz77bNbGEjhOVj6xoTyVGhgYwLZt276R8/OuXbtYyadUKvHYY48hNDQUVqsV27Zt\nOy1eVX19PTZu3BiA1MXGxuJPf/oTtm3bFhT9Ki8vx9q1a/HnP//5G0WHnGr9yzVERJYF/pmCHhcX\nxx44xCGhQFCK24iIiGBCrcfjQX9/PztB9/X1ITw8nCXXAwMDqKyshMViwdTUFHQ6HXQ6HcRiMUwm\nE+rr62E0GlkeTY1IVFQUbDYby/tDQkKQn5+PkpISZGZmIjw8HHa7HTU1NWhsbGSfoPT0dGRkZCAq\nKgodHR2orq5GbW0t7HY7JiYmoNPpmIgdHx+P8PBw1NXVcWCrXq9HRkYGDAYDN4cmk4lzsaipSk9P\nZ6djQmVo4aXFknyYXC4XB+JqNBpe1F0uF7q6umC325nHQg2BRqNBUlISNBpNQDPh9XohEol4VEmk\nzampKf4uzGYzK7bo+Ui1RtJ9SpWnMQ7Fn5CxI3GP/HPMyO9ILBYjNjYWiYmJ0Gq1iImJYdI1oVCE\n8ng8Ho5VIYdrckX1+XysSOvq6mJeEDVE9Lm63W6YzWbmaoWFhUEulyM9PZ0tGuj4zcrKglKpZG6R\nw+HgSBUiStPITq1WQ6PRMMeIAi2zsrKQkpISgAINDw9zU9TR0cFGkyMjIwgPD0dHRweGhobYHoG8\nokjZRiMCQorOhbt+v+Xz+QLCXr+uCHk9sZKSkpCVlYXGxkbYbDbMnTs3IGXdaDRix44dAeMLpVKJ\nrKwsjI+Po6qqakYYrEKh4Au4I0eOzJpMXlxcjKVLl+L1118POk5LSUlBQUEBDAYDjz38pdNJSUkc\nRG21WvHKK69wKv1sRVYq2dnZ2LNnz4zgWb1ej8TERP63UChEXl4eRkdH8fbbbweQg0NDQ/Gzn/0M\nX3311UmJ4P412/dwOiUWi9n3buHChXwBaDQa0djYeNKm5dJLL8WyZctO+zVVKhXmzZsX4JE0NDQE\no9EYVDXmXyRaAo43kRdeeCGf+37wgx+wR9/XBbYCQGdnJ958882A25YvX45ly5ahtLQ0qMv3xRdf\njJ///OfYt2/f/72GiAicJ5586cRMf5RD5Z8+7K+CIeLt6OgofD4fj3n6+/tRU1OD5uZmtLe3o6en\nBxqNBnl5eQCOd8qkGCosLMQFF1wAkUiEjo4O1NTUoLq6mkdx2dnZHJlhs9mwZ88eHD16FMPDw5gz\nZw4uvPBC5OXlQSKRwG63o7a2FkeOHIHD4YBKpUJxcTHy8vKgUChgNptRVVWFQ4cOwWw2M9eGjMzi\n4uJ4XPfll1+ivr4eExMTKCkpQV5eHlJSUtjnh0ZlbW1tiIqKQkpKCrKysqDX6yGVShkJIUl/S0sL\nXC4XIwMZGRnMs4qLi2PuFKFnlK5OYyDiLaWkpEAulyMsLIyJ1aOjo4iIiEBqaiobSJJnEuVtEfeI\nyMAAWM1GTS41QzTaEYvFnBk2Pj7O++jz+QKaE6/XC4/Hw42vPyJCJoiEwNDIlI4ren2BQICxsTG4\nXC5kZWWhs7MTzc3N7JDuzzGamppiLg/dLhKJoFKp2HSTGg+VSoW4uDgOcyXCd39/PyorK9HQ0MBZ\ndNTo03E8ODiI6elpKJVKRnrkcjnn2VEWnNvtDhiJkaGj0+lEf38/p5hPTk5yhIdKpeILD7KX8Jfi\nn6t/vaqoqMBtt9024/bGxkZs2bIF5eXluP/++7FlyxY88sgjvJ3Chf2L1EWvv/46tm7dOmN7QUEB\nHn30Ubz77ru45557GC0/3br00kuxevVqbNmyBV999dUM6feKFStwzTXXYMuWLfjiiy9Oyan6qquu\nwsKFC7Fly5agyNCVV145Q920ZcsWfPTRRwHp7d+0ZvseTqfcbje2bNmC6elpPProo5BIJDAajfjV\nr341a8gv1RdffBGQ9XaqpVarsWnTpgBvpqqqKtx5552nFejr70Ok1+uxadMmpKWlwePx4I477sCu\nXbtOe9/+8Y9/oLm5GRs3bsQtt9wyY3t0dPT3Ejot+L6VJQKBYJquEPybm2Buuf7oAMnBaUEZGBjg\nsQvlNYWFhaGrqwuNjY04cOAAe/ZER0cjOzsbJSUlsFqt6OrqQm9vL8dixMTEwOFwoLq6Gu3t7Zxs\nn5OTA4PBAIlEgv7+flRXV6Ourg79/f1IT0/nTjkiIoK3kzGkRCKBwWDAggULEBsbi/HxcRw5cgQN\nDQ1oa2vjBPv09HRccMEFyMvLw/T0NNrb23mkRvyexYsXo6ysDGKxGC6XC2azmcd9DoeDr7LKy8sR\nGxuLyclJdHR0wGq1oru7G729vejv74fP5wuQ3MfFxbF3D41gWlpa8Mknn6CzsxMej4cVSxqNhona\n/vlkvb29PDKLjo5GeHg4PB4Pc14GBwcxOjqK6elpiMViCIVCjl8hBMU/yJSaFEIExWIxwsPDWVFD\nzRORssmrh8ZrZGpIJGxqiKKjo7lRIsREJBLxuM0/bmR6ehqjo6Ow2WywWCywWq1MmKasNOIh0biN\nzBmp0fD5fBCLxRwqTERpGgWHhISgq6sLFouFncN7enp4RCaVShntAcDhvuQbRZ5K9Bk5nU6OanE4\nHBgbG4Pb7eZGiD6fZcuWYenSpTj//PPZD8kflT0V2f3/okn/33ZNAoHgjJw0Q0JCUFFRAYlEgvff\nfz8oClNRUYHCwkIAgRlZeXl5qKiowK5du1BZWcmqyfHxcWzfvn1W8qlYLMaKFStgMBgQFhaGHTt2\nBIwowsPDUVFRgdzcXISFheHjjz8OuCIPDQ1FRUUFX1wKhUIMDg5i+/btARyelJQUVFRUQKlUwuPx\nYPv27QGLbmJiIioqKqDRaDA2Nobt27czX/PEioyMxIoVK5CZmcmv2dvbi+3btwf1MFq2bBkuu+wy\nVFRUwG634/3338f27duDBsKWlJTgsssug9frRVtbG9577z0WO1RUVAQ1YTwTWWX0ngFg1apVzMck\nJHtiYgLvv//+GQ02lclkWLVqFfR6Pd/m/5rBqqurC++///6sDXFcXBxWrVrFvKzZsswqKyuxY8eO\nk+5fSEgILr/88oCG7cSite3999//VmPm2c5fZwUhInj+xNv8y5/70dfXh4GBAfZ4oSgPGifQLFIg\nEKC+vp4Tn4eHhyESiViinpWVBafTifDwcMTFxSEuLg6RkZGora1FQ0MDamtroVQqodfrUVZWhrS0\nNKhUKpjNZjQ2NmLv3r0YHh6GUqlEaWkpCgsLoVarObB13759zLUpKipibhEp1iorK9Hd3c25WgkJ\nCcjIyIBKpYLP54PFYmFocmpqCnq9HhdeeCE3ZTTuqqurg9lsxtjYGGJjY5GRkcES/ImJCfT09KCq\nqgoNDQ3weDw8ZiEX5by8PCiVSojFYp5dk48Omf5NTk5y9IlWq0VsbCzkcjkjJITW0EI6OjqK/v5+\nDm4lrwmv18uNgkKh4CaFIiwoEJbGduSJRLwasViMsLAwTE9PsyrN6/XyeI2OG4p4aW5uRmNjI8xm\nM4+JJBIJlEolc8xIai4SiaDRaKDValmlJZPJWOGlVCqRmJgIh8MBt9vNCrbu7m52HB8dHWXTztHR\nUdjtdlaR0ViQHNOTkpIgk8l4TJmRkcFZY0ePHkVjYyNzmwjhIml/U1MTOjs7oVKp+I+iPChrLykp\nCVqtlq0Pent7MTQ0hJCQEIbk6fvzFy6Q2u4cMvTdF3mchYeHQygUckP0+eefBzRE9Htdvnw5VqxY\nAQB48skn8dhjjwEALxwfffQRTCYTfv3rX+ODDz4IQIZOLIlEgqSkJFx++eUYHR3FbbfdFvCaUVFR\niI+Px8qVKzE9PY2NGzcGjD+ioqKgVqtRUVGBiy++GADwu9/9Dk899VTA68jlchQUFODqq6/GG2+8\ngS1btszYl5SUFNx66614++23cf/998/Y7h/DExMTg1WrVmHhwoUAgPvuu485NMQtdblcPPbZv38/\nPB4P9Ho9jhw5EvT5qSorK3Hs2DG8+OKL+OEPf4jm5mZ0dnZCq9XiiiuuwJw5c2Y85qmnnsLvfve7\nWZ/zdOuhhx4CAGRnZ+O///u/kZ+fz95ns40qqcbHx+F0Ok/JwXlwcBAvvfRSwG2lpaXYsmVLwIjV\nv0hY5C/G8H++7u5uluNLJBI88cQT+Ld/+7cZ992+fXtQT6jJyUk4nU5MTEzA5/PNGsxL9fjjj+Oy\nyy7DP/7xjzOSO3dinTUOUbATMI3RiPcxPj6Pej2SAAAgAElEQVSOgYEB1NXVwWQywWq1BnAu6Er6\nxLwwWlgUCgW0Wi3S09M5SiE3NxcqlYp5NXv37kVdXR1cLheioqK4iUlOToZAIEBXVxcaGho4ViEh\nIYHDWNVqNc99a2tr0d3djdTUVBQWFqK4uBhqtRpDQ0OoqalBVVUVx3pERUUhPT0deXl5KCoqQlhY\nGOx2OyorK9kdliT6lMczPDyM+vp61NXV8dUfuW0XFBQgMzMTU1NT6O7uRlNTEzo6OuBwOCAQCJCa\nmsoGfhqNBiqVCk6nE2azGb29vYiKikJCQgJLykkZJhaLkZKSwvJtMggkY0JCSQhVoaYAON7tk9Re\nKpVyqCoRjykWhSTndGKjf/ubMNLCTY0SHSv+5oKECNHxYDQaYbFY2MFZqVRy6n1/fz+cTic8Hg83\nSxRPQopBCvkltIlMPnNycuB0OjmCg+JQnE4nO6oTp4mQl8nJSTgcDoyOjvIJPjY2Frm5uUhISEB+\nfj5UKhWys7O5kRkYGIBEIkFISAgbWAL/JMZT7hmNQClTLiMjA0lJScwvov0nrhc1TvR81Gye4w99\nPxUXF4eNGzciJycHPp8PO3fuxJ49e2ac3BcsWIBNmzZh165dHAPhj7AcOHAA1113HS6++GLMnTsX\nTz/99Nca1l188cVYs2YNdu7cif3798/Ir1qyZAmuu+467Ny5E3v37p2xGF9wwQVYv349du7cyRyQ\nEyX2pNjKysrCo48++o0JyjqdDhs3bkRKSgpGR0exc+dO9sTxl8IvWbIEV199NR5//HEmY1955ZVY\nvHgxXnnlla8NfPUvg8GAxx57jFHgv//97/jDH/4w436nM146nbLZbLj//vshlUoRFhaGZcuW4T/+\n4z9O+piqqips2bLlG3v6tLa24u67756RS0YVFxeHG2+8keX3/vXcc8/h3Xff5X+PjY3hmWeeCRoi\n6x/a6l9dXV14/PHHT3kE+NJLLyEyMhI9PT2ndP/TrbNKqg42JqOrV+B4zkx3dzeMRiNMJhOnl0sk\nEiQmJiItLQ0JCQmcTm80GmE0GtHd3Q2fz8cNAyE9ISEhjBJQECwRjOVyOY/V0tPTMTk5CbPZzCS3\nvr4+qFQq5OfnY+7cudBoNPB4PGhvb0dTUxN6e3uhUCiQlZWFgoIC9iKqr6/nRocWVn++j1qthtVq\nRXt7OxwOB4RCIXQ6HfLy8lgtNjw8DLPZzLyo3t5exMXFQaVSIT09nYMiafzS3t4OgUDAfB8iZcfE\nxGBqagpmsxlmsxldXV0YHh6GVqvl0Vh0dDQ7aNNV6uTkJCwWC8bHx3kxJkm8f3QFITYUIUGID8nA\naSRGfkQhISF8G10xkwyc/sbGxngkFRYWxiRsGj3R/wPHr2CTk5MhFAr5c6XvnMwjx8fH0d/fz35B\nQ0NDcDqdEIlETCYnA0XyIaI/eg9qtZqbG/JxIlRocHCQG0OhUMhu6/4eS9TsEeeHYmIkEglUKhW7\nUpMyjho+sgwQCAQBgbL+CA95Q2k0Gh7x+WfAkUUBfdYn/hbP1XdX5KAcFhbGVhtHjhwJ2sgkJCRg\n6dKleOONN/Dxxx/P2E6ihyuuuAKZmZl45JFHZh05KRQKzJ8/H9nZ2ejp6cGhQ4cClGYxMTGYP38+\ncnNz4XA4cOjQoYBGRiqVYv78+cjPz0dvby+OHDkSVAmk1+sxf/58qFQqdHR04Msvvww6apk3bx6K\niorw5ZdfBkUN5s6di7lz52J6epr9mQ4dOhTAF5LL5Zg/fz5ycnLQ398fwD3yeDyw2WzYu3fvaWV0\neb1evlDq7e3Fvn37zujI6uvK7XaztUFERATS0tKgUChO+pjIyEhceumlAe7nbW1tQS0SgpXL5Tqp\nqk+v1yM3NzfothOJ2KSgDlY+ny/oKIxMfk+1vgl36nTqrJGqaXQBBDZE5IkSFhbG0nOKy5ienoZK\npQpIjQ4PD+ccsz179qC7uxsjIyMQCoV8X51OB6lUCrfbjf7+fphMJnz55Zdoa2vD0NAQMjMzUVZW\nhgsuuIDjFWpqanDw4EHs378fQ0NDUCgUKCkpweLFi1FQUICxsTEYjUYcPnyYs8PmzZuHkpIS6HQ6\neDweHD16FG+99RYTFtPT0zFnzhyUlJTwCGdsbAwmkwlGoxEhISE8/tLpdIiNjUV4eDgcDgfq6upQ\nU1PDTRM5ZsfHx2NychKtra2orKzkBPucnBzk5OSwRxONmhoaGvDhhx+is7MTw8PDzOGhBVEqlXIc\nCCFv9fX12L17N8dh0MiPuDeULE9oCxlLUkYamSeSJQIZYI6NjTESSKRqUk15PB7mH3m9Xub8ENeI\njBzJboHiWmJiYpCWlobU1FRu1MbHx9HX1wer1cqO1h6Ph5ETInu7XC60tLRwoC+liRN3gYj+hGBF\nREQwUZvsIMj5m/aHPht6/8SL83q9kMvlCA0NZZ6PSCRCcnIy0tLSmLTu/0fNETVD9Nn4N5JUlOlG\njaT/747QtnP5Zd9v/ehHP8LKlSuxfv16zoj6Jm7Tp1vkQ/Tll1/i5ptvnvGaSUlJ2Lx5Mw4ePIib\nbrppRhyIVqvFvffei7q6Olx//fWzxoUsWrQIzz77LNatW4dXX3111vf285//HAaDAevXrw9qQPnT\nn/4UpaWlWLduHZqamvh37F8U7rp3716sX78+YJ/eeustvP3226cda9LY2IhNmzbBarUGfc3vs8bH\nx/Hss8/i+eefP+n9Fi9ejK1btwZ4+vzlL3855Ybo66q9vR2//vWvg54fTufz+fzzz4Oqw87253xi\nnTUO0Ynlz0mhK35S45AkNDo6Gunp6cjJyUF6ejpCQ0M52LW5uRk2m40DV5VKJTcVQqEQdrsdJpMJ\nVVVVzMeQyWTIyclBXl4eZ491d3fDZrOxS+nQ0BCkUinS0tJQWFgIsVgMq9WKtrY2zg6LiIiATqdD\ncXExFAoFnE4nWltb0djYiJ6eHpasGwwGDn0dHh5GR0cHurq6YDabMTExAY1GwwRcisSg0VZHRwci\nIiJgMBiQlpaGjIwMJCYmQiwWo6urC21tbRgdHYVarUZubi50Oh0SEhIgk8m4iZiYmODPZ2xsjAnp\n5B9E3kJkNEhp7y0tLejr6+Pvxj99niI/FAoFmxgS4hQREcEO0f7NFAAm/brdbkaayLXa6/ViZGSE\nfYC8Xm+AszUhStQghYeHs/9OTEwMIyhqtZol9CTFJ95WT08PZ7LR2I8I/GTM2NXVxXEZ5NmkUqmY\n6D0xMYGQkBBuTqampjjAld4PNTr02dFnNjIywvJ8GlfR+6fjn4iboaGhGBsb42gXIlILBAIm01Kg\nLZHS6XOmRowaTuJk0TjPf3RNFyPfh5rj/6fKzc3FmjVr4PF48NBDD8FoNM4qLVepVFizZg2USiXW\nrVs3qyNxWVkZ1qxZA4vFgp07d7IR6Yn1k5/8BGVlZXjllVdw8ODBGSquK664AuXl5XjzzTdx6NCh\noPtFFwICgSDodrVajTVr1kChUOC2227Dvn37gjYj8+bNw5o1a2C1WrFr1y7YbDbOllyzZg1ycnIA\nHB8dbdmyhVHpYHWyffq6BXblypUzZOuNjY3461//yhzPf4U6lYaurq4Ov/nNbyCRSPg2hUIRYGwJ\nHI87CZY/93VFBO9vW/5B2//KddbDXf3/TbJfOiFT2vj09DSio6MRFxfHYzJSdlGshc1mw+DgIEvJ\n09PTWYLudDphMplw5MgRVFdXo6urC0KhENnZ2SgrK2NZPSEEDQ0NqK6uhtvthlgsRnJyMvOQ3G43\nNzt2ux1jY2NsRKjRaDAyMsKGiq2trXC73TzeMxgMSExMREREBJsjNjc3Mx8qPj4eiYmJUKlUEAqF\ncLvdsFgs6OrqwujoKBISEpCWloY5c+YwmXxwcBAjIyNwuVwICwtjbgo1A5SnNTY2xuaIEomE+Slx\ncXFQq9UcnkqoncvlYoUVeQgRz4d4OnR/kUiEmJgYxMfHM1doenqa1WfkV0QcG5/Px4pBgqgJ+SCC\nPBG8Cb3xj5cghIiUVqGhoXC73QgLC2PzTqlUioSEBM4NIw8qGoUlJydzk0HNGjUqpM7zeDwYGRnh\nIEKK5yCl19jYGGewORwONtAkvx/aX5FIxJ8rjfloVDg5OYnh4WFWZ1CDRCgO2QUQ6kSjRbKZINXd\nyMgIiwjoO/e3sKDfGyGTZG9ATZF/VM65OrOVnJyMNWvW4Mknn8Qbb7wx6/0SExNRUFCAOXPmwGg0\n4vnnn59xngwPD4der0dpaSmKi4uxe/du/O1vf5vxXBTMXFJSAoVCgWeeeSZgfESj9JKSEqjVajz3\n3HMBaA3FJNE5hS7Kgu1zYWEhSkpK0NDQEBTRCA8PR1paGubOnYvi4mLs2rUrwCk7LCwMaWlpKC4u\nBgDs3r2bFVjfpJKTkxETE8PZj1QymSzgs6OamprCe++997UqKKqEhIQAn6MzXT09PUE/62Bls9nY\nTZpqxYoVuPTSSwNuczgcPKno6+tDW1sbpqenIZFIoNfrWaV6uhUZGQm9Xs+0jm9aarUaOp0ObW1t\nZzXj7KyNzAiq978aPfEETlJhWtwyMzM5Z6u2tpaRGovFAo/Hg/DwcE6TLy8v54Tpqqoq1NTUwGg0\nwu12c+YTORqLxWLY7XZUV1dzc+VyuaDVatmhOiEhAVNTU6ivr0dNTQ0GBgag0WiwYMECZGZmQqVS\nwWKxcOSHzWZDX18fBAIBsrKyUFZWhuzsbISGhqKjowNVVVWoq6uDxWJBSkoKUlNTkZaWxqhPT08P\nzGYzGhoamAyr1+vZJJIQCgBsUknqOY1Gw7wUSqB3OBzc2Ph8PpaR08IZGRmJkJAQDA0NsQzcYrGw\nuo9S7cnCICoqKoAHExkZiYiICExPT6O7uxuDg4Pse0R/NA6jkdnExAST5KenpyGTyQI8joB/5mv5\nk7fDw8P5+KFyOp3s2ExNR2trK6Kjozkslzx4yPiQ3LkBBLhi63Q6Jo3TfhBiRfJ6GncODAygu7sb\nra2tGBkZQUpKCkdl+BtPjo2NsaKLGj8SArS2tqK3t5fVfdQ8kfKNjEdFIhGr/2hsGhoaisHBQVbX\n0ehsZGQkYERJhHO9Xs88Jto3qmBy2XP1/dVll12GVatWYevWrbPGGMjlctx+++3wer246aabZl3E\nysrK8OCDD+K1117D1q1b0dXVFbB9zpw5eOihh/DOO+/gj3/844ztBQUFeOihh6BQKNDZ2YlnnnkG\nhw4dmvE6q1atwsqVK7F169ZZ4ySUSiVuv/12jI+P44Ybbpixzy6XC0888QSjHMGk9KdTP/7xj7Fw\n4ULce++9AVL7/Px8PPjgg/jkk0+YqA4cX49OfP8nqxUrVgT1yjlT9dprr7Hy7JvUnj17At4fcHxc\nS6TmDz74APfccw8mJyeRnp6Ohx56CJ988klAkO2pFo1bq6qq8PDDD3/jfV60aBHuv/9+3HPPPQHN\n8vddZ60hAgKVZv7/JZXZ5OQkmwJmZWUhJyeH7cKrq6vZY2dkZARisRharZYbi9TUVLhcLrS3t6O1\ntRUDAwMICwuDSqXiSIX09HTIZDJYLBbmDPX29mJsbIxDMUtLS1mV093djZaWFnR0dEClUvF2lUoF\nj8eDuro6DoMlYq9er0dxcTGys7MRHR3NPkP19fWs8NJqtUhJSYFGo+ExYFNTE8xmMwYGBhgZSktL\nQ2xsLEdyEM+Gxk7Eq4mMjITP58Pg4CA3eCQX93g8jAgQ4ZmclqnxsNlssFqtjHqEhoZCLpdz2Gh6\nejobZfkThylh3uFwYGBggBsIup8/SkLkauLV0OhJpVJxw0SkPSI7Ukq9/+PJO0goFDL3iN4f5ZX5\nK9kkEgmP9uLj4xkZ8yduU0SJv0fWwMAAxsbGuBEBwNyk5uZmNDU1YXh4GP39/VCpVIwU0QiL9l0s\nFkOtVjM/jExFR0dH4XA40NnZicHBQYyPj7MiUC6X8/dEI0DiGxHpkqBtcu4eGBiAx+Nh24OYmBho\nNBoMDQ1hZGQEoaGhUCqVkEgk/Ds8kWh9rr5dkVKooKAAL7/8MvOGTqyUlBQsW7YMKpUKH3/8Maqq\nqoIu0D/4wQ9w3nnnobu7G3V1dWzP4V+RkZG45JJLYDAY8Nlnn+HAgQMBqe8ikQiXXHIJcnJy8OWX\nX+LAgQMzAjgvueQS5OfnY9++fRAIBOzR5t+opKamYtmyZVAoFCfd5/LycixatIhNa+vr62c03hER\nESgrK8PY2Bh27tz5tSOvCy+8EPPmzcOOHTuCcmUaGxuhUCiwYsWKgNFYZmYmiouL8fHHH6OhoeGk\nr0GVm5uLSy65JOB3ERkZiQ8//PCUHv9NKjw8HLfffvuM2/v7+7Fz586vbd5cLtcMA8p9+/Zxw3n0\n6FFeg51OJ7744gvExMTwazY1NWHnzp2nNLIbGhrCnj17IJfLsWHDBuzYseMbBbDabDbs2LEDhYWF\nyMrKmvV+O3fuDOondabqrI3MTiRynqg0I/RDIpFwJEJqaiqPkGpra3nhIGWTTCZDZmYmUlNTIZfL\nYTQacfToUdjtdlZ4iUQixMfHo7CwkEM7Kdesrq6OkYq4uDhkZWWhqKgIMpkMnZ2djJoMDQ2xJD4v\nLw9erxe9vb1oaGiA0WjEwMAAk3HT09NRWFiI+Ph4eDwemEwmHDhwAJ2dnRCLxeyGnZ6ejpiYGLjd\nblitVjQ2NsLhcEAqlXJDGB8fj4iICPaeoIBbQheioqK4+RgaGoLNZsOxY8dgNpvZS4c4Of5mgf6q\nI6/Xi+7ubjgcDgwODrKpoUwmQ3x8PJs60o+LxlWdnZ2MQnV1dTEhmho0f2NEcpOmeA8A3EBqNBpG\nmsbHx9m1mcZ9hCb5h8WSEm14eJiRGEKkJiYmmKzd29sLgUCA9vZ2bhAobR4AGylSY0Z8odDQULhc\nLm4wqOGi1yCZvNPpxNjYGBwOB3N8aB/psZTNp9PpoNVqWcFGCF1fXx8sFgucTic3Q9TMEeJE//Z4\nPMjIyGA1nFKpZCSNstZcLhdzvKhJHRsbY8I7NXfnuENnvoRCIVauXAmJRIJbbrllhhs0cJwXWVBQ\ngJtvvhkvv/wyHn/88Vmfb8mSJbj++utxzTXXYPfu3TO2i8ViJCUl4aqrroLT6cQtt9wyQ1ofGRmJ\nq6++GtPT07jmmmsCFk7y5bryyisREhKCW265Zcb4QiAQQCKRoLCwEDfffDNefPFFPPHEEzP2JSws\nDBKJBEuXLsXll1+OX/7yl7NGLkilUqxduxYulwuffvrpjIYoJCSEL1yA4whNcXExfvnLXwZ1df7g\ngw/Q3t6OF198EQUFBQFjM1pX5HI521b47/OJjsg/+MEPcMcddwSsT0888cRJvY2+ba1duzaonxSt\nP7Nxeqampma8J6rdu3cHPWbMZjMee+wxbNiwAffeey8AYMeOHaiurg5QrvkXnWunp6dht9vx+9//\nHtdddx07mpOFBKHup1KHDh1CZWUlnnrqKVx55ZWz3m9oaIhDxL8LTtJZb4iIO0RFC83ExASkUik7\nKkskEvT19QU0HePj42zYR5L3nJwcKBQKlsN3dHQgNDSUJeBKpRJJSUlISkpizlBtbS1sNhumpqY4\nu4zyySIjI+FwOGA0GtHQ0ICpqSn2GqLRlcViQUdHB4aHhxEWFob4+HgUFRUxMjQyMsJmgbW1tRgY\nGIBCoYBOp8PcuXORk5OD5ORkiEQiOBwONuSi2bpOp4NarcbIyAj71BAS09nZiYmJiYBsN5/PB5PJ\nhNraWs4i84+GUCgUrGajURsF4vpzdYRCIYRCIYe/0vP39PSgu7ubUbyhoSG+ra+vD2NjYxy74c87\nIoSGmqyYmBg2SST0Tq1WBzREhFwR+kM/eCJA0+gtOTkZIyMj3ByRQSTxcIhn43K5WB7f3d3NqBoA\nNlGkEZtareYYDmoYiKBMMnalUom8vDzEx8djeHiY1WDUtDqdTkZrfD4foqOj4XA40NzczE1+cnIy\nc8eUSiXMZjM6OzuZXE42Ev55atHR0RgZGUF/fz90Oh07oyclJcHpdKKvrw+dnZ3o6enhk5JQKOSr\nS71ej9jYWCZ6A8HFDufqm9fExASeffZZdnM+sSjtPiMjAw899NBJA0pPpZYvX44rrrgCn376KQ4e\nPHja5OAlS5bg2muvxRdffIEDBw5geHh4xn2EQiFuuOEGpKWl4be//e2s+5ydnY0NGzbAZrNh06ZN\n30q+LpFIsGHDBsydOxfAcePF++6775QCRT/77DM899xzAbfNnTsX//Vf/4Unn3wyYL8MBgM2bNgQ\nkPXV0tIyI2h1NnuDM1WffvrpjJEXcJzX9ZOf/GTWcV13dzeefPLJbyRN//DDDxkp1Ov1eOqpp2Z1\n4z5w4AB+//vfBzTbu3fvRn9/P84//3z85Cc/AXDcM8jfp+jryufz4U9/+hN27tw5633OO+883H33\n3XjyySdPa8x5qnXWVGb+4wh/PhFd/dMIhUJDx8fHYbVaUV9fD5PJFODALJPJkJaWxmaJo6OjHKFB\nKjFqGFJSUpCYmIiwsDB0dnaiqqqKzRDlcjnDqmVlZazGampqQk1NDSwWC9RqNQwGAwwGA1QqFQdr\ntra2svSc0KWkpCRERkZyCKvJZOKrxNTUVOTl5SErK4vDawcHB1l1Nj4+DoVCwRJ2oVDI3J6Ojo4A\nabpGo0FiYiITtm02GxobG2E0GhlRoWR5qVSKxMREpKamIiYmhp8jKiqKic4TExMIDw+HTCZjsrdO\np0NISAi8Xi9L+0mhRZla9Fr+3kP0HISCiMViHmMRQkRRGkqlkr9z4sLQyInUWaOjo+xPRG7QhBKR\nhJ7u548mUcgsuUy73W6OtCBSc0REBJOzKYuMPIyII0WN4/T0NGJiYliBqNfrMTExAbfbzY2b3W5H\nWFgYy+Np/0ZHR7lRIVJ8YmIiH3+xsbHo6+vjEFiS7hPpm8ZixMHq6emBTqfj7594ZMnJyRgeHuYx\nmdvtRm1tLdxuNxPW6fOjpuicBP/M1dTU1KxmiTqdDnPmzIFWq0V3dzd27949K5lUpVKhpKQEAoEA\nO3bsmIE0kSWIwWCAx+PBgQMHgjYq6enpKC0tZRT3RCRBp9Nh6dKleO2114LyhXQ6HUpKShAfHw+7\n3Y5PPvlkVrdgpVKJiy66CH/5y1+CIhNKpRIlJSWsbjWZTGhra5tx1Z+RkYHS0lKo1Wre35qaGg7F\nTUtLQ05ODiorK4MukBTz4F/z589HRUUFLBYLDAYD305jbP/PpaOjAx988MH36tPV0dERlFRNcVJy\nuTzo4yIiIrBo0aKAkVNfXx8qKys5kWC2am1tZZPNBQsWYP78+bO+Z41Gg4qKihnHD1l50O0UXnuy\ncrvdqKysRH9/P6anp1FdXX1SM8+VK1ciKysLf/rTn076vN+0znraPTVE1CRR2CYlzU9OTkKhUPAX\n1tDQwFcGpDxLTU1FUVERCgoK2Dl43759cLlcCAkJYegvJiYG6enpUCqV7EBdWVmJ3t5eREZGIjU1\nFWVlZSgvL0dRUREGBwfR0NCAffv2oaamBi6XC0VFRRzrIRQK2TiyubkZ/f39yMzMRE5ODpKSkgAc\nT5o+cOAAq9vIPDA/Px/5+fnQaDRsFNnW1ob6+no0NzfzSIfGU263G/X19aiurobRaAzIAEtJSUFZ\nWRm0Wi3sdjsOHz6M2tpadHV1Qa1WM1E5NDQUWq2WDbJI+k+oDCW7j4yMQCQSQa1Wc8RJbGwsc4Ta\n29vR29vL8vTQ0NAA80JC4mgkRRwlfxI2yeeBf5px+ge8Ek+ICNLA8cWa0BpCfOh5aGEn7hCFro6P\nj/NYq6enh98HNQnDw8MYHBzE4OAgc3nIuJHQSpLO0xUTcZZSU1Mxd+5cGAwG/oyHh4fZa6irqwvt\n7e1Qq9Xo6elhpM7j8cDj8cBisbAdhMFgYN+o+Ph4CIVC2Gw2mM1myOVy9PT0oL+/n0d3IyMjMJlM\nMJvNaGpq4uOOvjNqYiMjI5kQTrlzBHf7n/Dos6Pv6Vx9t3X++efj8ccfx6ZNm/DXv/71pKOFzMxM\nPProo3jvvfewcePGGfdNS0vDww8/jN27d+PWW2+dMSajuvjii3H77bdj06ZN+Oijj055nEG1ePFi\nPPLII9i0aRPeeeedU3r8bItqeno6Hn74YaSnp8PhcGDTpk3YvXv3jEV22bJluO2223D77bdzY+X/\nukuXLsU999yDdevWnRZiEBcXh7vuuiugAdu3bx82btwY8DzELfxXKLvdjoceemjW32dKSgoef/xx\nlJWV8W179+7FunXrvrYh8q9Dhw7hhhtumLWZufjii7FlyxZER0cH3O7xeLBx40bcd999AIC77747\nqDu1f5lMJqxfvx79/f2nvH/fZZ01hIhGANQE0ZWp/38pg6mjo4OjO8bHxxETE8NRCklJSUhISGA0\np76+HgcPHkRjYyMiIyOhUqk47ysvL49HXAcPHkR7ezs3CTqdDmVlZcjLy0NcXBwGBgbQ1NSEgwcP\nwmKxQCgUori4GLm5uYiPj2feTE1NDRNqqeHKzs7G9PQ0jEYjjhw5wmGuMTExSEpKYpdqGsc5nU5W\nKpGxpF6vh1arRXR0NC+ajY2N6O7u5tFeamoqj/gkEgnsdjvq6upQXV2N0dFRfu80iiHfHoFAwCTr\noaEhhIeH8wFJURGUuaTRaCAWiznLy+l08kmLEDpqTIn8648AUaArjUYnJyfhcrm4CabmBTgOjftL\n+kkhFR4eHvDjJH4OjebIi4iaaVrUSU0VExPDZGadTjcjLJj+6H0NDQ1haGiIyepTU1MQiUQAwNl6\nTqczgIyqUqkgkUg4QFcmkzEHSavV8muQMzahVeSz1dzczM7ZycnJUKvV8Pl8rIjzeDxwOp3M1fLP\nT5uYmIDdbmckkCJr9Ho9R7KEhoZCo9GgqKgIY2NjSElJ4TiWE39z5+q7K41Gg9WrV0OlUuH+++/H\ngQMHTrpYrV69GoWFhXjllVc4S9G/rlzkQPAAACAASURBVLzySsyZMwdvvfUW9u3bFzT7KikpCatX\nr0ZUVBQeeeQRVFVVBTRNWq0Wq1evhkwmw69+9atZ3YbJVZ2Q1WAlEAiwevVq5Ofn45lnnsGePXtm\n3OfHP/4xiouL8cYbb/BzHTt2LGCfkpOTsXr1akRGRnIESLCxI6HedHF1qtXf34/XX389gHButVph\ns9mCjgr/Fcrn8wXwoU4ss9mMF154AR999BHfFhERgZtvvnnW8VdHRwdef/31ANSRVMGzVWVlJR5+\n+GGmGlAJBALk5+dj3rx5AI4rx0ZHR/H666/POt4UCoW47LLL8OMf/xjT09N4/fXXTxq38sYbb0Au\nl88aNvtt66ypzMgHxR8VAhAwSvN3GCa1FC0S+fn5yMjIgFarhUgk4pHasWPHcOzYMVitVqSmpkIm\nkyErK4sNDS0WC1paWnD48GEMDAxALBYzwrRgwQKeH7e0tODIkSM4fPgwBgcHER8fj/nz57OLcEdH\nB+rq6nDkyBF0d3dDKBQiKSmJpfNdXV0wGo3Yu3cvS6UpWJWarvHxcbS0tKCtrQ1msxk9PT0IDw9n\nZCg2NhY+nw9tbW2orKzkbDK1Wo20tDTk5uYiKSkJ0dHR8Pl8aG9vR11dHVpaWhAbG8vqtcTERP6c\nyNbeYrGgs7MTkZGR8Hq9GB0dhUgkYtUbhZ+GhoYyokHcJfLIoTGSSqUKyDzz59sQodjflZrIx0Se\nJzk9GS7Sf4l8TT88aqCJBD4xMcFNFDVfERERnCZPSBM9Dy38xH3y9x+amJjgPxoz0ViKvJZ8Ph+j\naiaTCTabDUajkZtd4hslJycjNTWVieRqtZpjO/wbIrPZzJ5WDoeDo2nIEoHGjykpKYiIiMDk5CRs\nNht6enrQ29uLvr4+DtGdmJiA1Wpl80a1Wg273Q6dTsckceKOhYWFcUyL/+d6Ls/su634+HgUFBRg\n0aJFOHbsGJ5++ulZ76tQKJCUlITy8nJERUXhD3/4A2w2G2+noOby8nIoFAo8//zzAYu7f8XGxuKn\nP/0pPvnkkxl8GuB4M3/VVVdh7969+M1vfjNju0gkQlJSEkQiEWpqauB0OgO2R0REICkpCVFRURAI\nBCgvL4dIJMLTTz8dgLb477NMJsOzzz4b1LsmISEBJSUlOO+88/Dpp58G9TYiAnl4eDjq6upmNEtj\nY2NoaWnB2NgYCgsLA7b5fD7s378fL730UkCEyakWqVRPVpOTk7BarV8bznoma3BwEH/9618Dbisp\nKcEDDzyAhISEoI9pbW1FU1NTgLGny+WC1Wqd1YbDZDLNMH4EjnMwH3jgASxevBjA8Ua7t7cXb775\n5qwKS3IcLy4uhs/nQ2trK5PGu7u7Z2SWBRu/nsk6Kw0RIQX+6BDwT3jV6/WyWsdoNKK6uprlyOHh\n4Tz20ev1EIlEHH3R2NjIcnaSXCcmJmL+/PmIi4vD5OQkOjo6UF9fzy7EsbGxKCsrQ2FhITQaDaam\npmC1WvHpp5+iuroaHR0d7FK9aNEijIyMcHK9xWJhr6H4+HiUlJQgJSUFAoEAVqsVHR0dcDqdjBZk\nZWVh7ty5KCgowODgIIxGI/bs2YO2tjYMDg5CoVDAYDBg4cKFSExMRHh4ONrb21FbWwuTycTIgUwm\n45DO2NhYTrhvaWlh12siQ1PTJJfLWRrf3NyM9vZ2DA0NISMjg3k+RHYm4m9PTw9HfIyOjrKCicwR\nxWIx5HI54uLi2BWbmlPirJCPEcnWqemg0diJ8RTUHFFUB7k5U2MiEAggk8kQFhYGr9cLmUwGhULB\n6fSU1UXvIyIiIkBW7o+A0GtQw0VjO7KTJyUDuXOT4aHFYoHRaMT+/fvR3t6OhoYGRliEQiESEhKQ\nkpICmUzGSE1iYiL7CalUKraGoPFYVVUVrFYr7HY7QkJCmCAeHR2N6elpVk8mJiay6KC7uxtmsxn1\n9fXo7OzkEwgZeppMJiiVSmi1WlYzFhQUICkpid2u6TOl3+U5DtF3V1dccQWWLVuGF198cdYFgmrB\nggXYvHkzXnrpJezatWsGb2j+/PnYvHkzXn/9dWzduvVbe/ecrOLj43Hvvfeiv78f11133YyrfY1G\ng7vuugvFxcWYnp7Giy++iI8//ngGJ6q8vBybN2/G//zP/5zUXXvNmjUoLS3F1q1bZ21YaCG1WCy4\n6aabZuxTZ2cnfvvb32L58uUzEt63b9+Ou+666xsbCVZUVGDdunUnvc/AwAA2b94cFCH7PstoNOKO\nO+4ImlYPHB+3btiwIaDB+/jjj7F58+ZZVWaz1ejoKP7whz+wUeStt96K0tLSkz6mp6cHDz/8MBsF\nX3PNNfjFL34BAHj++ee/NrrkTNdZaYjIMO5E7yG6QiUY1Wazoa2tLaDTVqvVSE5ORkJCAqRSKUZG\nRtDa2orm5mZ0dnbC7XYzQZdCTSMjIzEwMMDKM0J0lEolMjIyoNfroVQqMTk5iba2Nhw9ehRVVVXo\n7OwEAI6jCAsLg8PhQGNjIxoaGjA8PIzw8HAkJiYiKysLycnJ8Pl8vBjRFX94eDjkcjl0Oh3i4+Mh\nFovR2toKk8mElpYWlrenp6dzqOvU1BR6enpQW1vL+0zjDzJCJNSC4jUoAZ3iN7RaLSv0vF4vc1pI\nmSaVStnrhpoHr9fLpGByNyXHaZLQSyQSJkhLpVKOByEZusvlYp5OX18fy739F186BghlolR4Iiz7\nO1ITD4weT/5FAJgDZDabER0dzYGnROQmEjdJ1aVSKaRSKaanp7l5GB8fZwdoALxP1ATRfhIsT02D\n1+tFVFQUmpubmTBNBOiOjg5ERUUFjMcIqROLxQDAxwQ1mvT6/vys6OhoHv95vV72TqIwWLlcDolE\ngs7OTtjtdshkMjgcDiZyk6kmKTJJwafVaiEUCpnATtEf/oKHc3VmKz4+Hnq9Hl1dXbMaKspkMixZ\nsgTZ2dnYs2cPZyWeWAqFAkVFRdi2bds38n3R6/VYunQpH+effvppUCI1EWx7enpw5MiRGeO0+fPn\nY8GCBejr68NXX32F6enpGfscHR2NJUuW4PLLL8ecOXPQ0tKCrq4uOByOACVcZmYmlixZgsjISOzb\ntw+VlZVBm6bzzjsPZWVlsFqtOHDgQNCAWMqavOiii5Cfn4/du3fz53Tw4MFT9iEyGAxYsmRJwG9C\nLpfPaiFANTU1hYULF2LOnDmn9DrAcQL07t27g9ozzFbJyclYsmQJ6urqgn5/xD2drVwuF7KysqDR\naAL2/YYbbuBzJCnIvq5oSkF1Kon0NCUBjp9XDQYDUyji4+NZUdfY2Ijdu3d/53yus9YQ+V+p0wiN\nogsozoBIpdQMSaVS6HQ6VkhRGnJjYyMsFgtGR0fZc0UkEiE3Nxfp6ekYHh5Ga2srDh8+jI6ODkZj\nyGcoNjYWwPGFqKqqCvv27UNLSwsjP0lJSZDJZOjr60NLSwvq6upgtVoREREBtVqNnJwcGAwGKBQK\n9PT0oLm5mc0gaVyjUCiQkJAAkUjEUSLUxERHRyMlJQWlpaXIzc2FUqmEyWTiwFZSlY2MjMDj8bAZ\nodfr5X2qqalhpn5kZCR7BkmlUkxMTMDhcODo0aMwGo3o7+9HVFQUR4VQnIVQKITL5WI5PzWY5A4t\nlUqhVCqhUCggk8l4saZxCymjiJtEBF5SoxEqQQsx8WuIf0PPc2LGFhGlCcIlUuHU1FTA+I+OEalU\nyq9DXjtyuRyxsbEc60LoG3kmkT+SUCjkhooUZtQIETmcxorES6LsNxotEkeJZv5msxnNzc1ISUlB\neXk5pFIpfD4fFAoFFAoFiouL2QOlra2NF8yJiQk22XQ6nbDb7SguLkZCQgK7htOxmZGRAafTiZSU\nFFitVgwMDHBDS2NngUAAj8eDvr4+lJaWQigUBhAj/1XIo//Xio53AHxxEawiIiKQmJiIG264ASaT\nCevWrZvxnQgEAvbGIkXoyV5TIBAgIiICY2NjHIEEHB+l/PrXv4ZUKkV9fT1uvPHGgGaHHl9RUYGL\nLroI69atC+B20Pbly5czYhIsdy08PBwJCQm4/vrrsWDBAng8HqxYsQIqlQpHjx6Fy+Xii5yysjJs\n3rwZd99990lVRKtWrcL555+Pa6655pRGXl6vFy+//PJJY1P8i5pE4LgP0YMPPhjQEJFvz8lKrVZj\n69atuPjii0/pNQGwGW8wsjpdcJ1YaWlpuOOOO/Dqq6+yhQBNWE6l2tvbZ7hir1q1Cs8++yzEYjGO\nHTsGk8nEF47+RfQEsj8Jts/kRUfO/icrn8+HV155hRGmu+66Cw8++CAA4O2338bhw4fZ8oTOr2e6\nzhqHiBY/fx8iWuhGRkbYVI64JxqNhhGUhIQERjzMZjN72zidTsTGxiIhIYHl7C6XC8eOHUNjYyNM\nJhNcLhciIyORmZmJwsJCFBQUwOfzoaWlBdXV1WhpaYHL5WJ5em5uLnJzcxEZGQmTyYS6ujq+0khL\nS8OiRYtgMBjYFI+4Q2azGZOTk9BqtcjNzUVmZiZCQ0PR1NQEi8XCjU5YWBhyc3Mxf/58lJaWQiqV\noru7GyaTib2NYmNjIZfLkZqaitTUVM5yIxsCuuISiUQcDFtUVISEhASMjY2hoaEBhw4dgs1mw8TE\nBKNhREqOiYnhgFKPx8M+OC6XCxEREYiPj0dmZiaio6M5sJSI0na7nU0YiehLcnmVSsWWAURujo6O\nZpIvnQjFYjEbD1JjQgozOl5ohEUurGFhYUhMTMTg4CDsdjuam5tht9vhdDo5uoLI4m63G0KhkN3F\nh4aGoNVqma8lkUhYQUfyfEL/pFIpk9NjY2Oh0Wj4ZBkZGYmMjAykpqbyY8i4ETiOXlksFjQ0NMBs\nNsNqtaKvr4/HnnSsJiUloaCgAImJiWyZcPToUVitVuYs0cnFZrNxBElaWhpSUlI4TJfUZQMDA+jr\n60NfXx8T8u12O494e3p62EVcqVSySu+cU/V3U/n5+Vi3bh0sFgvuvvtuljefWJdddhkuueQSvPvu\nuzh8+HDQBlWhUGD9+vWQSqW46aabZiWglpWVYd26dYiIiIDT6cTzzz+PuLg4Vv10dnZyBAghrP5V\nUFCA9evXo729Hffcc09ADhpwXFK9bt06dHZ24s4775wVpVq5ciVWrFiB999/H9u2bePb+/r6GP2J\niYnBunXroFAo8Mtf/hJHjhyZ5ZP8fmrlypW44oorABwnHZ/oQ3QqnkpDQ0P4/e9/jzfffPOUX1cm\nk+Hqq68OKqt/9dVXg2bWNTQ0YOPGjSgrK+Pv9vPPP8fWrVtP+XVPLFKZkb/fjTfeiH/84x/4y1/+\nEnC/1atXIy8vD88880xQ/tpbb72F9vZ2XHXVVcjKysILL7xwWvvx97//ndGj1NRU/PGPf4RAIEBT\nU9N3NiY+qw0R/f+JKffDw8OwWq1wuVyYnJzkRTkrK4tN6Hp7e9Hc3MyJyHRCT05ORl5eHoqLi+Fy\nudDc3IyqqiqWxZMiKj8/H8nJyQgLC0NzczNqamo40DU0NBTJycnIzs5Gfn4+ZDIZXC4XWltbYbVa\n4Xa7WdZcVFSElJQUAGDEh5yGyXyREu6HhoZgNBpx7NgxRn1iYmKYIJ2QkACPx4Pu7m5WE42NjSE9\nPZ1N9xISEhAfHw+z2YyWlhYcOnQIfX19mJ6ehkajQVpaGi/SIpEIXV1djCCR3xDFY5BZYnR0NCQS\nCXN/urq62GRSLpdzOC0ZHPb397NKy2q1sos0XSnQGC0+Pp6fOzIykl/P3+mZvruoqCjmMlEzRE0X\nfbdutxsREREYHR3loFYaZ1KYIzWRhCgRIjI5OcmeP1NTU8ztkkgk3ORQjAiFBk9OTjK6R4o7MlAk\n5RrxwyjYl5pFUvKRjxU1ci6Xi/PJ6PumMZ9KpUJ8fDykUimHxhIPra+vj4NuhUIhJBIJHA4Hx9aQ\niSTxriQSCee1qdVq1NXVMWJnNpsREhKCrKwsDqg9kV91rr59hYaGorCwEPPmzYNMJkNTUxN27do1\n434qlQoFBQUwGAyYnJzEV199FdSBOT09nb2LWltbsX379hmuzhERESgoKEBpaSkkEgn/biYmJpCa\nmoof/ehHAIC//e1v2Lx584yIB6r4+HisWLECW7Zswccffzxje2xsLJYvX47nnnvupEZ6OTk5uOCC\nC/Dyyy/js88+C/qeiouLkZiYiPb2drz77ruzol5xcXEoLCzE6Ogovvrqq5MSlskBPDc3d9b7AOCL\nkRP3mcbaXV1deOedd04bPR0fH8fevXuDbtPpdMjIyMCxY8cCxkqpqanIz89HeXk5srOzcezYMV70\n8/Ly4HQ6Z5Dae3p68OGHH0Iul6OkpATA8XHo8uXLZ7wu+fN9XXiqzWZjAn9GRgbHaZz4nJdddhlS\nU1Px6quvBn0eSpPIy8tDeno6P763txc1NTVfixg1NDTwaHPNmjVYtWoV6uvrMTg4iMWLF6OysjIg\nkPhM1FmT3dN/yYzRv0EaGhqCyWSC0+mEQCCARqOBTqfjENXBwUEmUNtsNuafUMQHxVx0d3ejra0N\nra2t6OzsxOTkJJOjFy1ahPHxcTQ0NODzzz/nEVf0/2PvzcParNP18TsECCGQkJCEhJAAYQs7FNrS\nnbrU0daxzqWOW51jtVYdHW2rtlbrcdTWmbpUx9Fxmxkd54w67o6jjqNOq7UrhZZ9D0vCkhAIIZAA\ngfz+YJ7nJCW0rj/PNV+f6/KyZHnzvlne9/ncz73ExjIalZmZCYPBwITlxsZGjI6OQiaTITk5mYnN\nSqWSL1oUpUEjkezsbKSnpyMqKgpVVVXsMzQ+Ps4oFEVoCAQCuFwu9PX1YXBwkEm95HxNvClyHK6t\nrUV7eztD7eTUnZGRwXETbW1tsFqt7KtD/j0GgwFGoxFyuZw9dsiHh3LftFotow4ULOrxeDAyMoL+\n/n709/fDZrOxNw6lzBMSk56ezmomanLCwsJY3UWy90B+UCCxGZhRaxAnjL4nZLrodDqZUB342kQI\n7+/vZ6I4IY39/f2M5On1ephMJphMJiQmJsLj8aCnp4fNE4l/MzIygra2NohEIsTHxyM5ORnJycls\n+0D8KyJ6E6RLDQw1++Pj4+jq6kJ3dzciIiKg1+sxPj4OlUrFFgoajYbHrGq1GvHx8aiurobL5YLN\nZuPxIb0HlDVHOXc0tnO73RCLxWzSKJPJEBkZyfJ+8jSisN3A5vOH+nYqMjISN9xwAxQKBXbs2BHS\nbA+YuQA/8sgjeOutt7B169Y5L/Q//vGP8V//9V+4++67sXfv3pCjN6lUik2bNsHn8+GWW26Bx+NB\nbm4u7r///llqq/8LtXr1amzYsAE7duzAJ598ckq5d0lJCR5//HE8+eSTePHFF0/ZECUmJmLHjh1Y\nvHjxKV9/+fLls6JHnnrqKXaKplHjt1mrVq3Cli1bOPuLymKx4L777kNfXx927NiBp556ik0lN23a\nhF27duGWW24JiaC99dZb3LiuXbs2pP9PT08PfvGLX5yW/xRYHR0d2LFjB6655ppZ24yJiTmta3dP\nTw/uv/9+XHnllUEI1q233jonqf5U9cc//hENDQ144IEH8Oabb+LBBx/8yts4VX3vxoxAcIwHKaGI\nWKbRaGA0GnlkQ1LlY8eOobW1FQMDAyxNzs7ORmZmJhQKBfN0mpubMTk5yV48S5cuRXFxMQQCAZqb\nm3Hw4EHU1NTwxYaQACJAi0Qi9gjq6OiAQCCAUqmEwWBAQkICoqKi2FSxuroaVqsV09PT0Ol0bLYX\nFxcHp9OJzs5OdHV1wel0cgNTVFSErKwsRgNqa2vZWVQsFiMnJwcpKSkcxEmeMx0dHbDZbOwvQ8iQ\nVquFQCCA1WpFa2srKisrYbfbIZPJoFarmUhNozciAVM4KDmDx8bGciMkEAiYo0XO1tRwADM/DIq7\nUCqV0Ol0HEIrEAgYOQkkHhMaNTAwAI/Hw6RlejzxyYgMTKhHdHQ03G43oqOjuaHyeDzo7e2Fw+GA\nz+fj0VxKSgqn0Xd1dcHhcPC2yTxxYmKCURtSpxUVFfE4jjyJKJZkYGAALpeLDRcJodJqtUxOF4vF\nkEgk0Ol0nMNkMBjQ2toKs9kMp9OJ8fFx2Gw21NbWQiAQICUlhRsskUgEsVgMo9HIXC8auTkcDnbj\n7u3t5TDg7OxsmEwmCIVCuFwubrooCy82NhaLFi2CTqeD0+mE3++HVqsF8L8LlB9UZt9ukUWEWCxm\nw9PAEgqFuOiii5Cfn4+//vWv2LdvX0jyampqKi6++GJER0fj6aefxokTJ0I2A+Xl5TjnnHNQX1/P\nxqyTk5PMJaTMPmBm5HXvvffi9ddfD1JCRUZG4pJLLkFWVhb27NmDffv2Bb1GeHg4LrroIuTl5eG3\nv/3trPupjEYjLr74YggEAvzqV7+aNXKjIgTW4/HM2eBIJBJcdNFFSE9Px/PPP4/PPvtsTodsYKbJ\nWrx4MT777DP861//AjDTdK5fvx6vvfYaRkZGoFQqcfHFF0Oj0cxqiPbv3/+ViM1ftcgfL9DHZ82a\nNVi6dCmAGXTp7rvvDtqPDz/8EC6XC2vXrsVFF12EqakpvP766+zqTAshYCbaJFS+XFhYGM455xxG\nat58882QROzAmpycxODgIPbu3TsLQV6zZs0sc8aTy+fzYWhoCPv37+d9ioiIwC233IJ//vOfQahh\nWFgYLrroIsTFxeG1117D0NAQ5HI5Lr74YiQlJeGuu+7Cp59+isHBQTz77LPfOjoEfI8IEa1GQ5Fn\n6cIbExODpKQkzJs3D0qlEsDM/LayshI1NTU8kkhISEBcXBzy8/ORnJyM8PBwdHV1ob29HWazGQKB\nAAaDAbm5uViwYAH0ej3MZjPq6upQUVHBuVEU7kkqNpq/m81mdHR0cCOTkpKCjIwMKJXKWf5HAwMD\nEIvFyMzMRG5uLtLS0nhsQ7liQqEQRqMRJSUlWLBgAeLi4jA+Ps77U1tbyyM5yjmLiIhgL6CWlhZ0\ndHTA7XZzvEdWVhZSUlL45NvU1ITq6mrU1dVxoK1Wq0V8fDxL1ckhm1AYv98PqVTKgaFyuZz3nQjW\nZATocDgwPDwMjUbDI5+EhATmx1AoK8ntAwnWQqEQExMTGBsbw9DQEJOHiftDniISiYTDaEkVqNFo\nIBaL4ff7Ybfb4fV6IRAIYLFYMDY2BoFAAIVCwbEhTqcTFosFERERCAsLg81mY7IzNd9dXV1smmky\nmTjvbmpqiuM1Ojo60NLSgoaGBjgcDtjtdlgsFlbdkdmmRqNhCwByP6fRFTUm1Ni43W5YLBa4XC60\nt7czakffZ7FYDIPBAIPBgMTERCgUCrS3tzOp3uv1wmw2o7OzE06nkxt/t9uNxsZGJjRS0DBl4pHt\ngV6vn2V78QNK9O2UXC7n6JTh4eFZo624uDjodDqsXLkSkZGR2L59+5wrZr1ej40bN+J//ud/QnJD\nxGIxtFotJ8tv376doy0Ci4j2VOeccw6qqqq4IaJoozPOOAMTExPYs2dPUONBv5EzzjgDYWFhuOuu\nu0IqibRaLebNm4fzzjsPr732WkjPGtpngUCA1tbWOY0eSfzys5/9DENDQ7j66quDGie5XM6eW2So\nmJubi4KCAmzfvh01NTUQi8X4wx/+gPLycrS0tMButyMxMRGrVq1CbW0tfv3rX4d87bkqPj4+KO/s\nq5ZarYZQKIROp4PJZAIwY2L44x//GMAMX2jPnj1Bz9m3bx+6u7uxc+dOFBUVwefzobOzk3mCgd+v\nmpqakInwGo0GDz74IMrKygDM8MgC30ufz4fe3t6Qn8XRo0dn8dXCwsKwfPlyTjI4laosMJJj6dKl\n2LlzJ0ZHR4N8qsLCwrBy5UoolUo0NDTw57R+/Xo0NTVh/fr1jIp+VT7Sl63vzYco0JgxkFxN8QEK\nhYK5K0ajER6PB2azGdXV1aitrUVfXx8jBRkZGcjJyUF6ejrEYjGb31HcgUwmg9FoxMqVK6HRaDA0\nNIRDhw6hubmZP3yZTAadToeysjLMmzcPQqEQ9fX1OHz4MGpqajAyMoLExETMnz8fCxYsQH5+PgCw\nJxHNMxUKBdLS0rBw4ULk5+dDKpVygGxbWxsiIyORlZWFJUuW8Oy8u7sb9fX1+Pzzz2G1WiEUCjnD\nJy8vD36/Hw6Hg9Vrra2tcLlcLNUvKipCfn4+4uLi0NfXhyNHjqCmpgZmsxljY2OQyWRQqVRMSI+K\nimKELT4+nk0uyWNIIBBwXhZ549jtdo6xIBI8jQQNBgPi4uL4Ik6GmjT6I04PoUOkJKSRD42UvF4v\n83wC/YHogu3xeNDX18cIWHt7O9RqNTd3RPqm26ipUygUjNj09PQEeSOR11J4eDi7nGdmZiItLQ1q\ntRpqtZrHnoWFhUzettlssNvt6O3thdlsxsDAAE6cOMHNp8FgQHJyMhISEphPpVQqkZ6eDrPZzIij\n1WpljpPL5UJrayubUur1emRkZKC4uBgFBQXIzMxkuwbiSzkcDoSHh2NqagojIyPQ6XSQSCSYmJhA\ndXU1mpqaWIk3b948pKamQqPRMBpGfKeTlX0/1DerM844A7/4xS/w8ssvY9++fbOMA1esWIHbbrsN\nr776Kq96v26lpaUx8fnWW2+dk7T90Ucf4Te/+U3QbYFjvDPPPBM33XQT7/PJjs0rV67Epk2beJ9P\nNmgEZn6r1157LceNhLowAzPclLvuugvNzc3YtGnTnAgSRXekpaUx2hNYZ599NjZs2ICdO3di7969\nAIBXX30V//jHP2YRffPz87Fnzx5MTEzAbrfjlVdeOS1CEqrOP/98XHfddV/5eVRarRbR0dG4+eab\nccUVVwAA3n33XR7TzdUYU3QHqXsvvfRS5ObmYufOnV8K0RocHMRDDz0EmUwGYMYXK3AMNjg4iJ07\nd+LgwYNf6jhefvllNDc3Y/369TCZTLOauLmqtrYWmzdvxgUXXBD0+n6/H6+88gqcTie2bdsGuVwO\nkUiE9PT07wQNClXf28js5NUoQbKHcQAAIABJREFU/S0UChEXFwej0Yjk5GRotVpMT0/DarWivr6e\nicbA/3oSnZwtZrVa0dbWBq/Xi/j4eKSnpyMnJwfJyclsTNjY2MhogUQiQVJSEoqKihiN6ejoQE1N\nDaqqqpiASzwmo9GImJgYdHV1obKykgNigRlfiHnz5iE3NxdyuRwOhwNNTU1obGxkMjapi+Li4jAx\nMYH29nZUVlaywR8Z+1GOmdlsRkNDAxobG/mCTtJ6QobkcjkjDmazGR6PBxKJhEdktJKSyWQ8dmtu\nbkZWVhbGx8cZKSA+yeDgINra2njE5/V6GQ0hObpEIuHGgcZdbrebo0isVisjIWRwSJ43ZA9P3kZk\n6kiEYSIKExQ8NjbG/JzJyUke7zidTiY7k28QNdwUZUH8pfj4eOh0OlgsFh4pUdArhdNS3pjdbudR\nJI1rY2NjYTQaOdm+p6cHra2t7OZNKruenh50dXWhs7OTG6HExETeTxoxkp+Qy+XC+Pg4BgcHgzyY\niFwqlUrZCXzevHnQ6XRITExk7hwFKpLnE41Eh4eH4Xa7MTAwgNbWVnYkn5ycZF8tiUTCv8kfmqFv\nrxwOB6qrq1FRURGkSpLJZCgvL0dubi5qampw9OjRU3rirFixAmvWrIFUKg35+SxbtgylpaWw2Ww4\nduzYKRVaPT09IS92CoUC5eXlMJlMqK6uxtGjR9HY2DjrcWRi+/TTT4dUWmVlZWHFihUQi8U4fvw4\nDh8+HHIEuHz5cpSWlqK/v58XkyeXSqVCeXk50tLSUF9fPwuRiY+PR3l5OTIzM1FfXx/UcHZ2doY0\nXRwZGUFDQwPGxsZgs9lw5MiRORux2NhYrFixAomJibPu02q1czZ6X6YCn5uSkoIVK1bg9ddfP20j\n4vF4mGwfGRmJ66+/HvPmzWNFcGD5/X7s27cvSP03MTER9F1LT08P+v37fD4sWbKEF/vADAF67969\nIZtfEp6Q5cx//dd/Yd++fXM6plM5nU4cO3aMjYUDKyYmBpGRkWhvb8eiRYvYxykzMxPXXnttEJ+r\nqqrqlDEfX6f+T3CIAknWIpEIarUaubm5fNLu6+tDXV0djh8/jomJCY6qMBqNKC4uxooVKyCVSuF0\nOlmGbrFY4Pf7YTKZsGDBAuTk5CAmJgZVVVWcT0ZybJlMhvT0dCxZsgRSqRT9/f04evQoqqqq0NnZ\nyfybjIwM6PV6SKVSjIyMoKWlhZEmj8cDnU6HoqIiLF68GKmpqZxRVVtbi7a2NlZTxcbGIjo6GlNT\nUxwye+LECVgsFk6tT0pKglQqhcvlQl1dHQ4cOACHw8ENnFarZeJ3QkIChEIhN0N2u50J22SgSMTf\niYkJ9PT0MOeGIEgaS/l8PvY2ohEgeRup1WpWLZF6jOBfaoSGhoYYgXE4HEGp6mKxmEd/RDamRi0p\nKQkAeEQWGRmJ2NhYDA8Pw+FwsCKNiN3UFFGzRKuJwPEfADawpMaEVFxk2Oh0OjEyMsL2AeRE3dnZ\niejoaLS3t6O/v5/HjeT9Ex0dDbvdDp1OB51Oh/b2drS1tTG/ymazsSVEbGwsw/hFRUVQqVSQSCSs\n2iODSELgyHbA7Xaz5H54eBhFRUUoLi5Gamoq1Go1E6NJRdTb28vHS+oasViMyspK9PX14fDhwxgZ\nGcHAwADS0tKQl5fHvyUAP4zLvsXau3cvIxaBpdFocMcdd6C2thYbN26c8/lkXHrVVVdh3bp1AMDx\nNoF1xRVXICcnBxs2bAi5iqZA5ampqTl9W4if8cUXX7ARXmAFxivR7y7U/UuXLsVvfvMbbNiwAS+9\n9NKcx3TllVciMzMTGzZsCEnKFQqFSE9Px913340PP/wQW7ZswXPPPRdEItfr9bj77ruxb9++U3oC\n0eLC7/ejuroat99++2nJvEKhEBqNBps2bcKyZctm3f/ggw+e8rP7KnXBBRdg/vz5X+qx9D4HNgUm\nkwk7d+6cRfz2+/24/vrruTmh6UtgvfTSS0GfU0JCAp5//vkg76Rjx46hvb2dM9RO/h5ZLBY88MAD\n+PnPf45HH30U1113XVDEzMkimcB6++23g6wEhEIhnnvuORgMBmzcuBEOh4MVgPPnz+dRH23zwQcf\n/M9oiAIh+pNvo3DRpKQk+P1+2Gw21NXVseosKiqKuSolJSXIz89HZGQkuru70djYyI2F1+tFTk4O\new1NTk6isrKSG5iIiAjodDo2RczLy0NOTg6v9OkCFR0djezsbJSUlGDRokWMINXU1KC1tRVjY2OQ\nSqXQ6/U82oiPj4fFYkFLSwsqKyths9kQHx+PefPmoaioCAUFBRCJRGhsbERVVRXq6+u506bXSkxM\nhFAoZHO94eFhbmoiIyOZzEsGgWRVYLVaMTo6yuNGjUbDmWTj4+Mwm804duwYent7ERMTg7i4OI7H\n8Hq96O/vR21tLUd7kHmfRqNBWloaDAYDlEolN099fX2MjFADFCilpwwxkpETCkRp9jSPT0hI4BMX\nIUEAmHvkcrnQ09PDqsLp6WnExsbyCbqrq4uJ3xQOGxERwWgMhdv6/X7m1qjVauaKUcYaoTt9fX1B\n+WBkC0D8Io1Gg4iICKhUKuj1euTn58Nms6G7u5uzxgYHB+F0OtHf3w+PxwOr1YrOzk6kpqYiKSkJ\nKpUKZWVlSExMZH8g4oYRYup2uxnxI75VUlISJBIJj1Nra2sZ2XI6nejt7UVUVBSkUilycnIgk8lY\nbelyudDQ0ACn08kcPZlMxifMQE7RD/X91ZIlS3DdddehtraWRylpaWmzlD51dXV466235vRkueKK\nK7Bw4UI888wzX/viodVqcd111yEyMhLXXXcdDh06FHS/Wq3Ghg0bEBMTg2uuuWZOpGPRokW47rrr\n0NDQgDfeeGNOzsm6detQWlqK3/3udzhy5AhGRkbw+OOPswr2q9QZZ5yBdevWMZIfKiD25Lrgggvw\nox/9CO+8886s2A8A3wgd+ial1WqxYcMGdHd3s3lhXV0dnnvuuZAj17y8PP6+vP3223jjjTdOuX2X\ny4U9e/YEeSdJpVJcf/31iImJgdvtxnPPPYfKyspZz/3444/hdrtRVlaGCy64gG/v6enBs88+OycS\nF1jT09N4/vnnUVpaim3btsFqtfJ3f+nSpdiwYQPCwsLQ0tKCZ599Fp988slpt/lV63tDiEKtRKkp\noowscks2m80YGhriiwQhEyaTCUlJSYzWHD16FE1NTRgdHWVSY3FxMdRqNRobG3m0NTY2xiqrpKQk\npKamIjk5GRqNhlPDSc6sUCiQl5eHkpISZGVlQSQScTBnb28vpqamEBcXh5SUFBQWFjKpm/bn2LFj\nCAsLg1arRXFxMQoLC5GSksLHReGxIpEIGRkZyMvL4xGN1+tli/uRkZEgB2aSm8fGxvKIh0JTCV0h\ntVxERAQ8Hg+am5t5XOj1eiGTydgMkYi61HiQ8iwqKopl9MSJoQbC7Xajra2NmwciXdPYkyT3lEZP\n6iuJRMJNC/0dOIoL9Cjy+XysCCNCsUwmg0AgQHx8PJxOJ0eDUKI8rSCooSWHbdoXhUKB6OhoxMbG\nsjJOLBazB1NdXR3HvVCEzNTUFJtLEpKn1+uZNB0fH4/U1FTk5uaiv78fFosFHR0d3IhQnMnY2Bgb\nOGq1Wn6fRkZG0NfXh4iICHaaBmYUJy6Xi3PhBAIB+3okJCQw8dvv96Ovrw/Dw8OwWCwYHx/nOJnA\nINf29nbY7Xb4fD7Y7Xb2ZQJ+cKr+rot4aGThEapIWVpaWgqNRoM///nP7F20Y8cOXHzxxairq+Pv\nxyuvvBLS24iKOI9PP/10yAs5iT8aGhpCmitmZGQw96yyshIvv/xy0P1paWmYN28e0tLSUFdXN6cn\nDTCjPLv88stxww03nHafqSGi2IlAtC0zMxM5OTmor6+f0xBSIpEgJycHxcXFUCqVqKioCInYJSYm\nIicnJ+i2goICiMVi7Nu3b1ZUybdddrsd+/btg0gkwllnnXXKx+r1elxyySX4/PPPuSHq7e3Fm2++\nGYTKADPX0ttuu429ifLz87kZ7O3tRX19/azfu8fjmeUVlZWVheLiYmg0Gng8HixYsAA+n48X8VRN\nTU0cqB5o7xAREYHFixcjIiJizu88ld/vx4EDByASibB582a88MILfJzETQMAm82Gd99997SS/69T\n35sxY+CHEeg/Q8hRWFgY+vr6YDabOQJDrVajv78fUqmU1TikUiAW++DgIDcoRqORn0Mjt8nJSSQl\nJaG4uJjJxISQ0MiAVsmxsbGcGZSTk8Njuf7+fk5CDw8Ph1wuh1arZcKy0+lEdXU1jh07hvr6eqSn\np3O2mkwmY7VYT08PJ9yTWowuYFNTU7Db7WhtbWWEgV5vYmKC3Z3Hx8fR19eHjo4O9j6i+IqIiAhE\nR0cDAHsSmc1mTE1NBYWREqweWCS3p+R0o9EIhUIBv9/P6oa+vj7mRlHKfVRUFDdRer2eCc4km6f0\nekKJAlPmaX/IyVooFHKcBuVwRUZGYmJigiXlPT096OjoYC4PkepHR0fh9XrZv6etrY2z14qLi9lM\nk7hGJE8nPx+9Xs/Zb+3t7Yz22Gw2dHV1QaFQoLCwkP2GKNKEULSsrCz09fWhubkZGo2GA4WHh4fR\n1taGkZERaDQaGAwGbm5ItUhS1UDUlIQCXq8XQ0NDmJqa4hHmggULWDFITWFPTw+jdFlZWfz9Hh0d\n5ZgTajqJj0U8sB/qu6mLLroIa9aswa5du+ZEUVQqFbZu3YrBwUFcc801szg4g4ODePjhh1kZForb\n8VXq0ksvxcqVK/HAAw+EXPlffPHFOPfcc7Fz586QgbQ/+clPcOGFF2LXrl0hozu+i7r88suxbNky\n7Ny5M+Q+A4BOp8OOHTvQ3t6OjRs3zklaX758OXbv3h102+9//3vccccd34jo/mWrqqoKN910E265\n5ZaQ3kGBRWKjL+Mj5Pf78fvf/57jSq6++mre/ltvvYUtW7bMUj6GKrPZjB07diAiIgIymQzbt29H\nSUkJNm/ePIt07/F48OSTTwYdR0pKCu666y6YTCbcddddp32977v+TzhVB0Z3TE9Pw+l0wmw2o6mp\nieM2hEIhRCIRGyJmZGRwqvzx48fR3t4Oj8eDhIQEmEwmJsQNDQ3hyJEjOHLkCMxmM3vGZGZmsqke\n+djYbDbU19ejrq4Ora2tjA4ZDAaIxWJ2Cj1+/DgaGhqYuJydnY38/Hyo1Wo2lezo6MDo6CgUCgWP\n7tRqNaanp7lDb29vx8TEBOLi4qBSqYKyzsj76MSJE3A6ndygKBQKJlyTjTmplcLDwxEdHY3w8HBu\nRshEkbgwfr+fPXcopZ4Im0KhkFPsyS05MTERKpUKAoGAL+iECE1PT3OmGXFiiCBN2yayNDDTfJAM\nmYjPgeqzqKgo3n9C6eh7Qeo1uVzOf5NSilCekZEReL1ezlQLjBWh16eYlsHBQR4HKhQKOBwORo4E\nAgH0ej0SExOZSE+u6DabDT6fj13QBwcH0djYCKVSyd5SJJunsZVWq0VGRgY3kvQeknVBREQEUlJS\nEBsbC5VKBZPJhLi4OG6YR0dHuVmcnJyE1WrFwYMH2blcp9MhLy8P09PTaG9vh8PhYKVfR0cHZ1jp\ndDqUlJRwvAeRwWkkSFEpP9S3WxkZGVi7di1EIhH+8pe/zHIbpjrjjDOwYsUK1NXVoaqqalaCOwBe\nKM0VDkuVl5eHtWvXYmBgAM8888ys8ZTJZMKFF14IgUCAV155BfX19UH7lJmZibVr1yIiIgJ/+ctf\nUFNTE3KfpVIpVCoVhoeH52wgZDIZLrzwQqSkpOD+++8PSaIGZlCMtWvXwmaz4dlnn52lnMrOzsaF\nF14Iv9+PV199FfX19SGdts855xwsXrwYFRUVqKiomIWenHXWWVi2bBkLME7OTdu7d+93EgsRqmiU\nTiOnL1MCgQD33HMPCgoKTsmHGhwc5M8kEB0TCATYsWMH+8u9/fbbc7pXT0xM8GsMDAzgnXfegclk\nwm233YYPP/wwqLGnPMvAovNzqDiS01V5eTnuu+8+ADPnbvo3AFx55ZX47LPPvvWx2fc6MgsMdSVk\naGJignksDQ0N6OzsxPT0NJNTs7KyeBTQ3d2N1tZW1NTUwGq1IiwsDEajEfPnz8eSJUvg9/vR0dGB\no0ePorq6GjabjUdjpMzy+XywWq3sMVNRUYH29nb4/X62yifvls7OThw9epTVE/Hx8UhJSUFeXh7y\n8vIgkUjY36i3txdhYWFIT09HaWkpioqKIJPJ0N/fj7a2NtTU1KCzsxMCgQByuRw6nQ4ajQZCoRBW\nqxU1NTVoaGhAS0sLjxCjo6Oh1+uxYMECREdHY2hoCCdOnGCPoISEBE5A1+l0UCgUnL9WX18Pr9fL\nqwzytyEJqN/vR3h4OL8WNUaELgwNDTE/hvgnSqUSCoWC+To0EqMxkEKhYK7RyMgI3G43q8YICSHC\nHaFBFKFBSjQKFCRVVkxMDBsX0uiNLBo8Hg/Gx8fR39/PGWLd3d1sukkk7NbWVnR2dvI2CGki80vK\ndktOTkZ6ejry8/Oh0WhQU1ODpqYmDA8PM9LS2dnJTWZycjIGBwdRUFAAk8nEvCOj0QiTycTZc2TZ\nT4RumUyGsLAwVlzodDoYjUbU1NTA7/djZGSE7QoogJec0b1eL/ti0ViMECaXy8UeRampqTCZTCgo\nKIDBYEBzczMjjMTZ+kF6/+2WQCCASqXCvHnz8NOf/hTPP/88nn766VmPE4vFUCqVWLFiBcrLy3HH\nHXeERGO+TAmFQiiVSpSWluLyyy/Hr371q6AMqrCwMKhUKpSWluKyyy7DY489FhKZyMjIwJYtW/DI\nI4/M6SOkVCrh9/uZsxmq4uLikJWVhfPPPx8dHR244447ZpF7hUIhVCoV5s+fj8svvxw7d+7kUUng\nMdH9Dz/8MF544YU534N58+ahrKwMd9xxB06cOMGfAymqysvLcfnllwOYkejfeeedc26LInAGBgZm\nISJ0v1KphEAgwPj4ONuTfNX66KOPQkakhKrLLrsMu3btglKp/NJuz5999hl7U61duxa7d+9mq5Hm\n5mZ0d3dzsz0XT8vj8eDVV1/FqlWr8NBDD/GYH5jhH4VSFFJRMHtgDQ0NzWpoyew2PDwcK1aswIoV\nKwAAf/rTn9iHqLS0FLt374bL5frPaYjoBEzjKVIPORwOtLW1ob6+nlfk9CMmv6FAwnFrayssFgs8\nHg8rwdLT0xEbGwu73c7/0SpYLpezkWB4eDiGhoZQW1uLgwcPoqKiggNN8/PzUVZWhsLCQoSFhaGr\nqwsHDhxAfX09HA4HoqKikJGRgRUrViAtLQ3R0dEYHR3lLDOXy8VJ5rm5ucx1am9vx6FDh9De3o7R\n0VFIpVL2EkpMTER/fz83VXSxJeUVXdBSUlLQ3NyM+vp6NDQ0IDIyEvHx8ezuTHlvIyMjLPk3m80I\nDw/nMQ1FjgT6AVEga1ZWFnNmJBIJBgcH0dPTw3EjZBJIROXo6GhOgqemdnx8nJObiRjtdruZIE37\nKhaLOfaCmiBSkRHJl5pn4gMRopaYmMjcI+IERURE8PiJRoZk1EnmhYHpy+R2PTQ0xOM5Ur15PB4k\nJiZCLpejoKAAarUaRqMR7e3taG9vR1dXF0ZGRvjYxsbGmJxtt9thNBqRlJTEERyk0hkcHORGxel0\nMqoTFRWF8fFxpKamYv78+cjLy+NRHGXGkZu4VCplqb3VaoXRaEReXh7ziY4fP87eRIEnOJPJBIPB\ngPj4eAiFQuZVUbRIZGTkrPHpD/X1iqI7kpKScO+996K6ujrk43JycrB161bU1dXhjjvu+EaeKxTd\nERMTg1tuuWWWpF8ikeDmm29GfHw8q92+TuXm5mLr1q2oqak5bbjrhRdeiHfeeQeHDh0KqXSLi4vD\npk2b2Jvn5H2mY4mLi8OWLVuYVzRX/fWvf8XHH3/MVigkUV+5ciUA4NNPP2Wy7umQoCVLlmDbtm3Y\nvXt3UMwG1cKFC7F161ZERESgvr4eu3fvDin5/zZr37592LBhA7Zu3fq1nn/w4EFs2LCBkfBf/OIX\niI+Px+DgIHbv3n3aZryyshI///nPsXr1am6m33zzTTzxxBNzPmflypWzGu/f//73QY0v8YQuueQS\nxMfHz7mtlpYW3Hnnnd+Jm/j3pjKjHwatSEldRBdfs9nM4wSdTofMzExkZmZCJpMx+bWhoYFHAmq1\nGllZWcjNzYXBYOAUZ4fDwZwLCiqlpHOXy4WOjg40NDQwKUylUiErKwvLly9HYWEh4uPj0d7ejsbG\nRhw7doyNHnNycjB//nzk5uZytpjVakVDQwO6urqY41FQUICEhAT4fD40NTXh+PHjqKurg8fjgVKp\nZGUZkdaIE0OOoaRsSklJQWpqKqKjo9Hf34/m5mY0NTXBbrczOTc6OprHNTabjVVZPp+PCdjJycnI\nycmBXC5HZGQkRkdHecUWHh7OHlA0QiMEgZRlZDtPcn76jxRc5KfjcrmYlEweP2NjY/B4PGwASQ0x\nZZxRM+RyueD1ejE1NcVjHPJKIhQp0F9JKpXyqE6hULCCLDs7mxEziUTCYaiBMTF0fOSVRPJ1MpWk\nSA1CvrKzsyGXy9lLqqenB319fZwV193djcnJSUZwBgYGYDAYIBKJeOSZnp7OpqIEa9PKcmJiIuhz\nJzWbVCqF2WxGf38/N7GEhpF/VXp6OrRaLXJzc+HxeDjVnhYcY2NjCA8P5ww74qERKvcDMvTtllAo\nRE5ODmJjY1FRUTHnal4ul6OsrAy1tbUhL0YJCQlYsmQJwsLC8Prrr895Ec/Ly8OiRYsQERGBhoYG\nfPbZZ4ywAjON16JFixAVFcX3nxwnEh4ejqVLlyIrKwvvvvvurIZJKBRi8eLFKC0txeDgIPsNnVwa\njQZLlixBSkoKLwLnSomPjIxEQUEBnE4nvvjii6AGPjc3F4sWLYJIJOJ9Pp3SrK2tLUjVRK721KhU\nVVWFJFiHqtHRUXR2djLl4eRKSEiA1WrlwOrzzjtv1nsaqsbHx3HgwIGQY9HTFQlt0tLSYDKZcN55\n5wV9zq2trXMGywIIil1KT09Hbm4uW3csXrwYIpEIBw4cmJNjNDAwgP379/OEAZh5Hy6//HJ88cUX\n/D5TEsORI0fg9/uxbNkyfPHFF2wFYDQa8bOf/Sxo2zRFofDb1tZWLFmyJOgxw8PDXxtBPV2dsiES\nCAR/ALAagM3v9+f/+zYFgFcBJAPoAHCJ3+93/vu+OwGsBzAF4Bd+v//LYYD43ybJ7XbD4XCgt7cX\n09PT0Gq1WLZsGfLy8qDX6zEwMID29nYePVgsFigUCphMJsyfP59VBT09PRgYGGCvFmAGjktPT4fB\nYIDf74fVakV1dTUaGxv5C5KVlYWVK1di1apV0Gq1TCI+ceIEqqurkZCQgJycHJx//vnIzs5GfHw8\n845onzo7OxEfH4/ExETk5uZCLBajp6cHn332GQ4dOoS2tjZWJJ177rl8wWxtbWVOkNvtZkVVcXEx\niouLodPpMDIygsrKSpw4cYJhTlrpU/itUChETU0N6uvrMTk5yfwk4rlkZGRgcnKSR1fUnJApYnJy\nMofuDg0N8ZiNkDXKVCOzRvJGoWaHlGEUqErKQeL+0OgnIiKCIzWmp6cxNjYGv98Pn8/HSBOdaACw\nio0QJuIRUY6aTqfjwF0y5KRm2mAwsAqLECEaNZL/D23bbrejq6sLTU1N0Gq1SE5OhslkQlpaGpKS\nkqDValFQUIDh4WFu3inepaOjA83NzbBYLGzcSEaKFJ9iMpmQkJAAg8GAmpoa9nsivhON0hYuXMgZ\nZTSeJA+twcFBSCQSjI+Ps1XE8PAw8vPzkZ+fj6ioKPzrX/9Cd3c3RCIR3G43WzI4HA5WO1JYcChi\n/X9C/f95DvuuilyfX375ZWzZsmVONeDq1atxyy23YMOGDXj//fdnPe6cc87B9u3bce211+Ldd98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kZlZSUOHz7MKfYmkwmFhYXIzs6Gx+NBQ0MDPvnkExw/fhw+nw/Lly9HcXEx5s2bh/b2dpjN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\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Gcrmc10vECMjlcggEAtYZkZW7oaEBHR0dSEhI4BBJl8vF9n4CBLReIYEzabWA7z6oCeDS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\nFg70YKL4m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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.filter import threshold_otsu\n", "\n", "im = imread('http://biometrics.idealtest.org/userfiles/image/FingerprintV5Fig.1.jpg')[:,:150,0]\n", "th_otsu = threshold_otsu(im)\n", "\n", "R = (imsee also:\n", "* Morphological algorithms [DIPM](../00-Preface/06-References.ipynb#[DIPM]) pp143-166" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pruning\n", "\n", "The skeleton, or other morphological processing can produce unwanted small artifacts, these irragularities can often be removed used by a process called pruning. \n", "\n", "Pruning is a specific thinning algorithm using the following structuring element (and ther rotations):\n", "\n", "$$\n", "\\begin{matrix}\n", " 0 & 0 & 0 \\\\\n", " 0 & 1 & 0 \\\\\n", " 0 & \\cdot & \\cdot\n", " \\end{matrix}\n", " $$\n", " \n", " and\n", " \n", " $$\n", "\\begin{matrix}\n", " 0 & 0 & 0 \\\\\n", " 0 & 1 & 0 \\\\\n", " \\cdot & \\cdot & 0\n", " \\end{matrix}\n", " $$\n", " \n", " and there 3 other orientations,\n", " example of a pruning applied iteratively on a binary skeleton:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ima = imread('http://homepages.ulb.ac.be/~odebeir/data/programs.png')[:,:,0] >10\n", "\n", "# skeletoninzing structuring elements\n", "B1 = np.array([[0,0,0],[2,1,2],[1,1,1]])\n", "B2 = np.array([[2,0,0],[1,1,0],[2,1,2]])\n", "selem = rotate_4(B1) + rotate_4(B2) #join the two list of structuring element\n", "\n", "R = ima.copy()\n", "\n", "for i in range(12):\n", " for s in selem:\n", " HoM = hit_or_miss(R,s) \n", " R[HoM] = 0\n", "\n", "plt.figure(figsize=[10,10])\n", "plt.subplot(1,2,1)\n", "plt.imshow(ima,interpolation='nearest',cmap=plt.cm.gray)\n", "plt.subplot(1,2,2)\n", "plt.imshow(ima,interpolation='nearest',alpha = .8,cmap=plt.cm.gray)\n", "plt.imshow(R,interpolation='nearest',alpha=.5,cmap=plt.cm.gray);\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2keSNpZQ3lFJekeQ9ST534jIMqpTyfaWUH1z8/P1J3p7k67muh/ct3va+JJ/d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\nv53kvUuPfTzJl2utP5bkj6e/p5TytiQfSvK26b/5jVKKKZQADJWMBKB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pruning structuring elements\n", "B1 = np.array([[0,0,0],[0,1,0],[0,2,2]])\n", "B2 = np.array([[0,0,0],[0,1,0],[2,2,0]])\n", "selem = rotate_4(B1) + rotate_4(B2) #join the two list of structuring element\n", "\n", "plt.figure(figsize=[15,25])\n", "\n", "k = 1\n", "for i in range(24):\n", " for s in selem:\n", " HoM = hit_or_miss(R,s) \n", " R[HoM] = 0\n", "\n", " if k%3 == 0:\n", " plt.subplot(4,2,k/3)\n", " plt.imshow(ima,interpolation='nearest',alpha = .7,cmap=plt.cm.gray)\n", " plt.imshow(R.copy(),interpolation='nearest',alpha=.8,cmap=plt.cm.gray);\n", " k += 1\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Distance Map \n", "\n", "The distance function $dist_X$ associate to a set $X$, the distance for each point of $X$ to the background\n", "\n", "$$ dist_X(p) = min\\{n \\in \\mathbb \\; | \\; p \\notin X \\ominus nB \\}$$\n", "\n", "explicit distance map (brute force) computing can be computer intensive, therefore other appriximated distance are proposed\n", "\n", "* the city-block distance\n", "\n", "$$\n", "\\begin{matrix}\n", " & 1 & \\\\\n", "1 & 0 & 1 \\\\\n", " & 1 & \\\\\n", " \\end{matrix}\n", " $$\n", "\n", "* the chess-board distance\n", "\n", "$$\n", "\\begin{matrix}\n", "1 & 1 & 1 \\\\\n", "1 & 0 & 1 \\\\\n", "1 & 1 & 1 \\\\\n", " \\end{matrix}\n", " $$\n", "\n", "* the chamfer distance\n", "\n", "$$\n", "\\begin{matrix}\n", "4 & 3 & 4 \\\\\n", "3 & 0 & 3 \\\\\n", "4 & 3 & 4 \\\\\n", " \\end{matrix}\n", " $$\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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rpc/b9awaoOWCxLJdr83NQgoTdv5b0d7aoJb9p3+zJ6nI9gbk1AwQpdUM6eP8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\nKBcpKQmpUYpIAyUbp24hhRqlqMYBk81Z5qot5Io2RxWWx55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AALq7uwYq1XiTaI5NvlAg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Gj5Lqys/PX7p0aVJSktFo7Nix48cffywEfknt6m/cuPH+++8bjUbyvBCzadMm4nR3IFBYo9Ec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dWWqht+dONRXxnmxGKAxDiHdssIdzD2WCz23LPP/Wbub6qqqsLhcCwWW7Vq1fLly1tbWy+9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\n3vrjH/+4tLR0/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mf6sCAtwggAJJIAz5jXzpMizjkBVVRUVFRUuHsTSHrnDncZk6E2Gg+5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Tcl1niiKieYgMhMNbUTlxBkx+Wtu/sXJvmn3eRZOGJpqSwt021fDKfuVWy01s+YQ+wkpW\notYvCVyia256ApZmninaXVaBEEPRkvMtWQmflcCB+TBlSpaNjo4OQ7PIol+slYCisxXntHnjl397\n9VXF77/t3l9yhX364YdvLF2alZH5kzvu8LicQNxSeQMASIh6K1tD7J/q6uqVK1ceOHBg3bp1e/bs\nGTFihJVhJLq1RK7lunXrdu3a9dlnnxUWFo4dO1Zu1CRkEtHBgwcXL168Z8+eqVOn3nbbbdu2bXv/\n/fdPnDgxcODACRMmnFWrRuk4RDx06NDjjz++devWSy+99KKLLtq3b9/atWuLi4v79+9/6aWXxkkE\n0dIf+dSpU6+8+sqbb7550UUX3XLLLSdOnHjzzTd37dqVl5d3xx13JNqsARGDweCzzz67bNmyYcOG\n/eIXvwgEAh9++OFzzz1XUFAwd+5cWyvZODch/EoktZgRwkMUXWgIGFOIgBDNtu8EBCjMFZOxJYdY\nd04qsXXrLL+mu0uhTMdKgKwMSf6Z3CgIeSw6IFhLv5PQEtY1yNXKTJLk2FsUdYPmjzFqMmMS8m2c\nO+gwNAsAmrVaIDCGECISsmB9/e5du8oqq26Zed3dDz6oh8Ppaem/e/TRHdu3Tau6Oq97d5kbDwBc\n1Nm0YhdK6+TMmTPLli0rLi4+fvx4fX29zG2Seip+iHSoQCCwZMmS4uLigwcPivK3KJ2SkKrSdX3v\n3r1ff/31oEGDfvrTn44fP76kpGT16tVHjhz56quvxo8fL2/nrGRLxul27Nixe/duInroVw+NvmD0\n/v37A4HA2rVr9+3bN2nSJGvFUBtircqxtLT0888/d7lcc+fOveqqqxoaGsrKylatWvX555/feOON\n6enpcd6sfEQVFRXLly/3eDwzZ8689957a2pqamtrly9fvmrVqjvvvNNOWbBx7gMRCJADEBBT1HAo\nrGkaAKmq6mAOQiBOqvSDcV1xOM46DMci3HAFhUIhYe24XC60TAy0nhYn5FWibjcYDLpcLiE26rT4\nGQznvKGhQXrTBXsT/4qSmqg7in+p4mYjkUg4HBb9a6zt2pPgbZqmNTY2ihptaWkrihIKhdLT05Pz\nEVrdV6FQSPzpcDgURRHsTRzYduMPAx2JZkV14xPeKQQkTqHG0NHjxwLBurSMLJ/Xx52uXn36NAAc\nqaiorq3twRA4A+KGQ19YkG26sgCgW7duixYtCgQCixcvfuutt6K84gmxIrFbunXr9uSTT3LO//zn\nP7/wwgsiycDqdU/oaTDGRowY8dRTT3Xt2nXkyJE+n69r166qqnbq1EmMF5TjSM+6TmndDhw48Kk/\nPBWOhIcOG5qent65c2efz0dExCn25NZESVc/57xv374LFixobGycOHGi3+9PT0/PysoSSjChm5W2\nuN/vf/LJJxljF1xwQXp6uqqq6enpIjkslaCADRvfD1DMyAGGDDSuf7Nj+8oV72/95BOmukZOHH/D\nj388aPBA0HTQDVtOURWgpg5beDavFhHt3r175cqVa9asqampGTFixIwZMyZPnmxNr0x0m4hLioqK\nli1b9sUXX0QikVGjRt14440XXHCB2HpRMw3jQUlJyaJFi7788kvOeVpaWjgcrqury8nJcTqd8+fP\nv+qqq4S0RDsXaJpWWVn5/vvvr127tqSkpF+/ftOnT7/++utF8yqrAyn+1e7YsWPevHnl5eUej0cY\nzJFIRNO03Nzc9957r2vXrsJMTYgSCfVYX1//wQcffPrpp+vWrcvLy7v22mtnzZrVvXt3cY406W2y\n1dHRkWiWhAz/aRHN4XIxh9LY2KA3NhIBqgpD5ECKqjgYVldX1wbrwMyXAEJr/WCLykaYLKLxwdCh\nQysrK7OyssTrTRcm7nUnIpfLNXjwYF3Xu3XrJkhDlH2Z0P5njPXv33/AgAFCgq7rn376aSQSaWho\nGD9ufDxCokxbzvmQIUMGDRokKlkikciuXbuKi4u9Xm+//v3iVKMiK0t6/rp27XrTTTfJ6Te7d+/e\ntm1bly5dJk+eLNqZxg9BSbOzs++44w4hkIj279+/Y8eOYDA4efJkSJyq2rDx/cBII0UgYKKmUNP1\nTZs3P/bIb4r2/96/ZQAAHCpJREFU7HEj04EKv/n6H8teW/r++0MHDyFdA2FFMuQRjTEL1WiTIxUX\nF8+ZM+ebb77x+/2qqm7fvn3JkiUvvPDCXXfdBc0DVQltli+++GLGjBnBYJAxpmnapk2b1q9f/+yz\nz06cOJGIhPMpIa1YX1//7bffHjhwQGohxtihQ4dyc3MDgYBQtqqqJlpVd/r06V/+8pdvvfWWUBHf\nfPPNW2+9deDAgccee0zMLksi36u+vn7Pnj3BYFD8qaqqaHB/5MiRKMM7frHCmffEE08sXrw4GAwi\n4sGDB9evX79z587HH388NzdXyrQ51g8AHeM/YWuKxeF0EnFd05mi1BHVE2nEjUZTTKnlFCHelItg\nvbL1EWPCeBJ7STpRAECEzKJejB/yEoxJzIzKkYofcj3BYPCtt96677770tPTn3jiiTEXjYlH5UXZ\nteJk4boPBoNr16594oknysrK/uu//mvixIlg0dFti5XpsWBWHiFiY2Pjpk2b7r333pMnT86ZM+fa\na65NqHYam1cwCU/7tm3bHn300d27d997772zZ8+OX5oNG/901NfXr12zZs+evTOum7nk3feeW/bG\n4PNHHaute+Wll+sbGsU3npC4riFLQNWsWrVq9+7dV1xxxfvvv//6669PmTJFUZTnnnuurq5OnJCE\niXjmzJnnn38+HA7PmTNnzZo1H3300X333ZeVlXXixIlwOCw4VqL57/369Xvuuee2bNmyefPmr776\natu2bY8//rjH4xk8ePCQIUMEwUpUJhG9++6777777tSpU99+++0vvvji2WefTUtL++tf/1pUVCR1\nSKKqe+jQoevWrduyZUthYeHWrVvXrFlzyy23ZGZm3nLLLaIwKIlcBUTcvHnzm2++CQBLliz58ssv\nX3zxxSuvvBIRa2pqwLTq23EEkI1/IjqkN0uCc46MMcYIgAEyAOBGZQ3XdQXAqTpUxdEapWrj+yvD\nbfKkFhMVk1iwrMJDbMb1khArchoOHTr097//fenSpfn5+fPnz585c2bUsOQ4xcpzTp06tXz58tde\ne40xtnDhwuuvv16MtrAq6NZkyoRWa3/R06dPf/DBB4sWLWKMzZ8//4477hAOwkQhvW7V1dVr1679\n61//evjw4fvuu+/nP/95VlZWKom9Nmx8t0DR0YGh0aOB1dbVFhXt86T5Ro8bO3b8eIfqKD54eMdv\ntn+zefPxshP9CnoREHFgjJGRBQ9GIVCbX/BIJDJ+/PiZM2dOnDhR1/X169d/+eWXp06dko03k9gg\nJSUl27dvdzqdDz74YEFBga7ro0ePDofDouNUcmanz+cbPHgwmCqirKxsw4YNPXv2vPvuu4cOHWo8\ns0S8RMJ2rampSU9Pv/jii6dPn+52u/v27fuXv/zl+PHjjQ2Nid61RGZm5siRI8Wxpmkff/zxtm3b\nhg8f/qtf/crpdMrTEnoCoVCosLCwqqrq1ltv/clPflJfX3/eeeddffXVQCAyVmVYwFZoPwB0DJoV\n9UWTJYNMUbRIWFGZ2+XOcLtcAAxAYUzXeGN9vROgU1aWP83HohgNtMWwJFEwDqCphYl1wydBicDc\nik2bByE5JSWg6/qePXv++Mc/bty48ZJLLrnzzjvHjBmDzdNd2xZuTecXB8eOHVuwYMHq1asvuuii\nn//852PGjPF6vdDc9dWGgRX7Vmlp6UsvvbRs2bKCgoL58+dPmjRJCEwI1qdXW1P78ssvL1myJCsr\n67HHHrv66qtFA0DbwW7j3AWRSAlFswdNqLHxWNmJMBpKgDjP75nHAAONDadOn+7Xpy8PhxnD5gXW\nZJTutK4tbrnlllmzZvn9/pqamn379h04cCAjI+Ouu+4Sphc2b0kQJw4dOtTY2JiXl1daWvrRRx+V\nl5fn5+ePHz9+wIABMtVBqs2EnE/ioL6+/umnn16/fv0DDzwwdepU6eduW1rsu4g4YcKEFStWbNiw\noaCgID8//+uvvy4rKxs9enRut1y5vESfAJpZuURUUlLywgsvBAKBhx9+uH///nFKiEUwGCwuLm5o\naMjIyFixYsXOnTsdDsfw4cMvvPBC1dEUgbXxw0DHoFkCTbU25gbRdY05HFzXPW5XXn5+usd7pKTk\n228PuB3OvTt3ehALunTNzswCzkXrGmSWGFkrXW8ErBtSsCLJjZLbAGgpA47a4ZRs3XJFRcVLL730\n3nvvjR8/fs6cOT169Dhx4gQi+nw+wTxkmK/Fy62z7oUeqa+vf+qpp/7nf/5n2LBhc+fOPe+88wKB\ngOhTKmyssyopqXbF7dTW1r7zzjtLlizp0aPHfffdN2zYsKqqqkAg4Ha7MzMzk2gPzTn/xz/+8fTT\nT6uq+stf/nLChAl1dXV1dXWMsW7duiUqzYaN7wME5vh5IqPSkEKNjZUnTwitggQMmaKweuJBTRdp\nQMgYARHnjJlGolXxtKK8OnfuDAANDQ0ffvjhCy+88NVXX40YMeK6666L0l0J8aGqqiqxpMcee2zv\n3r319fV+v3/y5Mnz588fOXIkWvpnJmcubty48bXXXhs5cuQtt9wi9IxcXhvK1vpZUimNHDny5ptv\n/uMf//joo4926tTp6NGjmqaJsT9yTGqi65SXBIPBjz/+eNOmTddee+2kSZOkJ8+6zjglh0Kh8vLy\ncDi8evXq5cuXHzp0iDHWp0+f22677ac//WlWVpbMf7e9WT8AdCiaZTkWyVYIiEQI4HG5Lhw7rmDl\nyk/+8eGx/ftdDse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"text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://homepages.ulb.ac.be/~odebeir/data/distances.png')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PNmhKynJWoZUk4Hzgjog4s7tDMuufksI5VpxnG0QlZTn3ylAvBd4FvLK+uPIiScNeH9Js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\n4A5gt1H2Y1aEMTiu837g8l7PJIOzbAO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.ndimage import distance_transform_cdt,distance_transform_edt,distance_transform_bf\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "X = np.asarray([[0,0,0,0,0,0,0,0,0],\n", " [0,0,0,0,0,0,0,0,0],\n", " [0,0,0,0,0,0,0,0,0],\n", " [0,0,0,0,0,0,0,0,0],\n", " [0,0,0,1,1,1,0,0,0],\n", " [0,0,1,1,1,0,0,0,0],\n", " [0,0,1,1,1,1,0,0,0],\n", " [0,0,1,1,1,0,0,0,0],\n", " [0,0,0,1,0,0,0,0,0],\n", " [0,0,0,0,0,0,0,0,0],\n", " [0,0,0,0,0,0,0,0,0]])\n", "\n", "dist_X = distance_transform_edt(X)\n", "dist_bf = distance_transform_bf(X)\n", "dist_c = distance_transform_cdt(X)\n", "\n", "plt.figure(figsize=[8,8])\n", "plt.subplot(2,2,1)\n", "plt.imshow(X,interpolation='nearest',cmap=plt.cm.gray);X = np.zeros((10,10))\n", "plt.title('X')\n", "plt.colorbar()\n", "plt.subplot(2,2,2)\n", "plt.imshow(dist_X,interpolation='nearest',cmap=plt.cm.gray);X = np.zeros((10,10))\n", "plt.title('Euclidian distance map')\n", "plt.colorbar();\n", "plt.subplot(2,2,3)\n", "plt.imshow(dist_c,interpolation='nearest',cmap=plt.cm.gray);X = np.zeros((10,10))\n", "plt.title('Chamfer distance map')\n", "plt.colorbar()\n", "plt.subplot(2,2,4)\n", "plt.imshow(dist_bf,interpolation='nearest',cmap=plt.cm.gray);X = np.zeros((10,10))\n", "plt.title('Brute force distance map')\n", "plt.colorbar();\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">see also:\n", "* Distance Function [DIP](../00-Preface/06-References.ipynb#[DIP]) p.73\n", "* Euclidian Distance Map [IPH](../00-Preface/06-References.ipynb#[IPH])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ultimate Eroded Point (UEP) " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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j+GWYzUzyP3lxSnHj3uQV7qEdC1XDqghBPCWs5DRLOT+Dlo2Pk6zmA273tRlz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\n6EREyjGEZ9vTMFrXE+QUsA2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tpNlyWUgZodQS0t0ghPwxFYpBiQATHuxrWgm11xJBNenG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\nYKm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from skimage.morphology import disk\n", "import skimage.filter.rank as skr\n", "from scipy import ndimage as ndi\n", "\n", "np.random.seed(1)\n", "n = np.random.random((256,256))<.0005\n", "d = skr.maximum(n,disk(15))\n", "\n", "distance = ndi.distance_transform_edt(d).astype(np.uint8)\n", "local_max = distance == skr.maximum(distance,disk(20))\n", "background = distance == 0\n", "c_local_max = local_max.copy()\n", "c_local_max[background] = 0\n", "\n", "\n", "plt.figure(figsize=[13,8])\n", "plt.subplot(2,3,1)\n", "plt.imshow(d)\n", "plt.subplot(2,3,2)\n", "plt.imshow(distance)\n", "plt.subplot(2,3,3)\n", "plt.imshow(skr.maximum(local_max,disk(2)),cmap=plt.cm.gray)\n", "plt.subplot(2,3,4)\n", "plt.imshow(background)\n", "plt.subplot(2,3,5)\n", "plt.imshow(d,alpha=.5)\n", "plt.imshow(skr.maximum(c_local_max,disk(2)),cmap=plt.cm.gray,alpha=.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">see also:\n", "* Ultimate Eroded Point [IPH](../00-Preface/06-References.ipynb#[IPH])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Object labeling\n", "\n", "The object labeling consist in assigning a unique integer value to each connected component of a binary image." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zkMrPdR7R/v+jof0M3A4TSzlWh3n+P86n17efFT9X000krgg9ngt1mebHMbdm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\nRERERDxSIUVERERERERExKP/D92l9gYTzHzjAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.measure import label\n", "\n", "ima = imread('http://homepages.ulb.ac.be/~odebeir/data/programs.png')[:,:,0] >10\n", "\n", "lab = label(ima,background=0)\n", "plt.figure(figsize=[20,5])\n", "plt.subplot(1,2,1)\n", "plt.imshow(ima)\n", "plt.colorbar()\n", "plt.subplot(1,2,2)\n", "plt.imshow(lab)\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hole filling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Alternate Sequential Filter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Morphological texture analysis \n", "\n", ">see also:\n", "* Morphological texture analysis [DIPM](../00-Preface/06-References.ipynb#[DIPM]) pp43-102" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }