{ "metadata": { "name": "", "signature": "sha256:13e63db3e5800f73ee12348dd859d8bddb0fad9cbe09e1f2bc0e24f65d4db933" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Gridding irregularly spaced data over a very large grid is sometimes difficult due to memory issues. In this notebook, the gdal_grid function is demonstrated. gdal_grid outputs a GeoTIFF file directly rather than keeping everything in memory. It can interpolate a list of point data (i.e. x coordinates, y coordinates and a set of values) into a grid. This can be used for instance to interpolate rainfall data or other irregularly spaced data into a high resolution grid." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# import packages\n", "from hydrotools import gis\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an example let's make a function that calculates some data based on x, y values as input. We use the function used in scipy.interpolate.griddata as example. And let's see what it looks like if we evaluate this function over a nice grid." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def func(x, y):\n", " return x*(1-x)*np.cos(4*np.pi*x) * np.sin(4*np.pi*y**2)**2\n", "\n", "# try the function on a grid\n", "yax = np.linspace(0, 1, 1000) # make some yax\n", "xax = np.linspace(0, 1, 1000) # make some xax\n", "\n", "xi, yi = np.meshgrid(xax, yax)\n", "some_gridded_data = func(xi, yi)\n", "\n", "# let's plot\n", "plt.imshow(some_gridded_data)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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2gaxdzEChD1N6vpQ7CJGffdBUxgPbax/a8kK9rklaS2kylCZQumE+O+8JALOj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\nN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"text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now assume we only know the values in the grid above in a few (say, 20) points and let's interpolate these with gdal_grid" ] }, { "cell_type": "code", "collapsed": false, "input": [ "nr_of_samples = 20\n", "\n", "points = np.float32(np.random.rand(nr_of_samples, 2)) # these are the y, x locations at some random locations\n", "values = func(points[:,0], points[:,1]) # these are the values at the y, x locations\n", "\n", "# now let's interpolate with nearest neighbour. After interpolation, we will read back the generated file\n", "filename = 'test.tif'\n", "gis.gdal_grid(filename, points, values, (yax, xax), method='nearest', zlib=True)\n", "\n", "x, y, nearest, fill = gis.gdal_readmap(filename, 'GTiff')\n", "plt.imshow(nearest)\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Interpolating data-block y: 0 -- 1000; x: 0 -- 1000\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "with more samples, the results will look more as in the \"real\" grid" ] }, { "cell_type": "code", "collapsed": false, "input": [ "points1 = np.float32(np.random.rand(1000, 2)) # these are the y, x locations at some random locations\n", "values1 = func(points1[:,0], points1[:,1]) # these are the values at the y, x locations\n", "points2 = np.float32(np.random.rand(10000, 2)) # these are the y, x locations at some random locations\n", "values2 = func(points2[:,0], points2[:,1]) # these are the values at the y, x locations\n", "\n", "# now let's interpolate with nearest neighbour. After interpolation, we will read back the generated file\n", "filename = 'test.tif'\n", "gis.gdal_grid(filename, points1, values1, (yax, xax), method='nearest', zlib=True)\n", "\n", "x, y, nearest1, fill = gis.gdal_readmap(filename, 'GTiff')\n", "\n", "gis.gdal_grid(filename, points2, values2, (yax, xax), method='nearest', zlib=True)\n", "\n", "x, y, nearest2, fill = gis.gdal_readmap(filename, 'GTiff')\n", "plt.subplot(121)\n", "\n", "plt.imshow(nearest1)\n", "plt.title('1,000 samples')\n", "\n", "plt.subplot(122)\n", "plt.imshow(nearest2)\n", "plt.title('10,000 samples')\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Interpolating data-block y: 0 -- 1000; x: 0 -- 1000\n", "Interpolating data-block y: 0 -- 1000; x: 0 -- 1000" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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t+bekIN2EJQWDGKbgRk2XMPvlsxKDTAu0YmHWhF/nx81/LMezth6ZWQhKzFfS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\nbqEIEM7DtKb4HFUH6FNXHpQv3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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what happens if we use chunksizes of 300 x 300 pixels. with 1000 x 1000 grid sizes, this is really not needed, but with 50,000 x 50,000 it is recommended to use this! You'll see some edge effects where you move from one chunk to the next. We use linear interpolation to really show this exaggerated." ] }, { "cell_type": "code", "collapsed": false, "input": [ "points3 = np.float32(np.random.rand(1000, 2)) # these are the y, x locations at some random locations\n", "values3 = func(points3[:,0], points3[:,1]) # these are the values at the y, x locations\n", "\n", "# now let's interpolate with nearest neighbour. After interpolation, we will read back the generated file\n", "filename = 'test.tif'\n", "gis.gdal_grid(filename, points3, values3, (yax, xax), method='linear',\n", " chunksizes=(300, 300), zlib=True)\n", "\n", "x, y, nearest3, fill = gis.gdal_readmap(filename, 'GTiff')\n", "nearest3 = np.ma.masked_equal(nearest3, fill) # mask out missing areas\n", "\n", "plt.imshow(nearest3)\n", "plt.colorbar()\n", "plt.title('Some nasty edges every 300 pixels')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Interpolating data-block y: 0 -- 300; x: 0 -- 300\n", "Interpolating data-block y: 0 -- 300; x: 300 -- 600\n", "Interpolating data-block y: 0 -- 300; x: 600 -- 900" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Interpolating data-block y: 0 -- 300; x: 900 -- 1000\n", "Interpolating data-block y: 300 -- 600; x: 0 -- 300\n", "Interpolating data-block y: 300 -- 600; x: 300 -- 600" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Interpolating data-block y: 300 -- 600; x: 600 -- 900\n", "Interpolating data-block y: 300 -- 600; x: 900 -- 1000\n", "Interpolating data-block y: 600 -- 900; x: 0 -- 300" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Interpolating data-block y: 600 -- 900; x: 300 -- 600\n", "Interpolating data-block y: 600 -- 900; x: 600 -- 900" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Interpolating data-block y: 600 -- 900; x: 900 -- 1000\n", "Interpolating data-block y: 900 -- 1000; x: 0 -- 300\n", "Interpolating data-block y: 900 -- 1000; x: 300 -- 600\n", "Interpolating data-block y: 900 -- 1000; x: 600 -- 900" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Interpolating data-block y: 900 -- 1000; x: 900 -- 1000\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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jFbdPZJ+2S3bZYkXuxt4otlgjHm53vDt23jHo8r/YIksPasIYa0LgtpvOwLTH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\nxKIfI6PLsHrEPhH++G8v5U/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G8JXo/8o/2TJw8DDcrgCzjGNT8X19e22y+ROp2sZMTmOq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ONxbNMDq5SiyKjKmKpIMZElTiqSpMZaWMzG1NMxzGMXKT0FEgN5SpOmLPMNlnnt0sjyMqQKztz2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\n3NRI6oh+t4Huh6Xcq5CjVAd0q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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The edge effects are due to the fact that samples from outside each chunk are not used, although they may contain the nearest neighbour, or are needed to complete a triangulation if linear interpolation is used. So Let's introduce some overlap." ] }, { "cell_type": "code", "collapsed": false, "input": [ "values4 = func(points3[:,0], points3[:,1]) # these are the values at the y, x locations\n", "\n", "# now let's interpolate with nearest neighbour. After interpolation, we will read back the generated file\n", "filename = 'test.tif'\n", "gis.gdal_grid(filename, points3, values4, (yax, xax), method='linear',\n", " chunksizes=(300, 300), chunk_overlap=(100, 100), zlib=True)\n", "\n", "x, y, nearest4, fill = gis.gdal_readmap(filename, 'GTiff')\n", "nearest4 = np.ma.masked_equal(nearest4, fill) # mask out missing areas\n", "\n", "plt.imshow(nearest4)\n", "plt.colorbar()\n", "plt.title('Only missings at the edge of the complete figure')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Interpolating data-block y: 0 -- 300; x: 0 -- 300\n", "Interpolating data-block y: 0 -- 300; x: 300 -- 600\n", "Interpolating data-block y: 0 -- 300; x: 600 -- 900" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Interpolating data-block y: 0 -- 300; x: 900 -- 1000\n", "Interpolating data-block y: 300 -- 600; x: 0 -- 300" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Interpolating data-block y: 300 -- 600; x: 300 -- 600\n", "Interpolating data-block y: 300 -- 600; x: 600 -- 900" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Interpolating data-block y: 300 -- 600; x: 900 -- 1000\n", "Interpolating data-block y: 600 -- 900; x: 0 -- 300\n", "Interpolating data-block y: 600 -- 900; x: 300 -- 600" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Interpolating data-block y: 600 -- 900; x: 600 -- 900\n", "Interpolating data-block y: 600 -- 900; x: 900 -- 1000" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Interpolating data-block y: 900 -- 1000; x: 0 -- 300\n", "Interpolating data-block y: 900 -- 1000; x: 300 -- 600\n", "Interpolating data-block y: 900 -- 1000; x: 600 -- 900\n", "Interpolating data-block y: 900 -- 1000; x: 900 -- 1000\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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cZCurk1N5Cts3jBUCRQllThPsb96JUVMUTWA5TeegyAOI2+8iXOEYsFmbpeFj\nFFTmt/+/7zzqO5H0WOskjeGsKMM5CpaUCCU+pGo1fbQNphaHBHOEP39pGGi/f6IZpaL07LMtu76p\n6wiabZ37PlI1XW9Vk/S9x7hgwzTPkAB5QVvWtHlDU3qm6VyISnANTa3LhKKIqZg5fTuuNyfFdUPh\nSanabiXtg9SRZONeh2ZzPXFb51ZVP1iCmv4rwHc55+4NxUUBcM45sfEbqzK47i9f9sbu9wNvfjwP\nvPlzV7ZJH5bU5mYfBK/exmyNdcwz9aQrtETXSQDNOqeqSuoqp64LmqqIg1HZZS0BNAc+8YR9aXSb\nDNykY59NkdNOKoo2o2297ZMSGhpigFC0XJaI4cpNZwO27NGDUFTLCxpKlqGFFRPP11YAMzqH+rZT\na2d2BratTa2gDnzW2zKXtCyYMMXn2PjjFCxR2210xo2J2vG0/RAcRcEJNAiaVeH7yfaR7ZP0Yy9B\nH61MoC6hLGibuuunvGhwbYZkJtVSciT3KGxf6DnR220D/a1o6JZydt13SIZAMH3m1Tn18dv/Gx+/\n/T3hHCeoum8Z53oRkRIPmr/gXFd9+G4ReYhz7iMi8lmAziySzgny8LBsRW582bOAzZjn0DaWadk3\nrH2ohrzvQ84fay+rglLbNB4sq2URB2NV+MG4DA+oskv7nS4j+b/AD0plom1gn0VBW1bU0KnurhWy\nrKXOPcfMAotzVJ0drQgHtt5zVWgLaqYsOiC03wU1EyqmLAKQtp23PQXPdf1gB6uNatBrXZp9qg4I\nYriOvzXFCqdOX3zKajVmtDvnGGjqZxlAsxnpr7RvhkbSBM9StZ8KD6BZ0AxURBwuj/ZNf88ia1bA\nHLJ32igHfynD911/D5mtLHiqM+6BN38uD7z5c7vefN/L38iJyOzou4a50l+N560/7Zx7VbL+ccDP\n4DXcf+Gc+3dm3Z3APfgerZxzNx39Sk7Pqy7A64F3O+debVbdBnwr8Krw/etm+S+JyI/gVfQbgT/c\n5FzWHrd+u365rPTtawFVH55U1O5kQ4+UIamDoalylsuSOnw6la8W7xBXllKPfGszMvpMZ4kfiMpw\n9HcrQEnrpGM1zBZky4J8p6EJ9qqGuoMYBZh0YOXUTFh2ankebJpF+J6y6D477DNlsQKWuh9dM2Ih\ni5T1K5Ap61SvuTLOVZ4zQViwDKp2w7KzW5bEIHkfKlUMsjP/AgzMU0GzKmirHKoSqswPrQXxhWb7\nZkg7yIgahZjnAAAgAElEQVQvNsy3gm6BN7OUgYEWNW5S4xLnnysFF7SyigktNRNgyQRNEFhvgrKF\nqFdBcx3jTJnnqYUjHVFVF5EceA1+TrcPAu8UkduSKTA+AXwn8PUDh3DAzc65Tx7tCvpyWozzy4Dn\nAH8qIn8clr0U+EHgVhF5PiEcCcA5924RuRV4N/5R+yfukHN6rJvuNg3hSH/bsKQx5ukVWOnUXl2m\n9k21aS6XJXUVQLMqYFHEwTdnlWUOsU4rtocUNEsM86TPPidLmqKhzlqKJqfNY9ykOomULUempvbB\nvs9ZXwtTFsyY90Bzxj4zFp29M2WaB0U6pIU0dO8F0864oP3hIXaK4KiYhPb4OMyCnCkLfFyoB0wb\nSB4NDxEwNcqhqQuq+cTfPwVN7acFPjZkqJ/st2+st2umzLMOx9DlhoE6J9Stt1G3bYwZ9SFm/llT\ne62mlmq40JiNejgQPi3IMlzOLgVPa8I6UTk64twE3OGcuxNARN6Adyp3wOmc+xjwMRF5+sgxTszm\ncFpe9f/M+F3/qqGFzrlXAq88qWuwb1kraiuyqkn0JvZB09eALLtt1Uurdk5lnnXrVb3lIoDmwoBm\nRWQvcyLrbIiMRAGwYrhr8/DRAaj7LvEgqssLATehLhqy3Dsg6nx9mTRV1UuWwWPuvycsmBmGqcCp\n37vsM2OOdR5pSJONLbQhUtbWrNBs4yxV2a4pDtQgWjKmARSXAUzHxNp4a2LsrGslagRL8fd/ie+v\nFDgroo0ZInA60z/aR76x/n/bP7p/iV/QeNt05bx5pWmyLsTMFUIrWRd65b+jNVPvZ0xo8DIGmrYf\n9AViHUR2TKROosOkNx8oR0echwF3mf8/ADzpEPs7fJhjA9zinHvdka+Ec2Oq7Uv65u2zn6KnpjbE\nsl5NMmBt1SPrBrEOlwbvKVcGsxY09WPBUgemxraPqTLKWCZhewVNy2hmQCm4ZUlTNDRlTV0UNLnl\nlavViDx4ug4sJyyYsuyA0oLmhCU77AdVfR7ANjqRlLFaGWM7Nk11yTRcX0UVuNaQaP84ZO126fIY\nOma96MFZN5cIlHP6/aYffeGljFOJWWE+ykB90dA+E7XREoWAK3GtUDUJ8wxOvix3lFRm5340gkKp\nZfv6MtR7bv+PFx0dTxY0h1T0wxQZOVCO7lU/Lnp/mXPuwyLyIOCtIvJe59zvHvVgZw44LWvRtD91\nbvhl9rufeaH7QD+LJQXP6L20DqHIMC1D8vF/hR+IVb4KmvrZp89klDVa8Bx6PvUZLoh2zpLIZiyj\nISwvvN2urnPyOqfKywBJNUXgE2pmUC7mT9GsME3LOCcd0/SgeYG9Diyjl907isSFO1iH/ui+HW3h\nbXlNntEUObV4G2Ud2KO//+uZjoYj6fkPkg6oQ+JBvSxxyxKWWeybZfJRpmk/62ycBX17Zx6OoS88\nwreC5wRAoClhkvkQs1Zom5xysvQe+LBbTIKNz+1YILwFzegDcLhkH123LjLhxG2dI6e6/U7/WSOp\nA/kReNa5kTjnPhy+PyYiv4ZX/e87wKkyFC+onuGYquZW2E+UftN9PKAX+yClMYD9b809z6gWE9q6\ngGURVXIFSmWa+v+SqKY7InAOXaq+oQVfIEGZpjJPZZxToqpYCi6fsCxaiqKhKkryPNoxl5SUVB1b\nsfeuoOmp5BOWHdOcsehsmzvMmbHfC0sqmppiWZO1jryB3HcBmbarI/7OB/PnLU1RU5VLysmSKi+Z\nULEI4LlnPMYaKqXXq9vYWFJ/m9YH3lfLkuVi4m3QyyL2j/1WFd0CZqqyawwnRJZZ0Ld1FkSQJPm2\nv0vA+YSItslAluSFtU3beq8aIZDjBh6YIdBMx8BYybzUQQSnMI3GCOLc/Gj/UXn576xs8i7gxhAX\n/iF8puGzR87Se6OIyC6Qh5DIC8DXAC8/5JX35MwB5w+857H8y8e/t/u/75CIqvm6tMsh1VyzNrzN\nc1g61VxV90ZDWjzDYzGJA80yzJRxKptRsGzCPkPPaDRe+f2m+IFm2WeJZzi9gZ7TBg9/XjTUuQ6l\nggmLFVukAmcegFNBc5e9HgudsWCXPWbss8Oc0i0p6oZyWVNUUKidMAVL/W7oQCbLISugnDjqsqKa\n1NSTJUWhdYoaFj0jieeNDmHBNGjDm6uRNTmL+YRqMYH51KvoCpapRpB+LHBqv3UZXfRBU1X1KYZZ\nhn7Sbxc+hfndCMxUtfAhU4pjtkJXH0CzcLpVpqlZR2l4XX++ozjzaOpV13J+JypHrI7knKtF5IXA\nm/F35fXOufeIyAvC+ltE5CHAO4HrgVZEvgufxv2ZwK+GOPIC+MVNamGskzMHnCo6aPosc/gNOyRj\nds20lFwqMWw82sq6sKNKoj3MDsZl+L2kz2qUdVo7pzYuFVXNh8Bzlzhgy3D8Asi9o6iZVDRlQZPF\nl4PNNhG02lG8nxOWTA3T7HvTPWjOmjmzvYqihqymz9pgGDS1fRlRhS2hmECRO9y0ppjV5LsRLE1q\nAU1Q5yfBiWVDoAqaYCbuO6S6vmsL2ianXZSwkNgfc2DP9Ns6wFya3y60JWWb0GebjfltvxsikDTA\nRf+zraMDK30OfcV/+zs6jFJ2aEnFOhnKFrJ37hpxDuGcexPwpmTZLeb3R+ir8yqXgM8/+plX5UwC\nZ9Z73ceitQoKY+XmrAw5hRQUraQVZCAwzy6lsojZJgoeOrgsYO6HT8Wquq4DsyWCSio+XJMQ2BeZ\n5g4xRGmFKWW0y5LFfEoxqQePq6l2NhdKCxLPEm96B5gs2Gn32blUUaqzy5ol1LECq6CpkuNBwzq2\ncpAKdirImjnFTk1exKIhDVkHmDEAX+2qWvdyuN+boCE4J7Asox3TMs5NgNP+r848BU8blqSsUm3X\nCpQWPBU0NczMPtZJ7QINhbPFmS3cpeYqBtYN3ZNUUpvm0AR8x5IziTircmabMVQuK608vn7/pmfX\nXA7oEOkUD2nmSVWpF730bNMC5oI+89ynzzaHVMJ4cX2xnlm1Z1oVfUL0uuuxOztoHrNkyqLnA7f3\nYjXzpx/0PmPODnPvUXd7zC4vKffwTM06wvbDMlgFTZtpk4ftJ+H3Pj3wnzZQ1jX5zh7ZrAmg6Zmm\n/1TMWLBgwZIpNhMKEqYZ4FWjH0jZ8TL5/yCmqR9l1hY09feEvgOwMfs3xAwafSGOvOfTEm9aDsSq\n3uk40GpXdnkKgL5IdGvGQN+OP3bsY8s2V/3qyUGdmYLnUAV3PY49lnUCWRvSYAZKqKDjqgIWeQS/\nlHGqvdMCZxryogMqFdsMBcyC6BC6QFR3bbiSqvFzYOJTCesqp9mJxXwVHtWRVhjQ1C38AKwMcAaP\n+nzJVNt0iVU7oQ30X3EM0Y9J1etWoFcW3nj1f6dpabMli0nNlCULqi67yYdD7XTZTRMWzEOgfLyF\npsRfKyGtkn7okfaNXv8Yu9T+tKYWG46kwFnSDzlT0JyZ9umLsqCvzodL19AkbQOwApaxBuqwhhXL\nBLYDz3o6nYdb2bdg3JF0ZDmTiLMqZ64Zn//4zwP+bHCdLXOmouXJxiQNxLZB7ql9qYsFbLWupqZT\n0meOdoDtEW1oYw4IHZT9lOy+11YBU5mmgqiCjgVO/a1MaRIcWCGTyGaMWBun2gz1exKC2mfMucBl\ndrnMhcv7zC7hAfMScC/9l4IC51COt9oEbbyjBU8bKRBASzKYTBomkyUVRQjQV9Y5YYc5c3aYsKBg\nFrzysf/tpGxNo4VWiGBmr1vVdWWTFiStap9mE2kf5XgQnbIKulNzvJ2wj31ZdIDqg/LbxnvY2zaD\nLBbzyIhJBuoQ6tcbGPa0ewCNkgKiZerj052cgJw5xBmWc9IMiIV4+9Rt3TQC0TGkRSNyUq9lmrKn\n3nTnBFeHCjrWxqeMUxnMHh5g9ugDS5qGmaZjWlFQscHuLX3WpmA6p+84WgLzkmbmnVkuFxOuZcET\nfPZPZG8ePJdMWFBSsTOfM7sntOcyETjnyWePYaYZO2uVdeZ4QDGME4AZTBYwrRbUZRFYp+bU1ybW\ndNkt07ZZdl03vh4qdRHPkarr2l8WMG1/paCpbUtTLlOTzYw+i1X1fG76Vl8aDVD7ikp1nVM0OXWW\nU4R2wHjqsP4/RBTUww6euWZddH4Urd164uq5la2qfm2IgqUNgt/Eq+7VnpqYblYEr62yz5immBZ/\nbUMVd5+qR589Ksu8TGSbCqJDjDMNuk6DqwuznQVJ3/ioHmrAtfXy6rY1XZV5G4akL5W8YySui8vU\nYPjIPpdM5i6ytHvpM06rqquHet34s9enjLkDjtCeHTqGNlnUzMsmsM0FBVOmQTWP4L7s1mt/+cpV\nvoRctZj0venKyBUw1fSQOorSPktTZS1wWlPJjHH1XJMY5vgX3pT4cqwFV2ehalPtIyKo0aJ/qmKr\ntpACpZ3aJBWN1dy00vu68LwjyTGqI11LcqaBUwe7GsLjbIubZZLA8Jwt9o2rmUKadWFTLKmzfqD7\nZfqDUNnmPhFIh7JTUrVQ7V3Fmo+qvda+ZoHUZrJM6UqZaXaP2jJjNELk1uqAKYPaPmXJdLmgsOqq\ngqcCp40a2GdVlU1lSF23YT5Tog24gbymZ4tdLUjShAr1qydtEeoqx1V5BH4FTcsO9UWnGkIKninT\n1N96/zVBQaME9BzKOKGf6WVZ5w79F4eCZqhO3+R5p5CPpVwO12UYLvVnC6HYb5vS6pt4whBxphEn\nyplshp3nxg58++CsA89+rnpkmvpwaV3IjBxfYk6r7MTqOq2q6S19RqmeZusQsoBqw3eGbGg62JRB\n6qekz87sejVH2UITmdmm9rGBWabOnmUI56k6FbcMThcPQlX436dZTlhQLNu+LfAyHjQts9Z1auMc\nypixom3RdiloaBtmeEBZEjKRaoo8LWHX/6wNiG/yCHZpWqUCY9qHtr6ADXzX/61zyGZ1qV1zStSI\nbXuVnRZElq73oQZq/4xpTn2bS9fKtG6CiiUONrbV3h8rnseCncvdvxOy01PXt6r61RMFSmWbQ0V0\n18Wu2dSy1YHmsB7I1Bu5Mhe6VjVK7WXp4EtVdwueqa1TxQZTp15oZZZCn3mm2+364zplLoU/qNoD\nrQ0zZgwpcAaQrYMXvTJtUuBUs0Saujhm40wdKso6laE5IoDciweeXZApTBYV891Y8k77We2xazUN\nq5VqSqxNha3M8iXRhqt9OcQ0rQyFiymb1RfYJPm2NQfULKFgW0sIJQtpvdPCgGb8rU/r6vM/PB4O\nM3XwUJznseVMIs6qnOlm2BSzIUkfEjt3t+6jRXPjRL+eYdriF6m0rRmF1nNqAVQHoM1VVwC1NjNr\nI+1OF/RwO1AtMKp6OKaaK2jOMOmdgbkU0enlB1fdc6yomj7t2OaSybyOAKKAqWFI6l1PgRNisLf+\nHmKeGoeqLxAFnln4VpCewmwG850FhaSFljUSYBUUuhAeDShX1qjXv2/OoY4ta2rRfluuHDpIyCFV\nMM2IjrlJ+H8e2jX0rer6ntmni8EtaGvvJGrbjCaLQAm2yFxUs+NLpe0cZaktdF0tz1N1DMEZR5wo\nZ7oZmuES/4/hGcpI+8VzVXyzNY5R99Vv+1mbhWTVtzSI2n6UTepgvUyfaXbiiAZCq9MFk4BVL5UM\nKJuxjMeCd2eX8+EtOk+l8jZ/iLbHOieBdU5ZMmmXTFQFV5BMAdTada0tUMW+18a87HofpsnnXjqV\nXWYwXSzZmc1D0LtNx+wHwKt0Rafr3OeCWzuiBcp58r9d3l2zrR6dGqNDX7US++mC6ZsJ0Z6pgGnZ\n535op4LnAph4JxHQxXSmYAmsAGKMA/EgardN1XOVVGU/tVkut6r61ZPHvn3JX31J/F+r+tiYNohz\nfkNMsawD04o2zX6++ybpmm0bZqpU1VJLw9nSZEPhSdbe2QPM1uyk9FNHlo481emCQ+oSq5V4lGWq\np9baGhuhrgrspG3WXqZTzuqcQh3z3F8i1rmloKntsM4hm25pY1E1sLtNlsUO9HnayjJt8ZKS6J2e\nwc5lx2I6ZyZTdthjwZSil3a1RlwW7ZIKnKlt2moH++Fa0WKpNsjU1gSc0E/nKn3n7CV9pNqAtVkr\n+9SXnfZhlxQRAHNgXkNLCmKlsBhhovZ/G4oEwxqajTI5Vdl61a+OPJ1fYedLfOqdiq1urZJmU6hd\nsw+ekXFmuAR4DxC1dVoniA1dsaCZ5kR3oOmI6Svz5ACp5yQxoi3yPq4qYOq51GaobLjy9tkmAU6b\nRaShLn6OoSVTt2Bqw6uUcSqIWq+6nnuffm42a37r/VNzg7JMGxA/xdv/ArDJFHZmC5YX5uwwZcE+\n93LRKLDD4mA1TjZlnWmyQqMXqC52m+mgEfQQEXBm+uuiNw8oMA5FEdj0TJvSaZ8ftXM2eecEtEHu\n/d995qmEQsWSiFROXUWPF3Eu5MwB55j0vat1L5sC+k4hrbKTMs0oEUSHUjJxYZItmx2ig3GMadqA\naGA1UdrS1FRVT13rNXAd7Et0LOi4tQHwem0hpa+pV4HSAmZr/hcck/kS0VhNBU6rstu4xzH7ZloV\nqE3Wq2jT1NOcquyz+D3bg8XOnHnm2aZqG2OBoy25r5Vqg+tT5pnG2s4Jx1N6bWOX9MbaunK2dNUU\nj3K73smzzyrr1N/a5l3iY2DxeZ5T7/hJAOsyJsQOBcGn9VVVUnPWEOM8tUyhVM4J4pyTZgxLyjgV\n+GyMmqaxxajyg6XRObfTLBILnpZlWhbhILqnleJYVNUddISlMSwlXfVbtzMM1BNzGKNRtnVO0+Y0\n2XAwj84Nr4Mor10//EhZprVzaqyqzcG3qaOGaTrzuwnbOAdZBrlmPqmaboPCp+EcMzzA7MJsb8n0\n4rL3GogA6qWzb7YZTZ0NA6cycpvppUVKuoZrA1N13aZy6U1fhIvUUIedqEBYDUHfh5qeaUPRknx5\nt/DFlyezCXW2HOwrlTGnpjVB9cfBavHiU5VzgjjnpBle0jAMm4Kpb2llndb5AzFYOFadTSVMKtbN\nv81qbJ8yGI3ttGEu+ulUvz38NM+pfq+sJg3cTFX3EFm9DOqgsk4Nwk5rfXZB1Tn1pD95mQ1tsZLZ\nNqkKe8l8W090YJ2u9mDoHLThu2njMsz/AHUDeQb3s01LPwqeF8J5d2CyA/nF1RhO2/9AaFdG2+T9\n/tF7ojGZ1sFVE/6kOrwFTEU5MReqKGiDaIMurqxTAVRZtT2UjbDQF9EMqHy6aF0VLKc+PyqGJcVp\nkFVtTzUlXQZ09v24bL2KPnSsY8k5QZwz3YyDbJFRhaEHoDqohpjmkIpupanzkKNOv76i/raDMi0i\nAfTdtzpa7aiZ0w/Q7LdohRm35vg60NIsF73WJtQRpQiMJeZyC7E2Z+ds6+3LaoaNnnMP3B7sz6Fp\nAlgGdtkm7FJJp/UTZQ1M92FHQdLaN+33Tmjf9SA19AtexCn0bNyiFpzugt8hflsG2hBZJxDfDvea\nhqZ6tB5I7SNq+1TgNJkKTe4PaeNWbeaYZZu234Jjr03jh4OkGW/Wip0lz3BMsdWxsN7WaeOdT0zO\niY3zChk2Tl6snSayxn7mhL6B9d1sAXQT0f2jau8zOajzvv0ufdD1t40B7HxZGl1t2Yz9Xw9gB6et\nEDEgNpOlF4JkPhVQZb68HJFx2vtn72Mn9vT20pK4zXvuhXsuw+U53LOAS7X/3NPAJec/Wh/kEv63\nrRdyeQ8am3E19FEmHRi+Dc3RtFtr11Zp6hyWRT/d0t5ebVevj9KXWprUbj+ab6vxZjYYVL1rLh7C\ndmuKwfZdaWhNVlibZdSSrE1zyDk0lC00NKXM0L5x3Qlmq69LI7afARGRp4rIe0XkL0XkewfWP05E\n3i4icxF58WH2PUozzrWkE7rZKX8hsqzqAHWkIad1mV0wDFApm1FGUUEcuSllUzVwTOxcsxuIteMl\nrLFtInD2Y1hTdpIwTvttrQtzqJZweemhwzLKNN59bF0BTFso9+AGdQ6lYVYXiTbJcB1F05DncWZN\n/U5ZUtNm3iatbM6mWFrfXIcV1v6iV27tLhbtlF0q4qVquv1/t3+Y3X57OtNBKlk/DrNbbFRzlSHH\nz7ja3lKT9+5Zuq0H0BOkiUecc0hEcuA1wFfhZ7x8p4jc5px7j9nsE8B3Al9/hH0PJWcOOMfU89wA\npLV1gn8Y1I4XS8QJNsh3LHOiV2bOaVWkARunfeit7ayzbUJkLNaTop6JdcCtA+8QtqahYrytBlI7\nw8ZVfWuNqhfuhfWGN8mxDOPc2+/X+NBbgPntkv/tZWoE5HQJO3OYWOfQFLiBVfBuIa8b8tzGCawx\n3Siupaqxdcp0mGNfJP0qlrGKiXrV07kytFWKjvrSC56g9Nmxz0r68tXvAb1wbF6lsf+t7TeG4fWD\n6W3g+1CI34nI0RHnJuAO59ydACLyBuCZQAd+zrmPAR8Tkacfdt/DypkDzlTW5icHsW9UOye6/r96\nzFXPpJ1naNUGFTbSQU3yXYMfHSma2ZLjaUR4/4qiC3ZtQyNLS00IQSTTiuGrKno66+WKwysd3Atw\nFdSmC7RV1vxrsy5tb1k8nhKc9pfhAROQPTwjGzKFBKDJWp1p3F93OjeUimulH4Cv+QbWMdNDdz2p\nsPqy0qwhNYaqzVno2RG6i4W+bTTvx84PmXjSZ6v24J0Xq84fC3B9LX84b11JgH9xrhIH8GNKmeiJ\ny9ER52HAXeb/DwBPugL7DsqZBs7U+G3rTCrbtJOwaSVwoHOKqGd5nXQZNqlHHVYdQkOMAYhxPcrJ\n7LW7ZGNFvtiyteZoWxHJih27kPiahtU3fzjf4q5d6UA3L4hmZGypD8leiorNGSjx+LhyeaGqUy9R\nJ2Fp0jrVBYYvgsQBYvHMFmfp5aErwup+654N2yo756/1GFbEku9mt02BM1xzG2oNkKf2x75zCPpk\nQCeyi60TNP7Ar297rVintp+IjCDO7b/nP2vkOBdz4g0508CpkgKoFRu7Ztmm/m67nKFs8A3bq0hT\n59BmcdSnQDL04HdPZWfoDKJop1KZ5VZH28C2Kclv9dxm5hMc9VmmKnrbc6oMRhKk7bRANnDqIXhX\nnw70ARNi7L6tlFcWIHYueQvcLT0QzxW8D3jxtW2+muap7bPqcmNXpGKLA9hJnWxrbMcfIHquoZft\nwHPkdMK9qbVR26triMVbNDvOM0ytJGXFV1RarRKmDNYD6MmLG+mqL3+y/6i8/IdXNvkg/al/H4Fn\njpvIcfYdlHMBnKm0AWysQ0jj3ZR56kMWCxVLB57xzd2vfegXyio7SDVw6DMbIIYSWWjRXEPoj1wN\nk6rZyLZp09lV7KnUd5Gpqm7Dsfy39UjnNBRNszqAUw+wuTILmrZwE+EW7PV368IY9TL1u7CJUhqR\nZfX+NjnQiKyo7fYWDh2jsT9sS2yLLK3X/xv6fZT21UhihU06sqNwyKuc4HBNTCi2dnqdc93OWKCk\nwCaAxO2VddY9wPWtO50UzOboiPMu4EYReRTwIeBZwLNHtk3j+A6z70ZyLoHTKhkxnTAyTAuENs3Q\nqvJ2X52itbaTsw2xS8vQMMuBfrXhIb0aVkd0QcxOWW0jSARLNa/Zw6e7if05rKoLSZET6+/o2QHN\nVZtl2ipLfLUltnra9fSVYXWvZLbOqH0h2GwfbfJhn16L8ibEEmEAjLOB77RuQEaM3VRKm9J/e4wB\nsRg9BqAFSNF0hT5sSFEaXhdTi7VAd5yLfZ3qPRa/edLq+lGB0zlXi8gLgTfje+31zrn3iMgLwvpb\nROQhwDvxj1crIt8FPME5d2lo3+O041wCp7JJ/+B4HuUQ1KsOdLZN3VYZigVav10A21BsoZdqqePF\nbzjqkPHSQUP4345eHWB6wIKIUqkybNNP6I9ZG8IzBJxAnkVVLK0GJR1HacjrJjI9/R6Js8tkFRos\nZBTEGSVs4ozNhwIoBXJlm7Ycm34fNyomvSib+riyYVqVamF2VlX9oAtaA5hpP+UDy+mvy/I4X/pK\nge0AkPF3X123NWjXlUM5LRVdZTEdy8xLZbUAqnPuTcCbkmW3mN8foa+Sr933OHLugFMfGv2dTrSm\nkuat6/YqK/bOoWdNfQFDDFSBU0lj35JHBEwdoDZexp7AlgvXNiiaGWBNQdMSo0RWQ5DaoK6bsmR1\nG0+hp89Xj6tXrYaIpfl/iHtp1bS03lOJB81CbbN2xTTZIbV4bCJ6u1Oyb7sg3JX+ibTK8pS+odUa\nX4eg5uCJ0Lp26s2y/ZWs0zmj/Cr/bKYA6Iw9XIE0BVF/ZassMto4T1ea/HykDp1p4EzDaFrz4FgZ\ns+3EfeLxbNgSmLjQvCEvaprCQSGbZ0AU8ej9UZsa8mZEhVbZZkpbRwZpyp7S4sYDsqqqR8dAt84S\nXEU8TYcMl1+3cVP9tgCqLdRzmNKaK9n4IiDaBr32qfk/KXnZFDEiYqjYhUqWNfGeWLGqup6j1qu0\nHj+rTkzNuorx2gZDEq4pZZWp9cb2Ww4U/b6ybV3HHhVIbWWwg1Tv0y4vd0ULipyinGngHJMGjUGL\nIDPEPNMq16q6LilDrJt6JHQ9UNRQlAeDpWVIgi9D1xuhlgLt0rdnahiLAmcaumRcxBZkhtjmBj1s\nA6BVFWyKDMq2H4iu4GVo43QKbQv1JX/FqTa8SFq9SyxypK8KvV2lBf/SnFNLytmycwU0hdY47+fd\n2zuW0yCaeZNenAWuXWIVuTozCyzDtIzTxghY9m9ba9842uLupvefD3td+n/KjoNYsLSTta1qVVG8\n6UozrFraAYA8ldz0RA4K/Tsrci6AcyiI3cZnxvX9crdqNE8fFrVxql2o860XA2wvVV/1M0l+LyAO\nJvAjYoofJUOlcQqiV12DDtMwl4T5WpV6kPWOi41AqJiwnJRcmCz66rIt9aYo2MBOAXkG+SWfbaSv\nBIX4OrToAt3cax2UdN50oNDrTAt92Pto7nWda3k1rRa0GgWRU1MUjWdtmfSBCXPPdoi4eBlo83DF\n2hHXlYwAACAASURBVAobm9kkyzRY/gI+N/T68H2d+X3Rn0/bYx+5NCrCmg6sMyzEcUIfPO1vq5K7\nZFw0+DTbtuudVTl9xnkuIOectCKIC2Bpi7W2h3zDtcaZZJ1EegaKps84bcxhjz4l/y+g7+nQsBc7\nCY2msRTEHEClkFaUrrAKkNb5mwJ67jr2ZUOP1NShrK2moJYSN1kgtkamLTJ8gTioBSY5fEYBxSUo\nl1ELTn3TilE7RBBVb3qpyVF6ntKcL7kGVxAAs882dRaiFSkayIp4+7TPNALfpjdBAp7WeWcj0xVA\n9c2iwHlD+H1d+IQQ/1lYvUv/xWpsmUOAOSQ23GrMfp9KJAT5CqiqbFX1zeRUgTMk178L+IBz7utE\n5AHAG4FHAncC3+Sc+1TY9qXAt+GfxBc5595y1PMqixTcykM0FIZjCxkoYGpxLj+VROAyRXiaU0Zn\n58ixaq0FrpwQi6HVKib4QWiLaC6IVEtZqKp+lqka5pqaB1SttSXZum1ibredlya+ZMTMsl7SlIEF\nTugzzgvEeH0NAsi9ffJ+OZSXIdvrx+CrJTAzh7tgvidlwDXLcO31K2iG77bAgGZsyYGVzPXlYs0B\nCpxpWuY+/kTsEM0mQl+FV+9ZqLDMdfTBM2QNXQirL5iP2m+t1qLSS+63DkwLmIclBTHho+n1/uo9\nXD8RydFlC5ybyXcB78Y/TQAvAd7qnPuhUNrpJcBLROQJ+KDUJ+DzSn9LRB7jnFv73k1jLlU03XK1\n88fVEw3DaA1g2v0LGoqippwtqfZmfaDSOovWeaEeEPXztPg6auyEjdM5hpbJMgVSay9TnrYDTPrn\nGbKv2mvJ6YBTLYOaOZTGAvoZ1QuWE6GYuj5Rvkjf9KrvHMX3HC5kHnDze72GnBOBU8mVEr2LAtft\nwo5izAX6c5+NMM66pLNtWsDcKL/amlJ2WC2EZB+Ty4QT6yNs7d56rh3zUdX8Br+f1eAVWy8SMdW2\ny3rOepEEjixryYt+jc00IiTNDrJ57HG9rAXNigk1RXiBTsLEJCcHE4tDOdOuXTk14BSRhwNPA14B\n/POw+BnAl4ffPwfcjgfPZwK/7JyrgDtF5A58RZN3HHQetWXaau5WVRsqk6WxbanEgHfp3uaWtUrm\nyIuaqmi8bmpVVwVQLbirRj3rgK3DNh2iqRNIAVNz2W0leN1eR5YmKdIHSzvoVpim3yUrGvIsVhIa\nSsVTqSipywLKKmK1BU3M7zQusoBpDg/MobzkD6Ez5XavgQwuKGDuEkHkfkTT4PX0wcWw+rrMeuFm\n60TEQd72Waz2mUYV6UugpU8qwYDnBXNUXXmBvttLL77wjdX2KRnV/3VWTy3ObO26FjxnwGzBZLqk\nyKugC1TdTKTKHXvtJZpjgBVv+hBoNuQsmVKhFeYL9GwnyRK3Ns6D5UeB78Y/RSoPds7dHX7fDTw4\n/H4ofZD8AJ55rpW+ITxmBwluk6y8QVEVHehiHPX4gA+Cz1oPnMrmdE5s9XioBm6n3lbNLjPrOyjR\nKRe0LLidewjiwFTKF7ptiG0O2ViDKp0VOmRqtKrQGHA6MpZFCZPKD+7rWAXNNG0wsdllBdy/hOuW\nsKy817zIQVSHV9VVgTPHE7XrgPsTQfR+ZvlFv201GUllNKKV7MuyIptUtLNJBE7tKwuQEMGz75IO\n/aXVqZxpgIoCZwBSxdmUaer/SlDty85eW/dpKGdLymkEyzJw7TLwwVi4JgbBp/VnNYtIl62CZtmZ\naeoAmO0pqOtbVX2NiMg/AD7qnPtjEbl5aBvnnJOhyaLNJkML//xlt3YujIfe/Ld55M2PItYQ9E6h\nmgKdVUjV0dRhoMARs8OLjsFo/UKbUdSBadZ69mLVPTsQ1TRpC+8q41TTpk6G2FUAV+W1NDt0czgQ\nPfDT/r8p29TBZ5ebZXkR3ShqHdT7NibVFEplmjb6Rn9rxpIN8dHfYebGovafbp3Szh36IFLgweZ6\nPFAqcCqIhu9771cwl1nPIZQ680rqbm74SeYZ23xyIeKbzixpgVL7S/HCgqpolyh4XqRftEVCI7L4\nfhsCTP1WtmnB084r3wHpkulswaRcxPaw7ICxCWYlfb59z/ZfiCmRGAJNr6Ln1AFAP3L7n/PR2987\n6kQ6qmyBc718KfAMEXkaYZYYEfkF4G4ReYhz7iMi8lnAR8P2afWSh4dlK/LYl30TUxbdm7eh6mVS\nLJkYZ0e/4pGN8wPQEgh2maay5ebhU/AUcUwmFfWypC0mMJEIoOpksFNlpOxFc6KVcerv3qyGloUO\nyCz5DDmp0mUBOIsiDpdVtrkKnkum7F+syFxFblNLa/Pb38hVp8tF+gWD7YSQGq+koKmOEgV7yzoV\nRANo7t8gXC4vsMcOSyYdUHptIwIp+FAk/6xUTGcL5tMaJsUqcJJ8WxDF/O9ImOdAH+nLQFXzFDh3\n6b8w0r7sqe3OM83ZMrDNRe9ZT+3wXgPzIVqFgUrNXVfpV+pUsCxZMu3Gwv1vfiL3v/mJ3f93vPzW\n1bYeQbZxnGvEOfd9wPcBiMiXA/+Lc+6bReSHgG8FXhW+fz3schvwSyLyI3gV/UbgDw86Tzpo0kIG\nap/U5U33Vu7bxmLMn7f9NbQh3k2zh1rP0LKKuigoJhXLSQXFJGrXCliqvdk4dwtiCqyWcQ7NdmjV\nx8zsv2O+lelallkywj59HKodMmPiEOZMyWiQ3CEXL3Gxrv0dG7JxatSAOpe1sL39toxTt5+w6iSZ\nEqN47kf0tdwP6uvh0q4HzTk77LHLksmgN1gHqOCYsKCcVsh0iZsVfU+63yiKBUtdp32hwGb7Jr2N\n65immiUUKHcGPr0Xo2fKed50L3gbY6zGFn3+c2oqCjJaqjVDO3UGVRRU4T7q8tOSrY3zcKKP4Q8C\nt4rI8wnhSADOuXeLyK14D3wN/BPn3Do1Hs0Osp1sgVPzONQRZA3l0A+Qt+W0cmKJNbWRqT2ppqAq\nGoqioZ5UtJMAnBpRpLGNNoJIQcKqz+pAH2Kc6htKJXUAqcNGv4fYZy9WUIEzWrjG7useu919FBxZ\n0ZJdd4ldWqTuNiTcsAjYFixtuxbEyk26vRABTO2blglexLPMAKLuOrjnhhmf5noWzNgPwLnPLABK\nLA0YX5D6MoWpLChnS5bT3XheGFbLbWiSjTgamhekVzqQ6IAfYprWIaT9ljLPzsbpbZtZ3rexW6aZ\nsk4PSt7EVDEhLQ2nRMI+BZ7LlisvHH+8kwfQraq+oTjn3ga8Lfz+JH7CpKHtXgm8cpNjakaPMgyb\nIRRVmawXjpE6kXS+7YqSBZNOzVtSmvjNirL76wNfJvmCZpJTLUvaSfCuq8qng02ZldAPu9QopAX9\naXyHpvRNxYKhZZv60djAVFUPqZFS1mTSBhNEPRi2UzHhMhd6g7STKWTNvezUbjWNXl8GlmFqe2y7\nhlR6DT+yYTnKOhU4L8C99y/5NDcwZ4f98FkwZZ9d5sxoSKdEUfDMOhyczpYsdyqYlh7ELGjqtzWv\n6Ns3DeVMwRKzPCM611OmmTqFLIDarIACyFqcE1wrNE2Oy/0cWS0VdgLgtvsdy8lVAU7j9BeRFFj1\nvArec6uH+Ht2erCw3IYjXT1piZWubRCw9Rx6yVaW6yzcCpQap6YeRa3J6StkexV9wtI8cAVFWTOZ\nLqhnBa7dAZ3TBiLbtI4Q+20ZZ8+2yXrghF4IZ+dkt0HpltVY8Jw6yklFkcesbisNOQtmPYZizSAq\n+W6NuD1mmjCj/hAFSGXRKYimNk6N+9RgTmXGet3anhvAXYC9ixmfzm/gMhcC09zpWOc+O1xml0UA\nT2VU9tuGl1E0HjhVO7AhmRYQ9bdez7pJSKFvttC22D65QF9F12+ruuuyHGgz2iajbfv9sJ5xaiWk\nMpicPANVJchfpkbxlvTLKvZV9NMKgN/aOK+i2AcF+sZvG56RGsV1X1u8uAp+yoZY5NhKTkNJRUVB\nSUHDkiorKMqC2YU5cwTnZkACnhZA9RlUdfaowJmq69apYLNSQshOZJ81RVl3OSNWagr2Q3bLaiGU\nqK4XNFymCaGMe8xUtVZve8oyK/OtqruyN6uyq3pui3oENt1chMvXlVzKL3IP17PPLnvssmDKHrvs\nscM+s46F+hCa1foEHfusQ9/avHQV+1v7Uc0wY30yNB2HTXm1ZocUKFO2qRrE1IG4jnG2rfi5rnLp\nnlFNCY72Tcs4bRk56whtQsxJdA+mzlK9X/37d7IgurVxXkXREPZ8BCQPAs8YhhEB0xY5tg+TPmYT\nKrQSz4SKZuKP6ZzHB8fMM09Vz23JMs0ztM4fHZBzYsrzwNQUPVGVX1lnGvCu9jRVEztvdd8xBBqB\nULIXjH1tuNjVQRJDfLoCGhcKqukek3nt5/0J8eWibdG2pcCZZBihFdwsYBZQT2E5FeY7Uy5zkctc\n6Njmgmn4PWMRQHPOrANQbWVazCWnZjJbUi1LqjqHpuwzTvut12Vrrui6Tar8pnbmXfo2zZRh6u+y\nhWmwa4ojy9sVxtluwDijyr16sfb+pLMh6HqV00i9PI6NU0SeCrwa//T8tHPuVQPb/DjwtfhUk+c6\n5/44LL8Tn7vXAJVz7qYjXwhnFDgh2iptOFEKnraTUjZl85zb0bevF3UWlVRMVdWRIuYROmHuBNpZ\nBE0LnsrMbCiSLYhkSz9aFpr2jk30VsBUEC3oA6eqidctmOwsKIqYk96QscfuwOCz2SVxwLZId798\nOt6U/WLG9OKyZ2Ur2oa8bpgsGoolZNZJ5G9kHzx9p9FOfAplPcmoJgWLzGewzJmyZMq9XNep5fuG\nZapz6DK7HRvdZye86BYsKZmyoKugVC6od/yke22Tg8tWbdMa+WBB02YXrRM7dUn6sQ691Ks+BSYV\nUtYU0woRR5b7qTLyPNrsh7zqtuqAZZxNMCuloiRBHWdpf/tzDdi4T0iOCpyh7sVr8D6SDwLvFJHb\n7BQYIfzx0c65G0XkScBrgS8Oqx1wc/CzHFvOLHDq2zB9yw6Bpz4UaQhSfOPGbKHVosdZzwyvqvuE\nAgTaImMyXeKAhQPyKRTSLx6eguM8+bYfaxP0jeiLqrRpTrNlNFqYZ3fB7OIeOxf3mRX7ITKgZJ/d\nzgutEsFTSO1pDRkLZj5/nQkVl9lnhzKkbHZDN6uRiY91zWmYuAWTqqZYNrS599O3RTh2mMqyyTLa\nLA+pfj4Ie8mUJRMWTJkzY8mEOdPOrjln1qnpe1xgHpiopgdqYZYZCzS/pntR7uQ0dcbcibdPN+Ee\nqJd/Qcz+suYGK+uYp9puB9JQ1VHXV9GdZ5llTTldUpZe3cjy1gNn0ZBl0Y4Q1fT1jFMTQRTtGzI0\nC86aqoae+wMLpRxDjmHjvAm4wzl3J4CIvAGfqm3nDnoGPpUb59wfiMj9RMRmK57Ym+BMAmcTrDct\nQoZbA56rtTbtMYbevmMPjY1/9DbPUlfABJwTssyxLGuacurL/agjqA3fzvw/Zxg4LeuMJ+8Xt7WD\nT51DtrLZLnBxzs7Fy+xcmLOb7zFj3l23queg4Bi90OtUQA9OHtA0e8XW1NFQrs79IDXFpPJJA53t\n0WoBsWJPS9aZTnx6w5RFl+oQgXRJGQDUq+pLU5TC5lX3tYRl50WupGS6s8Q5Yd5kkE1gmkV7pppU\nSPoEs+wgKcy3RhFYO2733cCkIjegWU59x2dZAE7qLqwup+kYZ8ySilEiBc3KWOgHvvt74pKXY1wf\ntz0t8FyOJXYcLA8D7jL/fwB40gbbPAyf3u3wxYMa4Bbn3OuOeiFwBoEztcF4Dcu/Ve0DYwPex44T\nOeTwdvbtqJOa+fTNlmnQP1sy2twXwshLnxe9nC5Zzqe0de4zgewkb2rL1PRM64XWQZoWgFcZU/1s\n9tLMIRf32bmwx+7FfXZknxn7XdCJila591E3cSbPCKSa/5wFL62vfllRhhyTZQeaWqZOQVNZqPpu\nM9rueArJyvaj6hkjHRQE58wCWE464PQOvbJ7AXignXZsONruMmxZ4wmLDuabMsPNBBFHNa2o9yc+\nmaEUfx9toXcbomRFLRtpH9mamqq225jeWQNF7WetzDyjLMqasqwoJjWTfNk58DSzzU7drCF2rbl3\nNgZzCDz7l+d6L0XdT+U01XQ4lo1z00KhYxf+95xzHxKRBwFvFZH3Oud+96gXc+aAUyWyy5rWeE7H\nHpih/TUcIz3mkEgH04Qhn1GamfjyvKHOS9o8Iy8bprOlt6W1GdWyxLVCvSy9A6kK3wvpq+hpLOdY\nPKdNz+vUPwdlRTatuHDdZWa7c3bZY8Y+mQE0vWc6UVtDwTywAC3q0JJ1d6VNgNPbEGsDnP3jKohG\n04YWnYizacZ6p3mw3UUGZQOzlW3WHQR3lVE75qtMVTNfIAKBz6ZpsCUtCip2mJNNW8pJSbWsWJQV\ny3lNO5/ANLzkoP8iUxBMZejl1vv2HnKylmy29E66wu9UqNMuqOOF+OC4STLDo95X/7vpscb4ovCZ\nQ5uAp0pKQuz3acmYqv6e2z/Ke2//6OC6IGla9iPwjHLdNl3qtnPuQ+H7YyLya3jV/74HnCo2L/kw\n9hMNxxh7s6bHsoMwCw+lf2hrpoFBVbTUWU6TFbhcvO3TiQ8racIUw01OXRU0TU5T5ThlpFW+yjzt\nJD4q1ltbAtMGmS3Ii4bJbEFRNOzsRDeKZSuxKlKfGSo7X+DDqizbBM9O+2HSNfudWh4tZuB629mp\nhwlHthk+bQea/UBuXa9xtQqYCp5ag7NBw/nzLrDagqb2bR7gJAK7t/cuZcJiOqUoaiaTisVk2r3s\nXCu4ZQmLMhRrdlC0HVtUcXV8TnR5vvIdgVIyX1tTMhdqo9a9e2hZvK0xGjPa9N76PrSM04JnmjUU\n+6Bfcq5rhwHM43i+D5KxcKTH3PxQHnPzQ7v/f+Pl7043eRdwo4g8CvgQvn7vs5NtbgNeCLxBRL4Y\n+JRz7m4R2QVy59y9InIB+Brg5cdpx5kGTn2r+t/xodlE0jfspqpJmq6ooLMCtBIGqjTeiZRltKV0\nD07T5GGu9pw6zNleL0pcVfRV+9S7XhAGcU02W/ZsY0VR96yDkQnGwajLIqDG5V6lFhZMe3ZOXS+4\nYDNcsGRinGYRiBUSLYBqX+m3Bbfufpn7p0xJQ6asCp+WRANvN4vZYDFOV4+rwKRsriHviqcV1Czz\nCflOQ1423QuurnOWmaPNnNcOiqabojcvarIAgL1nIwHMlWcn15eXfZlF8LQOyDhHeiQGOpGebhNf\nev3MIS91z54cH59+f5x2imUqRz2Hc64WkRcCb8bz/9c7594jIi8I629xzv2miDwt1PO9DDwv7P4Q\n4FfFOyQL4BePM8OEHuRMi3aED0s6enOsijLENq3oA9/QRCcRQMdwmmBA6AOKs6wqF9o8w01DbF0b\nWehiMaGpC9o6MNK8QQyul4FZ5kXDZLqkzJYdF9OqUbGqfb8tulxh0S6z9YUAFkGFL6iZsR/slX7d\nhCV1YKka9mLBIAXQPmBGb5dlTHoN3gYaox76TFMZqHeMpIAaj6927Mig1VnkzTtZ2KNzG1EVJW2R\nUU8LltXEO/vyNjj+Wl+WT1XrvPXLsn4mlp2qWu3H/h7ayIw422SqDfhjxD6askTD7lLQzIiWetvu\nobGgM7Ze7cyd44Czc+5NwJuSZbck/79wYL/3AZ9/5BMPyJkHTpV1thnrFLFylE60DGr4uK730KZs\nb4xxkUGT5dRlQbVbUjdFx0ihz2KK0ldq0rkdJyx6tjFlK0MeTGfAXYEyBVLLhPyleeundQBFVW/Z\nhYX5ghvDDMlX7OkXH7ZFdu15LfCpc0q97Tbe1rImC5ppDYPGALsvRZij8UReiTdFXAKMZqW3O1pW\nqfZIZY6WqacV1tNnI30OrOrt17e9+59+WzuyvWe231T0pZAu20ROm3VeCVZ7JeTcAOc6Oaiz7PqD\n2CasArE+ujaQJ27b9zpPgyKsXlHd3z7YDTmLfEqT5zTTvgqr3+qsUXXTrnNB3d5EUruaAoH930YN\n5ua3n7qhCPfNg2KFCx7xna7E2ZBjSIHYV7hSQK7DNta9lHVqeBW87eqFb419VO9bGkplQ6oio4te\nfrUTllQsKftAqMkL+FqseWYtq/G+9XP8pWuHMsUhZtlQdC8usJMG9rUCa4scKgU4VKzFyrUGVJs+\nl9e63CeAc0g2faD6D2uMC03B01ejackMWKiHU7ftq8Pz7lixzoSqrcIulztYjOewQBfBTsWDUNHZ\n+sZZsQcUDYgeYkL2PBbCrG1U2y2dy6fveMhoQxnhSa8qTmRb/jixXX3bpH+JSdJi3aZfr+AgSe/D\nkE11p8e+A9jlhukn152GeK0ef7WvlB2nL1TLWvuMc9XJY/t8rI83vS/pfThtudaA/KhyboEzZXGb\ninozrX3KHnXorW9thWPrhhw0w55nZ659vvKgpVzs/2fvbWN229a7rt+Yc8yX++V51tq7Pe1pS6WA\nJVBACGDBD4bzAQxCApqQYhNDRTREUgyJH2xDNK0mlZJQ0aANUiTVAKUSQ44JFarJSYwGacEg0Fao\n2Nie2tOes/daz3rul/k6/DDGNcc1xj3vZ62191pde5F1JTPzfpn3vOfb+I//9S7iWZkNgGlf+Nwv\n1fPcgTFeqIXyG/+58jCHtajkEis6hHOSRmAFVqn88bXEd67HeEaed03WvhMmqwP85Xz1tZP3Db0C\nx/TeaCeONlfo+y9XSEwhctTCtGU/6fHlqvmLRNl/NNGe+Px6fZKdQ580+acWOD9OPNqa+rNmVF+z\nnQnzNMqel4OmLih77X+rkDpUMSwOk/x/tQhTTR0w16MFUkBIVcnUkRHVUjkOrWJ6G2sM2i4vwOQS\ncL2nvFr2J/8RB3QMFcudRxLF8LwoCPm/+NvrzDv/nWbXWvR1iKzv+pFom+3zjlnY5fNY31oBaoe5\nONbr/yHOo+fHeb4OedPOqVclbyVwPu9BedUPw7QCwtp2BhKmNCaqa8GUqGX5QAJfbGTtXPJzTFmI\nlPCR44vlxeZlkPrPqweuU850tVddAEKDSA6AMgms2TrT5E0BoXjMPmS1TtieTCaplz0NpPfbNS90\nj3067vMBNmWApVKfLzWMXD1fi4t0+IZ/cj7aISiSmivipPS8Y12TNWdQLprNSkzymwDPd2Xl3pA8\nzybzqh+CPD1NRABKHADyv1r1EslBU9jwtf7v117r1q/yAGq1S2dC6evgmbDuPhblEjzXmafEa2oW\nCtFuuwbQQ8Y+vbjkemr7p/baC5Brh5SovP739XPvtW5vO4dr8DxwiumO8dy16PO+PDd/ftouK9NO\nLjpKYX0/l/JR0yBzE8CbBM93qvonQHJHzUMPVu6hfHHj+SXb1CExWuVOPaCTYp9z8nBKqIwEa8vx\nOTUotS0uV/MEUCKfi04lHd2n95OLAEQeBSDHm2cAlYpN63OUY5H005yZ5r+R49SfVfSLaq7DbXLv\nsvbMr9VOzUUcdPGorm+rr4fYieWc17YTSYuWmIur/VFt7ddEHI65XHMSadCU3/kix28GPN8B5ydI\n5MY/VNno2mfXHuyJ4iro6P/VTDPfvzAWDa5abZuz38cQmin8KmUjotbnTFd7myMoF6w3xnl+CIsu\njnEZqpS2Fja4ZUB6lT0GcWvR19Kfj2eUreof34fScNppFteRfco9k9CW5w1GfZ9ykf/QQDzhe0/B\npU1RB7iviRyv1gJyiTz0ut1aznlNUqPHdVkDTWDx7q+B5/wCz/3Hke5dz6FPluQD45rNRz5fU631\nPq7Zx7QVUD9gGhz17K1jBrWangdyr834edGGaBdNQ1rW0hA/rqyBpmbRcnwxpEmrsCngrwF1brf0\n5+WLFw/Uie1RO6IAarrFpqsHvj53cTIJyF57PvR98wHwOpfIXgBnXoADUraXH3N+zoW6NtoGqp/X\n6IXXiRTxWk1XWKfwez2x5QVC9O9z8MzP6XXIOxvnJ0xe1Diev9eMU8+4wqTSXN40zEcCs7XoyvMT\nBX3myFjLMvE2sEvmKmE9coz6wY8ZL+My0OQ/1x7O6za5dBt9nXJnkc4G0hWW8nAaEXEUdTRUKgtJ\ng482ofg8+VhKTp9zZKGeZVdLL8dhuQ9yrXWapU400KmX+p74Ai1yNWMlJpkyclATs4R+FsS8Yajw\nWVKpc0y2F/DMGav8T35s8Z7bBDyvqewPgaZM4jLRaPAU88frVt3fqeqfIJGB/eLbjwu4aKeDPNgQ\nb3AOnpolzAtYpRWaBG4k+HskTcHMj10kd+hA6kDSaZv+uykEQcUBshb4nv+nZoJrQKpZUQ6a2mGy\nHoOobaep+BCrE2ui00Sl2vuZZgEMDdL5BObvRbNcGw2afl2sXlu5vrFVbrncr5GSfmouUl59umVz\nAVolsT5Bfk4iOfPTvy3Cc5bH+aZajL3Yp95Huk5BM99nDp4yGb5uu+c74PwEiPbC5s6LSxtU2lMn\npveZ4HF1Kw+qBs9LFV3nAZVMi4dYKpKPlPRzs1RCAi4q50hmyjQFx9FkmF1Q51XJMsmR1mhUltNS\nZMLD9aUzI5d1oLz0HqffTwloChuX36SscAoTSAxLghiXmjvp0mObmTiG2k7t0jpDbLvyP01Q1W2Y\nqFwAsnnhT+XCNGVZszUKSEb1PLDO2TL0FeNglxKAIlXdU9XjUkPTmDAJFfPCLOM1zYuoaLttDLCX\n58cE67YkIOjP5fqugacGRtm3Bs3092XCPP11XHca5Wmrr0LexXG+YdGDdc2OA9dnN6lXOAeVXDPQ\nNfCMGcqxFJ1mlg7DPfsAmCGDPAy8vq8Y+4p5LCly0AzvBSBnAcqpAKce1mKGwi1lzeLvx6QYri1H\nVegjMj8t18JfJG5Ri7zPs5XEQbTGOLWzSL7fcL64Bw9pCFLE2LPONgBpE37nQUOu/0yhjqNaVOZO\nhWv5+5Y66CZiJXnvDKqXwird2VenmoaSuat9mb8gk204hxJzF+e0+ll6j0BYqw94rxloOCdss6zw\nsQAAIABJREFUUwBTA6SUwxPwtGEiStnkuk04d+bJdwKick1S1b1YNLBXGRXwzsb5BqVMBu5lnUK9\nnWYd+nP/UEQmcg08RQQgBUhjdrZZui32Y5OA5dhX0FdwLmGEObvas3VptXG9lteqb81chN9Y/7AP\n1UhRjRSlz6m21ci5bKnbntkYGnw++lqaIaxX1lm71rEghzDb6QI0xQssg9aXQxuvmgPk/9c8x74q\nfUvHeQFQYZ86TrUDyjDQhTnJPSqCBgCpecXXWLeL82fC0o8101Ayjpa+86/dYH0R49HEjqQATQVl\nxTxn9yo0zEwwpoChdtCGUC0Bz9C9srQjm93ZFzVGTC3e6y7Pn9jbS0r13F6GmYnGJSw2rSsQQVMD\npTZRafY5B7gkTEqvUt6p6m9I8hk2twnJTH1tZltTxSFVUyB6w0WVj3suleJVxJ7e/YbzqaE7bOKg\nk46VsmSDivkKaEqPG99vzvuNltcGijJ0USyZbcNsYSwd3aajKGfsaaDdnhla6bNTUIXzqhZWIqrz\nJbBdxi7GlEzpANTQBXbna3RWCy+Pi3BbzdbXJAd0CTXSy1mp79IyQ7YFH9w0YpmDV9mzJ7fYl0sm\n7kN/9gmbFJLuu5pxsLFH1GBjWxO5d1JUWirSTaTAadT9FUyrgdpA04D13YjH0P1yDC015umO8vHE\nJth+PchH1h4zyCLjvH4d52QspGup2OQJwBpoyjMv4VkPjaOPKv27cKQ3IzqmL6+HKNDmB07HWlvg\n/GHQ8ZMaPCO/isxSD9aJcmlVex42nI4t/bHFHVs4Gd8/KG8DvCZroDkRB2Leo92oddJ+1sC+ZbbQ\nt+MCCtOmZCxLGnomiqUwLhCMCmPWT7JTrpkIXfsAOy2nUNztsmFbOr1EL+6kJhsdNhTjTeXeRFDw\nLYEj02xpONFzol3seBOWhh5HQa3Oaw6vq1ArFODMhp6G42nH+dwwdHVsWzIWKbPUrUuk66i8F8Cc\n1VoDpu5GKh0tt8R2wcu9M7AtOVdb31pjDxtOCijlcfBANmKxSFV4CXVbtxdf0wSk1bXfR7Qb65hg\nvX6VKrrIOxvnGxLtnJCBGlWS62r7tcDeNeaZizAm3YmxCwP7NG04HVq6wwbuWw+SJ+AY1tLqt1s5\nmRw0NcjmPbm5spalxg96C+wsU7/nEMwG066E5rDYMQ2OlvNy/Wp61XD3rJrwRsDccc+OI3vuaThT\nM7DheBmuNE2U00Q5qspNpcEZw1R6EPfXNI1jzdsHj1ikc1JNz4Ft4mDxjKngKY+Us07H1foQI++0\nq+iDw67vK/oPbqEr0lbM13rb65bNJ/We7LUeSSUeMKWR3ibcH609lHjQrRuO5R6AYp9W4BcR56Rl\nTFinhF1NlAFsU5X80uY5h8MuifZTk4wBDcoPp0l8NPk4DNYY8zuBP42/et/nnPvulW3+c+Bfxo/A\nf8M593+86G9fRt464FwTbXvLZ9vcvicPWbSV5W0x5sU/H+vgCIfyr3tqTmw5zy3H+w39sfWgKWB5\nJL4+4cFQ+qmLyHMrg3PIFmknmy85C5XPd+F/pO1wB/QtQ19xLmZsNfqK5sy0nBZGWDItvcc9t/PL\nhhN77rnhWQBOv9zy1PNsd6YaBjaHiWICoztCjqDGsX9jAYkKEPAAnIVZfGIWJmuYC8PT5lFiIpB7\nE4HTX0yJ94wagV/X9JxpmZlC6+CGYarozw30BXzAZV/7nHFqYD2HpSNtHZyr6xCZZquWfBLchdcV\nOLPhaJxvtNcel91p9qljSuUZ1lO8RA7IfZX21WvpqhF4NZm4rCLvPfsvlkf/ovJRbZzGmBL4M8Bv\nx3eu/BFjzGedcz+utvldwD/rnPt6Y8xvAb4X+K0v8tuXlbcaOGOYx5raHrNa8nzza2pIwUwfslbk\noZIBKbahPvT7Ps0bzkfPNN0xgOYBD5Sy1q+1uq4H5RpoOtZBc42FNngg6rjs1T4CZUl3bCntxGZ/\nSqaCaL2VFhyemz3iKTc8U2zzwJ57tmH93gcnCjFF3JOqsAKecp4i2sygTA2mDKH/FkoL4HBf4YCn\nlE1M8fS7uOzfrtmqmFUENP39bJYwsaGvvJdcAPBLXDLLnHEKmJ7VIucowKlzICsicDak4Im6d1N6\nH1254b705yngmcYVx0aEYp8UdVu2iex/XCYccQAWTAokLxMqUN/4dVqM5VXJx3AOfSPwk865nwIw\nxvwA8HsBDX6/B/h+AOfc/26MeWyM+TTwy17gty8lbx1wCtvQg0jHz2lPuzwYlnR21d5z/ZueJptd\n06pDfWgJccKD5klA82AicGrQFOA8E1nombSHuh6kMoAFYK6xznzZEFmRgOYtkZGaDV01Me6tGlzz\nAqDFcs1GdhzZcuAxT7jlLmGb+/6e3d2EeQI8ITVLaODUbDNqhBE05abI06edX18OZgu7eabc3VHu\nUqeTyYCzX/qrx7jNOIV6h5FPRLB05zo4fojg+QHp5KUZp2zTh/PUADqrRWzSgUEugCltnLdhLSp6\no7aX87aGyey4Bwo7gz2Hy+Qv5IClwt+/PNXXX8IYwRDNWUPCznORiSbGnTikCV5swHe9BsRHkY9h\n4/wa4KfV+58BfssLbPM1wFe/wG9fSt464HyRuoXSrlarKDnL9A+EqDwma1ERg+glyL2n8uo5Laej\nB8752MLRREZ5Ap5xyTwFPO+J4CkDVNtABTghBcZrANoCN0TGJ7+/yS5ICfOjktFZRpPm6Iv6a/FN\n3zy7PLDlwC133PKUnTuwf3amfgbcheVLRHPEMy4dJ7I4oolCs04BDAF3gPfwk8CHfj/tBMV0xO4n\nbBE7O8aAfcftwpdjxfgDO4Dg/698r6KxZuxqOJt4vcVuGf4v0QQEMAUoNXjK9zJBCONs8ADZqEWc\nQ1t17rcr97L0d2UqWw7lhLl1SVyob1jXE9vmxX5G+j6KBhYnx5jquhaW56+bTse1zHg3ksirVdXX\nIeeDz/19PvjcP3jopy96EK+vQomStw44vfNgPSRDDOKXKYGxRiLEB2bChWffZ4+sZbXIw9bRepdJ\n19B3FVNvfXymDCgBkKdEwDw+sNyTOoNkPbDiMc+WmsgoD8QBL+xHWB9hXzfghuBlr2xyHTR7Ezvn\nhtPiEHo03XHzwYCRc7sL5/kE+CL+/GVCcOpYUGt9u5LQKqLddo8Hmmfhu7CfegQ7dpQ3E2UlEZjR\nCQiELC3phNmEv66WwClhm3NvUyCUtWgK+l4IcAo71b/ruTS9aKapVfUaPxls1f1j5Z7KvbKW3my5\nN4797WEBVIMLOkG1JDlodqkdQun60tm0FqNsGXx3TySUK3YweJXAeS0caf+Z38T+M79pef9PvvMH\n8k0+D3ytev+1eOb40Da/JGxTvcBvX0reOuDUN10eEJl1126wriAkD9KUvfYdByNoaruaqHsTJYOr\n6buK4dzAqY3MoyMyzQMeYHIb54FUndequ7BPIEU8YqhLFZY9nlFqz6wOnZFF5t1tOL7epxFOlb9i\n0j2nXK5ALGtRh1CjLSd2d4NXzb8UzvEOD5Qf4sHzSTiPO1LQzlmnjF0NmrJsgE+H/e/U9mEpZriZ\nR6+6b3RbD79TyW9vaJfUzjTo3WcC0Vcpo9TmDZkQNMvsskWr6RAOcPYnNAVQfkZU0cWrLo47Q3QK\nrQGnhJxR0Zstx2Jmuz8xm4Ki8O2V5fxSW6Y2Z6RFpmU7LYY5CQOTcKc52ByiZ/35hZ9fVj6Gqv6j\nwNcbY74O+Fng9wPfnG3zWeBbgR8wxvxW4Ilz7gvGmC+9wG9fSl4bcBpjHgPfB/wa/FD4g8A/Bv4K\n8EuBnwK+yTn3JGz/7cC/iX8a/13n3N9c268GvWvpg0BwdnjrlszI0fM4En3w6Y3M9+kLP/iiD+No\nGYcKd65TNvIsW+7xAzEHTs1C71GsRQyTMpIdi34+B8SUgHodzuKNt6lnXhd636GcTgXjGLPaJ9Lq\nP3XgZ165Da9dTykmhjs8w5RzfEIETwHTo/pvIfr5Og/JqfCgucNPCKI26/MKzpht7yjHe8obDxQz\nBUe2oowv91pkFMvtbBlHC4NJbcnazjySmllEjT+GW7OQtkFtIAZrhZTzBs7WmwTu8KzzgJ/wqnBe\na6aXQq0BippzuaUoHO32vJyLBjVtr87Zp3YUVUhLYgn1Ah3iIWPKx3p6SHiRrLKPIh81HMk5Nxpj\nvhX4G/gn5887537cGPOHw/d/1jn3140xv8sY85P4q/4HH/rtxzmP18k4/zPgrzvnfp8xRgJm/jjw\nw865P2mM+feBbwO+zRjzDfhZ4Bvwxtz/yRjzK51zF1btP/Hjv4L/5Ff/3dU/lAfGJ9MNwSWQ2njE\n1inFFbRaL4Bsmei5LG7gZuPzyscy2jQFNA6koHnHpXp+Ct/fE1P4lg+1+93nXUdD5iO/zJXfRA82\nURNH/CAVEtRy4TGeBhvSDKMvXRiAVKD0EY++dJodxqiaymEKeD7FO1Y+DGs5rwlcYJpzuHtTIDxj\nAB9bQln6BCjzaSILv1fnlAecj8AemhngzHBThzCqGLi/NtB7am+i6G0KktoJJIxyDMdxR7y/M3jE\n10h6VverJ3WfN3gKHYycXeOzkI5480qJx9gcPCW8DCLzLFqOhAIiGwdFNB2tqekSJaGfab+7tIjL\nmsdcb/s65eOkXDrnfgj4oeyzP5u9/9YX/e3HkdcCnMaYR8C/6Jz7FvCIDzw1xvwe4LeFzb4f+Bwe\nPH8v8JedcwPwU2HG+Ebgb63s/eKTCHieiXjGtPDEZTuvksf4P1HVPQMtlwfshUMx9DiS1/dElVZU\nc2Fjssz+aOIo1Qh8JAZyPiaCaHDL9iaCJ+prDTAlEfAUu5rGknGumIqooPsqR2Ll9eykllIl3ZTu\nRwD0i+Fwxc55D+5DePYMugG6OTW3ake7C4dXAF/Twq2AplwnZd9c1HUdH2qg3kLjOqzxE6QOu8nB\nc8Lbdp2o6Xm4lpBGOT9h2EvCwkBqY+lIQye24awGdUMmtTPr72Nf+t2Is68ijcPVbFNeG4CWo52w\n9chUXGpH2qwUATOq62ILtgzPYXu/OFa7d7nqD8svA37BGPMXgF8P/B3gjwFf6Zz7QtjmC8BXhtdf\nTQqSEkZwIb/hV//asLuoroidR3yoOhRJx8IJiMZ0M6+4S0kyF8Iw8sK3qyLqpDAW7UAQdvaUFDCX\nIkFaX8+RQwblDXF0iYvWAlu/n4rojKlJVfUNlzGJI8xdzThahtpfpUINLgmarkLUo2Wk0iAjzhJZ\nPsTbPZ+Cu4MnT+GDIZLpNbOr9ht9FXB7hluxa+7whO0aaBLOeQBzBjuMlPW0eJDhuhOj72qYykvQ\n1JEN2tY8yA0We0oeYyZLQ7RJi8FWjLhXZA7/J+xatHxt57Tqu62vmjWNJVRSqLpYzlcWP3mk7FLb\nOgVAPVtNbZygVWiXsNZXLe+A8/n7/Y3AtzrnfsQY86fxzHIR55wzUsxwXVa/+6an/y3lI7FxzgvD\nbOgvZl6/k/XeO9GmI1F/E0aB5nNFA6dGCH3UEyngLB/mUe/CTsQ1f8KjxD3+Uop7NtCVufJjWYhN\nywW4JHbPhXn6ATjWFl0YWFQ9G0wcNvikizxMSjPPkcXUdzrBafCbHrOf6NOXSxTgnyfA7T3cCHjK\nBCCgqSsQNWpnExRTnDRBg8RKtaWp9PbNNeDMUy4X58+Inx20l69Ta0E28Dd9oYhBJNaqIhGNV/J/\nAqJimdET36jumwKdWDUphmZFtd0tz7SMkxQI884G0gX11XrQ10SiHt52eV3A+TPAzzjnfiS8/6vA\ntwM/Z4z5tHPu54wxXwX8fPh+LYzg82s7/j//07+2eIB/yWd+Of/MZ35Z8lCsVch+qHJ2btf028dg\n+VUgzcNtdIhJTM7wIkCzHKIApM7HzNnnmQiUJ/VaBXWOxm8qarqM3YZ1FjUCg2Ec4uRQqonGBidD\nE1h70/Up09ReaOVlnk9wOqeROndcxvSLC0USaJ7gTX5Pz7A/gjmE08tTHkv1/4qN6hwYCTnTGTSa\niRXFfGnb1Cq6jtlcHpNT+PJDIvOUaQE80gvKC8LnuZXaaMnls7FGvnRxl2VXk6+3Gu7R5U903LIu\nmBztn7n2pG395WLvifJzn/u/+Pzn/skCv69K3jHOByQA408HB88/wueI/sOwfAvw3WH918JPPgv8\nJWPM9+BV9K8H/vbavn/Vd/w+NpyxDGw5ITAHl7OlLojwEHhCWiACrvdTDxv7cZLbqESWgGYicC5v\nZBG9XrvinxFHrwCm9iKIrTNEWbvAosRwKE6iXL1WgCHV5cUxJAVLOhokW2S5isL8NOjI+wBk5847\nffKQR7HUSljqRp2FXFXxoT2+h32rrqsLSxP/J7m1DopRwEKcGqmN84J5CtHX9FeHJWlAXVz6cp+e\nECc5F85GAGxWr8VTlz83JlklX4tCIZgrBuDMSlSW6+qzfuZjCnIM19LedP93wswfLuLxVZ/5er7s\nM7926f/0j7/zrz6w9YvLO+B8vvxR4C8aY2rg/8aHBpTADxpj/hAhHAnAOfdjxpgfBH4M//T9Eefc\nVZ1Bijn4ggURDNceLF0oIS/ZpeWhdrbJf49lrJUphRy6sNZZMGSvmYneFZ2bKYZJQ4yaFnXmSARL\n8SjI6BLjZp1q/ho4V0wI0xgdQ0No7yFcZsCnJ05YxspC3cdMGPlrYUTh+S/MOr4ewnpLmqpt4k+X\n8M+nJ2juoJIdFUR7p4CozkpyEXt0sLdOx4XIqE3hotNJB7CvMU6HeiPlkAai9Var527lNURbp1w0\ndfKyltstt7fl0tMelsJ6ih1ZdJoRpwvc5PnqsVRcXvh4DlpWqT57fbZNkXdl5Z4jzrm/B/zzK1/9\n9ivbfxfwXS+6f0kyE89wnh2hC7NGR1G5agMT5Wbt8+T9HN5nWnOSJQIx8wcUc5DBqItt5kGZJV4F\n1MciTgoZYQ0x7Siko7giVUP1MepTmGSPOvs7VnzqVXO5vqhxVY/ROddNtrTQ7uDRDNMxAqho87qi\nWj6fyBk+wQdbVXd+P43YOYV9yk41Rk2+0FIey1tk75NMMEn31OFOOmc9SUKQDyCd0GQCkwh/OTi5\nuM+xD2rgFF9ffk1XgHPpN7Ui/hmNtWh1qvF6jLLcieva1+VvXp28a53xCZCHvN6aMWrP+pw9TGlJ\nsiiRpaZ1PAs7+RYY+aLHVpnsyC+uxQ+snjgYc31/p35os52IQbMmDlyLZ0ONH+sy8Cr1+vLCLNdn\nCRBflrQt7lyHikV5xR+dSjjCdoRhhKlP/TmnsAmkFjQ9r4APA7XO76fRWKSPWWUS6fPQkRXyXjtN\nDI6imNKJTodyaba+mFTESyMnLFVU5KTzM9LgmUf6Z84hufXyF7LIxCSziix2orQjZTFekIN0p2lv\nobX6szprTgOYAKwuwZjHfb4qeaeqv2HR5XNFTKZmiI1TBw3nEp1AsSCsDDpdjQdYGm7NdvJR3Bo0\nJfZZ+3EsMaroDBw2RBuYcDPZgQzI3ACmRZRgySya4zY74H28x+U2/O8eT+dKImC6dDAlKaVUSyWh\nnoqhMpTWxYFeZ8veH4KZYD/BOMI4p1xGYEP4dEWMARdflmjmbYsn0UJTFbNdCmWE2PLzpuBEy4nN\n0kpjLYMGgqpeOt92RN8bXXRECqY8BaYtkZJKaISLf05LOjtqDi2Tmq41F29Tck4529RVlXQlKSUP\ngZhYOCGSBZ/jfj27Tj//8tvXCW7vgPMNSt59T4aJPKjSMRCiXVOr7CKSry1qv8jaQ1bgQkO0gaEe\noCovTY/aVkV4/wg/3rrw/okF95VEd4kULdmqf9OWwJyfgUfGR/hyQqX/6U1YbsPHsggIPaBJzhjF\nNO2iro9VAXaK56iXlsQ8a0v4shKaA2zO/pCkCFCVr014baGy/rdNC0by8PU5PA6nKuf3GPrHcN/u\nObDnGTcLeEo9An+/YuxuWcwp05Nlgwd/cYgLmH1o4PyItCacFBjWZd1FMlaZvFf3TjNM7eeT61mr\ntfKoW3uZDaQlL6UnGXKRQQo4rqvnuXam5VXbPLv+Xc+hNyY6VEgX1Bqx4SGJD5ecoLZ9hSYPSG8h\n2deYAajI8g/FTFnOFOXM3Difjyye35w5SBkxbUeTAXFnoHtE1NceEdU9cavK65yBjuEPHgOV3+cO\nDzaP8azzEZF5bogYPYGbC2ZXMJtUlZOwE+kLHx1EUzox7MN/lHhgk6CAI5gQk3lzgE8doOsDMFoo\nrE+xTNiefi0gsgvnIUD5KLx/L35+uGm544Y7bhfQ9G02fNm/3L5ZlLOfAEob7Yo7f8zswwU4qntX\nEVz+G5jlQx2rpN3gcDmMciAlrc+Z2zY1aOpjsCydMXXkiC57KGYmKe8hIUYi+nUkEamtP0Z8lssz\n8Tr6DQG+2Mo/BfLWnkXaeyXGmkWVPFVJ9Qwsmeying5UCYBqQElUPpn1Q6Xui0ghTUaE7R3D+kza\nRuEOOOzwCCuxgJoR5zbO3HBKVF/3RGARwHwcvtP2SHy+vVsGXKyn48/ds/Bero2pcFWHkfOBaPKT\nij9HFuBcIqruoT77knAXvq9KvZewG+1ZLq+cTwDQZ+9Znppb7rnhwI4TLUc2oUXzZmn+MQb7hGXy\nwFmN0Fj/H1JQRBznUlxY7pFue/FBAf374eR12Setnj8guRlHzjNvq6HZpmwvHvUHxOe+xdAyz7rT\nljFr6nGJWUL0dHuYeQHQtIvoq5JpfKeqfyJkpKTCd9aegp1Lq+RRrfdWzBh6Uy05Mr7CY7mA6RRm\n7WKZw2M1ptJOGOPAjmCqS120xQ/6mtgDSAaopNbo30yhJJmuIqRFk04dwiLlymRR4ML7eGAQkFMA\n6qbSt8a1ka2ImUMPlhMt9+wov3zitj5hZT9iZ9xwGb8vACrl2ZQJ9irTlNfCskR13YRzkeUWzreG\nO+vLK99xy5FNaC/nAfPEhmOo0H9iSx/Cuhrb0e5PnM81nIs04HQghpRJvQENbjLJuXCvXOnTN2VS\nkIlAROY47TnXZoAbUvtt/r0AbItn+7AUNNappVE9t8yMSHE5i8UxXUSJXGOhuXNUQDZ2J33BTLoX\nlHfA+YZFbmps5etPxTEGAI2MNAJpjHILZSyQ4rfyucQx5i0F/H5E9Qv7k2dAAKDFD3IZGDp/XcqT\nbYmgKWZNncQtoTgadES0qqdrPe6JgC0sTQ9GYZw1vrilYxksulOirsz5Ie/7Opdmw/nRU243d+w3\nUwRNYdES6S4qu+TpS80LDZxroGmyc9JhOhWLXXN8DHe7PffsQ436HaeFZaZt5oSBdqEVSsuZ7f7o\n65Ge93EikxqZku4k921DCpx7dU/yrLGZGIaGOh8diaBNpRLYus/+Ry8N0DqoB5q2YxpL5lLXF7WB\nLJRYZdf0pGDdjlkmNs9LFiq/96cWATPv1/VxZRzeAecbk1HNiv59rCspTiAXPIb57CpsU5wh6euo\nwnsDu69TOWJp6Bix1E3POFjGtmceLLQmRqqIN0QGgAxOUQGPpKEn73HZu2bKPoMYsaSdCVq9FY1/\ni2edO6LtTAZnA2x76k3HNJXMVYyDlalBBss9e6pw3mL3PNUt56+849HmQCXAKaXy+vC/B/WZNtnK\nOlfb5bw009TnKKB/A/ePGp6xX9im7rnehebGwjp9D/UaqRxUMtGWZ4Z9xbNzDec6mixFI9io49f2\nTtEcHrpHwj510Y46OxdxyOu1aAoCqmIbv3Gw7aja3qeLAqOrGIx/UmVy8wA4IqVq8iyhF4nbjJNn\nmYQw5eavVyXz9FZCzoW81WchN3TEJqFIPqPIMBFz12MnRBscIOXyWsD0WuxbQ7ew1JmCoamYpoJz\nb2FqYmhmCKm8Cpx7InjekrJLzWTWcuEFOAU0dTaPMM69eq0BswU2A0U9UDc9ddMn6pkA6ETBic0y\nCXV0+A7rDVIS93zb8mj7lJvNGJNpdF1faeWRA6c+D6s+F7umsDvF0uYK+hrGquTO3HDPDffsA0C2\nS9/106KyRzDNtQXDTN30tDeHoLLjgU4n2Uu5AElpkvuoe0FdW0+sM029rLFLsbdK9EUL1CNFiN80\nhTcPOWcYjG/YJpO8DaBpF3W9SDJzrtk3RfJYzhhCH+sZvPJOl+9U9TcrEncm7NAEEPCeVH9zZMaV\nB0S86ZppysP2kBHcV2DyvccnLHXVMdUlY9v7yuK3ZUxx7EhVWRmYYkPT+dGauWgQ1cymJzpVBFzW\n1joGUjs3WqB1mGag3Z6p257K+Ehvff3EWXRgR4cvEtxTB0eLXcwYPTWTLek+dWBze6LuZirdakJy\n5wVQdN61VtWlmJD1juvZQtcWTGVJZ+vF9iwmlYGKp9zyjBtl2/RL7hyKhgfpFjBisRTSX/72wHze\nxWLPcvxbYunNHdH0IHINNGd1juLsalbWuTou9yrJpnVgvUPL2mlhnLLOM75EPRcn0Vpmjmaivk1G\nlTzvMonq9Ns4qb5ioDu/esgxxrzPlc4S2Xa/E/jT+Cfx+5xz3x0+/w7g3wJ+IWz67c65//Gh/3xr\ngVMbs7VKLixTx3JKzOeYPHAPg2UuUqdywNJQMtYVU1tiCsfYW18od7C+2vdIWjwn78udA6dOOJHf\njGo7uA6YoureENX1RE2coBmomp6qHqjLLvCyLrFjzRQ8Y0/sOdQh7UfGYMLoJY8dy5EtthmxzUB5\n6xu91a7DTjN1N/iSdP7iI5mqU2lwhWGoLM4YZlMuk5iYSUbsApZibxatQMKOeprAOEU93y6OIekC\nMC7+Ye8+hFBJKYT38BUH5nMN5+qyEZswT4mDF2tPlrV0of3q4Ae5L9eAU0oBTqSlPO3k2WYZHUNl\nGQPoZgp66sA2bVDd5bleZ5gFuj97+r02ezm0rTstY/fK5MUyPV9Wvo2VzhJ6A2NMCfwZfMr354Ef\nMcZ8NrTQcMD3OOe+50X/8K0Ezsgg0ywJAdB8DeXCqD5O5oLYO2dKprKk2M++D1Fv6bvfQYnrAAAg\nAElEQVSacbDMdYjhGy1MxWU1X0ntk6o/a4xTs1JZtAdWr2WAisq3A9oeU41UzYCtBupmoLQTddEF\nSJKCz+MygZxD9o1lXKol+ZiDhjNDADM/mI5ssYw0ocSaWMmsmahtT2X91uv3Lg7ISYFmH8wB/QKe\n9aKSQnSMSLvfaNuMzqESKUets4eysmvG0W7OjGMJmzPTZBlONe7cRI+72B/FeadjwOW11PUQtqkX\nSJ1iMomJfbMgTSHV0U3CMMtpieDQAXIaANOaA1KWOzLL6DBNvezRjpnW5NQx0XlW3iuT1wOc1zpL\naPlG4Cedcz8FYIz5AXznCek99FI2ibcOOPMsB3lvkTYY6VrY5qvo2Gdw1HTL/mrTM1SWsaoWp1Hf\n1+BgmgsfbD6WzGPhgXQsfR3Na/ZMKWuWV/7tue54EAfLDrgZKXdnNtsTdTNQ2Q7LSGwjMikm6ct6\n+L+uuFds0/9Geg91VExhD5ZTaI7WckbSU6OyJ9EHI82is8doBIiMRwapV8e9zVnAk5CMMAV9fgz2\n1SFZ/FF60Nws4BjboETHkK7T2dZnptoyjWIrOONuDP25oj+3DOI8OhofoSD3Rkue4y7JXXl2lUxs\nAO0I5ewn00k9B5J9awA7QxlYcVgXxZzxwCmE1YldWgwR3mk0PweZZsqLUaDvicRyvnLbpsjrAc5r\nnSW0fA3w0+r9zwC/Rb3/o8aYP4Dvpvnvran6Wt464ExnSatUdO9l9LNuLKclzFOA4+OKZWLHIRvA\nFYOtGG1Ju/GG9XkufAm3sWQcS+ap9J9NJW4scGNJ2QZb41jiuhqGMlXlNUsV54Ne5O5VwO2Zentm\nf3tY1DwpgCEWXWluZtXrioFj8ELHs9GWxYaaPqjGW5qg5ltGfDWiNL4wL7Yhn+vPNKvRJpQYVuMH\nsNixh+QMqoWRSm0B2Td4kNbl5cRBZBnC2qu4k03NNO3+xLQ/0vc13bmmO25ws2JpU+lNMWOR1CNd\nltx5V+GD7quRshqXGgHzWIIRb7eq02mBclqcQkUZ+wdJERN9PctACFInUQxNEhH7Zl7IJs8Q8tc9\nhvW9NhmufP53Pgd/93NXf2aM+WF8P9Rc/rh+80BniYdY0/cC/1F4/R8Dfwr4Qw9s//YBp0ieOaQL\neURveiza8SpnUM88vR2wzwb0EkBcFLjaeCcSJZOzPvBcgWnTeg/3NJX055q+q5kG621vmp3qwWnx\nMX528gtQVCOb3Ynt7kht+oRZ5zUahYFJvUZ//UrOAS49j6sSAPU2tYEDW+oAuLGMW/wfiQKt8A3U\neqpkchOOBGmUQ1QTJabULoNdh4mNYfqTu60nQnkvbNOE/y2YqekWAJF9rANEx64+0Nc1480zf0yT\nb6s89Jahr4MGUUJX+3YcohEsjNN5wLSTt//a0fdE72tkPC/8uyigLPx9ttEpVJazt2uWaY56dHTF\n3vKai86BZ+cheJBqahOX0SO/aOXernGX3/AZv4j8+e9MvnbO/Y5ruzTGfOFKZwktnyftMvG1eNaJ\nc27Z3hjzfcD/8NApwFsKnNcKEQiTgRRYC/okLu15cg1k5UHVA7alwwWnkTx8OXOasMymYLYFkxVl\ny0bV2U70+5p+XzNMFUNXMY4l02gXoJUwDlNNVBJS5AzzbKibgU3j/coapCQnWcBSWkoImPrXXncy\nAag6WgbqoG5XiINIAO8Qzls6iFYKisoFmvzrU/B251XJtUS7mmFW1wtYHEVzmAALddyyL7nOWgzS\ntGxa2PEQtBGLFDO5rjNaBjAeTEZrGaxlbCuGvl8mvaGvGXvrTTBDGEbViAkM01YDVTVS2snH/QbQ\ntNXIZByzcbi58OBpLJTenrnYNYu0UHEsThzDrOReymTjtS0fGp8/w2t2zZx1XtPIXmna5etR1T/L\nemcJLT8KfL0x5uuAn8W3I/9mAGPMVznn/r+w3b8K/P3n/eFbCZw+TlPsWfEUNIDKgCqDPai8AoYv\nK/nDJSqUzR7W3G50yfsUcAb1v6dmKCvGrV14xeiqhKnWTe9tYCY+gRUjG47UQQ/SFe/lGMsM3OQ1\nsAojvit9HUDHM9C4r4mOJmFAsj8xYBgcB3YJExcLWuyJMy8TWh4Kowt1CGBo4H2e2SVme8UmIQKY\n2paXi3ZeSc92Obahrhhqy+Qs49gvE9zQ17jZYKsxXezINJWYMTLAopwoyomp9JPibFTAup0xZk48\n6XlbGD0ByVlI4RqxcZrsvNZYp4h+Dq7JK7V3np+/yUeQP8FKZwljzFcDf84597udc6Mx5luBv4GP\nYfjzwaMO8N3GmN+AV+f/H+APP+8P3zrgzNlFbPkbk7p1KSwZsDJAX9TOea0IrH6fy8BlVRzxPusq\nNnFwmsUzLeCpg/FHLIOxTNYzH3FKVQwhisCfX0NPG9hm/oh7x2+ZgFtkbRHORXRtKVGVJUtFnD7p\nPWgUIKdhM2daKnqGkNoqMaFyXeSaCjAJKEhZZX9dxoXt6kEu931I8h2viwCoXAGbPUfixdfsSp6X\nipE2JEF01EzGV44aqopxskxjR9/VVPWArUZffpDB34sSprKktHFqslnhDnlay9KXkJPcdH3P9L3y\ntttchZ9Y06rkff68ftRx8LHlNTBO59wHrHSWcM79LPC71fsfAn5oZbs/8LL/+dYB5zWRByG31fjB\n6dvhvqr/yMVhlmDtvF91LGDn4aGmX9jwTLHYAwVYLSObEHUdU0Ttwu2EbWuxwVCwVrVbOwVyO6dW\n99Y6IXqbcVqzVPe7ibZlLwVucTCJs4ngxBG1WwDyxGaZCKIamnrBtT0vCSlS57k2sH3JNAlZs8u+\n4jWY0AkU10w4uTfBT25H5bCqmcqSsSypmzo4csYQuDXRPwDqPrjdUZQTs/XaRGnHxbaZNxYUxq2Z\nZwqsUrQ4JxapHVg/I2LOeUheeXm516Oq/6LLWw+cXvnSTNDfmTykwhvNY5iSyFqvoVzy32iRR1eC\ntS8Zsf+1BORrJ0pky/F3OUMQ1dfbrTwL1Q+/gI/ut7N2baSEWLkCSn7bcfUc/b8atHLoVcP00ZHf\n+njKCITAEn0ALI4lw0wd4kPlWNeYq3jGRWWXbf2xvXicYQ6gMp2IE0py9a91CxD2KREaNrDvcbmT\nPVInoaanp15syEVhsXZiHMuFbZY2AN5YLvZPYxyFjVEJqW1zTq7DmqddO98eYpgalHNz12uXd8D5\nyZG1gbTWlA0+eul+UYWkurbBLSqoZNSIh11maRk4ohxOjMlD33G7gKiETUl4jmYYAtwySAaqxNuq\nB7yIDCMRswBmVHdj7GNkOGvMU+Ip/X9fsqicBWuWK2aHOpgXtE34PT5gpOJMw0Adrm1qQvD7jQ6t\n67LepVSuWwwct4tNcMwef+1AkYlIZ6DlUjCz4bhMaGILlushz5o4enIRZ5B/DaUNxbIz26a2a3q/\nefqd3L9o170MD/OfvxxqfdSx8qBcC0d6y+StA85op0wfCng+E3kZG6eInpH1/+k0QAHPmPEiufKo\nDB3puFmGxKGaE1u8Dc33lxRm6UG4XAbEoG7TGjsQMJaAdn2+/nsfoOXB34cZpQ3OUlC6zkDcYpON\n+2X1vcCeOIxk0MvgvuUZt9wxU4Te3RUd7cJA/fWLnStzW+ylJ13Hc66VTIvXQufeC5AWTMnEM1Ne\nBZr8OTLMbDhRB1u2rwOqCowEgBzHFEglVlO2Kco55qZnQGlWwTLaP/25aZBcZ5hwqaX9osrHD6X+\nRMhbB5z6wSkCE8mDex9iJh8XPBenDZe51UvO9RRZ2VSWiw3SD17nc67HLedDS1mNVNVIZQcq0y9Z\nPqI6F8FhMS8MKg150upbExISK4bleswKNMRDXFFiApiJKpxfN8Oc2GsNjobjAs7XrqEwLc/04j40\ne95w4jFPeMwTpID0mSaEQvlqTMKqNWgKu16T3LasRcwZwOLskonOO4SE6c6s1Z8U1qmfndhNwDPl\nMzqLTRxf3g45BTAsy7Rgh4jE8vrrFJ13/n2qFci1yNX0NRW9yPajJ34Nnmvq+utqnfFOVf8EiQ6G\nfln14toDEotFpA+XNAWblgF4CZrjYJmnEE9qS0Zrl2ye7tRwOm4YTg0cmhD4PFK0vY/PrAefY176\nzBztxZ7VBJE/6DU9Z8aQZd4n4OnPZ05ATQb5Gpsj/IOcu2VcymnUL6BrScmOnNmI3XnHgUc85TEf\nInlN5wCaZ1r65SzqBazk+NZK/z0kYsLQNmTREnK7dK7a6qpaPfHZioUxQkbOXOCcCQ6eiaqUzH5R\nmYNZZSWhZSnmUUbgy22by7YXNs1o9wWdPRVVdXiYSDx03V6LvJ5wpF90eeuA83k559eY0EOxbPk2\nepBWwWblmZEHyCPbxGO6pF+OFX1fMw4lY1+FWooj1k44B+fjhumwgVPpI8kPgDXQVMxVRdfs6JrJ\np+k1A/NYUtgJWw9U9UAhmSdzwTz78hXSiqBuemw9Utt+iT/M1WrvGY9OHkuxsBJRV8WWKR70eqk7\n5Iu45eYRseNqm6TEpl60yFVyyx2PeYIPum8WoNTreBbNAva6RNr1+3ipqhvc5SS3FBJJw8jGyTIM\nFfNsmKcC54qwNskaZ3BTAa7wqZhyTdqeqvXxtlUVQpTstAArxHYY8f54N1xqv7y0YWo1XcQqoNTx\nq/q7NWKhGfxDHva3IAD+F13eOuBckxdhm/mAFxFWJP7iPFZTwnD6MKClKMWJllO/TfY1DT6rpD83\nPi0Pzzi7qcAdWziY2NfmPiy65JgF2hJsyTQ24fd+6ZaKSDNUg6/bqIrCdqeW0o602zNd3VDV/QJB\nHswcEn4ubRJmBibs4rjJJ50dBxq6pZNPq4C4Dcp1jL0ciOFIw3NZjncOfbgA5yVoNqEMSRUcSO3C\n8I/swmB+MVYkDjcNlBo8+772GUG9ZRgs82BxkhHUmdgLSveEWivQEkKJnd3QbzbQwMk63zuoHn24\nkfUtpjGaZQrIxfsgRUrS/PSopsvvcoeQDtdaU9/1WMlD9FwA73wieaXs8x1wvnnRMyy8WMqYLjSR\ni88wugxD8eq5VSyopp8a+nPF+bjBrVW17iuYDfNkIrs84IFTt2goSTsgSg/0gVj5SFeArwuwTVot\n3QFlxdQ6Dl2N3XRU9UAXKr5vzXGxlYldr2JIlELJVZLr2KpSwRtONJxpAv+LJYTPy0DOWec1x4rU\nDgAPvuAQjizOIWlfoutxShZST8VTHnPPjiHEikoJPMPMmZaYjeSjHgZsOAsP/2JO6c41Y18xLbVU\ny1hURZcAlCLVGjx1/VR9qrqQ8QbfRL62UNtlEuxrPJjaybf/rUfquqfZdmxsrJysayzoTDhtUtDg\nt1ZgpVwBT/3+UhOLJehei1f9HXC+GYmG8WjnechpkAZVR6DVhSSuSb8UX6sX9rMwz65i6GrPJI9F\nLEiscXcgAuQBb9+RIrkCoho4G2LJMinqAWk1JA2YAqbSxbI1YGvGtmZsZ05tR73pmG+LpWBEDIBP\n4yMljGajSgRLeWDpI3nLXWCa8buKGLgu+7Vz2PcYQ6Yekq6OAKnLywkj7Gi4Z08X6nAKWHSMS2GS\ngQqJsTywC0w1VlUStjpMNedjy/HZFo4tnExaH1VagOiaqAKQAp5S3FjfK1gYJyVpbyFpo5GUniuh\nKnENjFsYbzrG0eL2xmcghYmtDFbgOpRkKhfwnFdtmtfSUyMjTVXy3NnlkzCmAKjrWUcfS96FI70Z\nEVucNpTnGTNF8iCl2wnISlD6SLU6sIcwkEWtk9cdNUNf0fcV47mGPhS/1Z0dZVD1RJDUACoNzQ54\nhiKNweCy6rushcVosJTCxSOxGdwCrAXsN/S3JV01cr/fJTGBfmBF0DQcaejYc8+OA3vu2YZ+khtO\n7Dhwyx077tlxpB1PtKeR6gxGACQHFbkWImvWkgb29Qkq32NorGGoCobaMpqKwfhaoRtOjFiecRMm\nzZknPKaiZmBYHElST/TIdmHXseanZRwsQxcY5mD89X4GfBjuoW4dLA3dhGFKwWmtouvJMm8NrPs+\n6QZ7YnaR4tMjMDf0ofRguzlTNZbRVkt0qEPa+PrJvs2iDWQCNFdAMw2Ql8SLtcpJNoB1HGmvVN6F\nI705kRjE1AMZHyBRbnRaoVGvfRGJaMfJPdRDYJadsml2oejFMPvyb0NX+9JiwkwEPMVrOBOBUljm\niRQ8dY91SOtv+hI/UV1v8I3YpI+6PIAyoDtiEzSDB9YZKGuOdud72GwmBZwu1OMcQxfyIzsOF6Ap\ngPk+H/CYJ+zvTzTPnD8nAX8Nmho8r4kAqPRGCoy6KKFuobYz1D1UPa6GZ+/ds7N7euqlRJxYa59x\ns7DOjoaajoqegjljnSXjVNF3FeNQ+apG+t4dgA+AL4X7ooFTL7rVSc409WvpbCmL3EMBzL3an1yv\n2TJOO06zYZpKrB2xtWWyAxJypxMUtF3zIaZ5LatIQvkgRh/4z6V+p64D8YrknVf9zUme8ZLHtsnM\nKypdrtLrbBJJiZQg85ShVAo8m4VtdufG18zsTFTrZC3AOOKZzEF9JkAjAHvAD7SStHjxRByA0hFz\nS2zVoNmcMJ4q/EbuqPz2DK5u6Vrfc8iW4+L02XJcANODpwdK/9lxAc1HPPVe8A+OlL8APCX2UT9y\nWdQXdVwP+RUESIRxa1NEWJsd3J5HtjdP6DYFZRMnSCmB7BvMjRzYhoInXfDsbzksanrD0HvQdL31\nKrrcNzkPcdgJgJ6y85KgA62S33MJoKU6DzGj3BC7kOasXCa/CZgKpnnHeSwp6xE7DMxtAY13vOUZ\nYmse9/h5CprpNn4vl6aqmglJLX0NhY3f2TjfjMRZMQXNGGQTA621aioPkBSZ0N5KkY4YciThR2Pw\nvk6UTLOl7yrvMR9tbG8ha1HPB/zge0IETw2cJ/UZXDokIO0j5E/ciwwy+Z30vqlJWzjcoGxwhjHU\n9hxLzyZqugumuVEulC3HBTQf8yGPnt1TPsW3zf2FsMj5aYDJvc7XnjCLZ2LSNlfWYvMV4HkEHMHe\ngt3PFF/+AXYrppq0k04bXXchkKmnZPb3b/TFoseuglMVQVObUGS5wwPiF4ldRnPAlLWYXaTDp1Xf\naXVc7q/0lYKUcWrwnA1u2jC2A/Om8PntwZSjnTk+tfPFmGZaKCVmY4nVP7JYH2EiDPdl0zSfK+9s\nnG9O5Cavxw6mqoh+SCD1xPv4TFir1XkZC8jS/gDwVbtzmbL1Ed8B5Y44QGWgHSFmSDr8EyW64Q76\nhuDPSvcv+9bfzXiwFLV+T9qzaAQ3hlYejV1Cc3xm0kTLeQHPnVLPF6b57J76Cd4O+CEeMD/Eg+cX\n8eCp7YHwMHAKqEgDM1nrXuSixstEcw88ho1zmC9/ArsY6yhaRIz67JbnwUcSVHRnry1wblI7poCm\nZp1yfwQARb20V9aiQXTZ/aqB91fOPwdMAU1xQi1stMLVI87BNFumQqrix6ZqkDpAdTKIZpproKm3\nBUmTnRZAjY6iV6iqv7NxvlnRuceSYSG1HCWWTc+0efGKtQrZsp+0WIa5BNE5A01hffo9xI6H93gA\nFdvZLBv5fBTCmXikMCwgOrYedCEyFfmvPDSmItrWWi7scm4qPeucS/oidpAURu0wVPQLaL7Hhx48\nT3cRNJ+E5WlYBEi/GBbtLJHX4pwVliWOk1xNb9VaHGA34Xqd8MwznEs7w/ufesK496FiPlyqSybP\nJO98Lui7hrmr4GxS4LwngqaYVToi8y2I7Z2luZpeO/U9hJMOIUX93mseWkb1OwFQMcHobqcFsAU3\nlPRdQ9WM9EWFDSFYPiLEiy74EknDWkm+y7z/yzAl6dplmElLFb4Seaeqv3kRRc0uD0SsPlQmD0cs\n3xZ/WyBlwPLvdHhTPgAvRDtCdFzfSHTuGKKzKHGZi36diwRnHmHeXoKntnHKwJPD33Fpc5yBUEF+\nGkuoZcKRyWZaYNQychMKcDw63bH5okuZpoCo2Dmfhs9O4D6ED57CMKU+Lt3s0RjYtdDUUAnL1KxT\nwrIa4D2/32UBD2g7sD1LWmOuRWiRkLPhFLpXapu0MMyjej2ROuzE0SZAK7dOr5ebIS1KlQfkIfDU\nbFN77S0RqLuaqRkYe99NdUoKucQQIl3gRRd/1mCqmabfLg2y96c0ofuzPy+U7KXlHXB+smSJIcxs\nnvKg+LwgX84hPkBRtC1UlrVWGAAIgOrJOHfYyAMijGvB3Msq8ct3sp4AJyN28HE6d9l/gPLG4u+k\nhDZJPKL2cgfQNCZV06QikxTgjY13OzZPXQTML3GpqguABrZ2OMFh8jjxRSK51ji0cbA5+aV9ClsD\nbQXbFqoGTEu073ZEM8QtD6p5uc1aF+uYp9CeWXDtFNYCmhL1ANGxo7WIFm/++EBdV808l5siOzwT\njZ0F9NsIntqBplmnrEuimeUM1DD3FcNgqacyL/y0iJgq0tx2nTEUs4y0PVScqbKPNblWovEjyWuw\ncRpj3gf+CvBLCa0z1tr7GmP+a3xF+J93zv26l/29ltdUAgWMMd9ujPmHxpi/b4z5S8aYxhjzvjHm\nh40x/8gY8zeNMY+z7f+xMeYnjDH/0sv8lzDPmIk9JbNuDF9JF6O2l77g8ftYjScB0HFlrtHGflFV\nZVAI49Tg2Kplj8fHW6LXdUdUWYV9zniGJ46LO6Jt7i4sMqil33cCnL41bVFGe1i8Bp516obHTdf7\n/Z2IIJmD5hMWm+05AKcc3j0ea38a+Af47lc/DvxEWP8k/gn9vIMv9PDzd3C4B3cgRhgImxYwlclB\nkSBdDT5XKxdHijMwlTHqQdaCc9oBJP+j+6KL3XgfthHzgawXkZAJQWIVetDjwfMuXLsPwlrunXay\naft0D/QVzpkliSFWri8SM5LPyZ+X5x5YGLl/PWdgeqmK6+yjeB1foY2ze8Hl5eTbgB92zv1K4H8O\n79fkLwC/82P8fpHXApyhk9y/DfzGgOwl8K9dO0BjzDfgu859A/7E/ktjzEsfWwTQ6/qADmWyxNTA\ny+IVcfvllbZtau8oXKrp8nxqxlng1dEtfhDeqvVWreUzeW9M/JN70nCgO7XWPdlXgBNnEtYR7V26\nkVtgoeMcQVhCp56QDvig7roTnM7+rWDPHm+WvMWbKmUukdhviQ8XrXxXgbVgZF4S5l4SnUU6ZEnd\nCg0GOTsa8UHlF5q0OOxkcoNL0NTgKaFFEh8rqr6o1IsIEmo3fUBoDZ7azHFQ92tR0dX9C4ViIK0O\ntVbAWl+TeK+nq2BqLp57Hc7nT+zX/a+vMPgyj4u9tryc/B7g+8Pr7wf+lbWNnHP/C/7p/Ui/1/K6\nVPU7/KOwNcZM+MftZ4FvB36bOsDP4cHz9wJ/2Tk3AD9ljPlJ4BuBv5Xv+LI6eYk0wdUl13LwTEvP\nrRcGTsOaLuseZgeSvtZqdP4ACOMUO96OaPwTyQFDBo14mc94xwb4gTZl29Zhv5JfrQE8vC7sFCqM\nxyIScm2EZfvTMel5TUT2Kc6UMwuwmRpud1CcoOzi6QpBlNeOGA++I81KLK9Nk1uit11A1HrN29sv\no2dZyyqgCIMTpik/0QeYL6htbong1nM5eQL+Bjwjvfnini99tMQd0fmk96+NwfIcGaB8WFWeKLCs\nt81O22RMCaPU312rgFQw801f9o1814NH8BLyesKRvtI594Xw+gvAV77u378W4HTOfWCM+VPA/4sf\nbn/DOffDxphrB/jVpCD5M8DXXN3/iuPGi+QIyVOYltzSTRmkmK28fpEKMItzSDPPnNXpcCH5XDbf\nEpFDjH5yB0Qbyh0GIyq/majOCQkQ8JTAamGJ4gDRXlwjiQAx3VIGky9iIjWPWo67lnZ39scsmS5b\nPF18j5SRGShLuC2hMFCck68Ws2FPnDskPV8/gAl4TkSE1UVOAvMcGn/0sf1wcdWR4Wbjw8cmIuhp\nRNd2TT0hyfUticxUNIOBaBe9kHuidVeqtkj0PHFm0Z6zHLfk84qEXeuccjFAlepzadKS7kozzDQE\n6eJavcA4+Fhy7a9/4XPwxc9d/Zkx5oeBT6989cf1G+ecM2uFT19QXvT3rwU4jTG/AvhjwNfhFZL/\nzhjzr7/kAa5+94++468glXy+5jO/nF/6ma9TP/CgKQ9J5FBepEdQHjrvc1A8ksknKfsMi8z8a86h\nvOjDrD7TarrkL0uwtyCLSB7O47isniRe5rPatiYGYa+pPoVv1SBM04ddeabuS3icFtCUEPhhf6aS\nfHhRU98jqs06M+YApoEbGzzmz3zlO7FUWDycCNNcs5oVci3kv26IXnZhnQGRR1suE590z/TV3FNv\n8IRl0tEQOtpBq+hyL/O1/EZEe9hFnU5irQC+DG+o2GfrIlX5t6R2VA2W2iQxlcwhDXMudaUGFfGh\nnWGY8Gil9t/cWbQmcyAXn//cT/Izn/snDFR87xd/ZHXbjyTX1PD3PuMXkZ/4zuRr59zvuLZLY8wX\njDGfds79nDHmq4Cff8mjeunfvy5V/TcD/5tz7ksAxpj/HvgXgJ+7coCfB75W/f6XhM8u5Fd+x+9f\neFEdkCIWQPBJeCCGcscc2JR8dmnRk3wjKWjgrjKX1clYGJ6AnGaKOlRJq+qy6GgkSwqaGjzFOVJn\niwzgQh2HVPoRm5ksBkzhLWS+kr2vOnRky4YjHU3IG5KExZquLak2U3SM3BJTOQ94ELgngmigkvUz\n+FQLm2fQnlJ2KTi4Ax4Z2DWw34PRYCJALczcpjtwFYyFB0tJjZV8IXFviQmmoaNtO47bAfYhOkEc\nOlICDtJ4Sr3OZauuc4+3US56u1ycxySAaayfBN5X91nOdZ8tuUYSjmM1FI6UIWo26t8X2NAiRUTb\nN0WiNub1D4fhKz7zq3jvM/8cPTX/zk/8Zv7sf/G9q///0vJ6wpE+C3wL8N1h/dde9+9fF3D+BPAf\nGGM2+KH924G/jR9uawf4WeAvGWO+B6+if33Y/oVFF+iVhra6z4rY8aTtRWSa/rJOgXkAACAASURB\nVL1+vSYGKEyYwYsQN6LZyRrT1Oq7BKZrw15LGuupw1N0ZonkoufMU1CoJTK/khiUrdMAgWmwnOeW\nvqiX5Epfqm0TCslFxnlmw7lu2beHuP/3iIzpiB/oR7xJ75Y0lfQI+3vYn+CrjnA4wLGDTQPbBkqJ\nHGjV8W/UazELaMYZzr9rieAeKoV2yeLbb5RM7HnGyW443G7pnr7nQfkpEYwhzcDKwTOXAr8PUfl7\nfHk6noYNvhwPnI99harHeMB8P+zzRGSVMkno5VZ9rm2gy6FGM1Us15ICphYfzj6RO4u0CFv3pfzS\nimATJb/+V/2alQvxEeX12Dj/BPCDxpg/RAgnAjDGfDXw55xzvzu8/8t4H8uXGWN+GvgPnXN/4drv\nH5LXZeP8e8aY/wb4Ufzj93eB/wo/714coHPux4wxPwj8GB4u/ohz7rl2Bpklo9OnXN7n+ehSHUmU\n8JliYSZRdb+s0ZmUpjNQ2pFB2r1u8ANBgHAI7wUke/X+luhSFlYh4S2isgvTnFZeb9S+NHAaYj70\nY+BTxIH6mOiIGmA+NZzPDcftli0HOhpObDlzDPZN3yDDg5EvVdxvD9R7PB48Ii2Vl1d7EqfLKd3G\nCIgKexbKKaC5ubJIKKtEIoTt+021gHyXrOW4GxVy5bjljuPjLV88bHz91GfEcKeZCFCa5em1UctM\nTGk9E1X3+YbFk7VR9+B9/IQzhusilZIkxGmbLRtiQZAm/KczuDmkzJZF0JBKBZhihBVn6ZiMC0n0\n0A5AyYhbEgSITfJkLSaBVyovH2r0XHHOfYAnZ/nnP4uP25T33/wyv39IXlsAvHPuTwJ/Mvv46gE6\n574LXtx5l8+u4uYomZOHZq1mZ7RtapW9QKvuukCI/F5MsqaccDvROexliMzaewnkHknZlQxaQ5o9\notMp5XOdw33ED0iIavQOP1A/hTezvR8+DyYC0/SUpU8p7WkU42wTwNQtLO5udty6A3VNVLOkQHPG\nMJc8b/G+6/x8qQQlmUIChBv1XpddkwweDSYbmDfQlb4W/Xlhx2KX3SyFjiVQR2x7j3jK+f2GZ8fG\ntzBBHf+RNP5WFnlkdDiZOPskQF9Cv1zhq/PfkoLmI1KTisRrycQn900WAdMd0AR6Vs5XVXUR/cxr\nBqodR/6z2D4lamnlUgWsCyzzIRb7seRd5tCbkVxVAbm5/lRGvB0ndqcUAPUiAcTarjkqEI22Tpbf\nLbGfhY+n68sZs/FT51zMYOvUOy6eWnmvjf1ykFp11x7dh1inOIqOeDapmUuLBxexpQloiuq3mWi2\nZ5pGlNszVUjTG7GcA5AKCN1xi8F52+FtzW1752M7w/UwE9QHzyYvAFSAM2Oei8otQKlVczFhtOoa\nqe/cHs5bw/1GCt9tFnZ5VoxTjq9Y7qSfEisGbjd3nN/fMBxu/X+ciaxXgF/0HAFSDZZ6WZgmMcqg\nIQVN2UaAV1fx1+q6Ljm3D++3HdVG0bPMj6pt+r7cnAbIy6gTeab12iEkQkopVujcu9fSe/1ddaQ3\nJxK3JiLOn+hJLdXrtDq8qOxi15RETbHxaBCNHNSrOZaJ0k7UbRd7Y+9OnOwOx8a/TxKzw2sJqREA\nFRukOAnEq5sXelh7XeNBU2x+AsCareQB9JuOoppoWqke1CdLG5Rdy0hPzQe8j7SaWBrU1RUm2AQX\nu/GNo3UnNkNHez9R6kpGx+z1SFrQQ6neYs9zLRgVGzluoNuUnOuGk9lwDA07pGKobyXcLKxZ7lks\nbBGZZ4nvo/Tovad88T54X07ZcchEdh/ukw6QX1s+TWpquSXaNCX6QYcdia1ag6dm3ItzbGRze6Cq\nFMoYH1Y1hciBPBBei2aJvoyiC6apCmk6M6vpxavqMSIh3de7CvBr8lYCpxZhGXl4xVqXxTx+TXvW\ntXNIZmVdZX6xCNmJ7T7Js6MwjnsAu7lU0UXF1dkoNalnVmp6CLO85tGNJxcZjgCoeKKFfe6BZqBo\ne7b7I0Xh2DS+T5Dna3G94YRl5IxvSiftj3W/no7oqZAq+w4wxtHUHdv3D7Tvn9lOJzaHnlpUdkkl\nNKT1Nzc+FrxvS471loEqAbyJQrWE88uBHXIGvuzyhiM7TmwXVTWq6DHsKjY0c7TFme37TznyCDaV\nZ4TC/O6JQCb2W0k7l/uqJzF55IRRCssvSFVzHZPVkgKnJTDMuJTbM+32jLWXem3BdBUoNWCKUwhI\nulZeMs/oVE3Hg//sXZGPdXmrgVMeCN1re51pip0yzp5+FtbZ6hE0Y7Hk2NNaHqu67NQ+/H6bXUdR\nzhzsxFQGb4weKMI4crYh9rFnxHqaL2JSygeeOKduHGwGbNtR2onSjjRtT131lAECpemurC0TZ1oG\n7FLko2TCd/aMiQInYdTqesp1BKiDe2lXHtncnmhvT2zcmW13ojnO9G3BUJf0ZU1ntCe8XTQGXTOg\nV7ZXUcmPATgPbBeHkDBNWeTe6ZRZYZy+FfTE7uYI+JbK03Hjo/elj1NuXpAMo7V4S7FLQ4xCEieQ\nDrAXW61W0XX66AZVq6BjszvR2hNSX0HOI15/p7zqJTDgM6imxNYp3nFt39ctonV83UOs9ZXKO+B8\ncyIGbS15fUEZSPqzte0vkyzz/epQ+ZEGs7o/2/qe2XfAZHZgTYx31INNd6w0+LjCDf6BEraiW2Dk\nd0iyTArAOrAjGIfddlR1T90MlHaiKocFBCX/vGAO3ZN8X56Bijtu0b3QZfuGTrUMaRLg1JK2oh1V\nJfkjW3Oibc8U7bwAsO6b7hlupe7dGE5x4sg22C83y1o6YHYB+tN7J0cvxfF0obz0Hhtm2m1HUTiO\nzjDTQGXjPZDCxNrBlYOm3Mc9cYKUoh+CScm9Wll0UP8W2M80+yOb3YlaxV/qKu8iAn7RibNmz7yU\nnHHqdtk6ztm9LuB8Z+N8czJT0iGe77wQ65SAXw6G8vDJZ1JR28d/rhVLiJy0Xtq0RhHQaDn7q/k+\nHOxE32zgWR2zXyxgJ7ATRT3gZoM7buArnI/3OxBV7F2PKWYoHKaYMYWjKGZMMWPtpNb+c6mzWVYT\nVTVgTQqCJeNSHb2mZ8Jyxy2+fNywbGOZqOkpmTjTYJmWRnVHtuqcc7txlIohBDZ5hbrlHLz4leK5\nNdKrXufB6AlJO6p6KqQf50xBT7UMbO3QE4Ycq7IKcFbBvleG+wh1OWA2jnk2nJ1hrkafETaWwalT\nevOH7iElYCeLBW7B3J5wfQWFTSc+Udd19H/uIFJOIrM90258SxPflC72ykp7Ba2pz7Fookwca9vJ\n1RZNwduF/f3UCSRyTetXHT/0GsKR3oS8dcAp6lhkOSnYlRloikQPYcoovZofA+JziXbOcYmX9nu5\n1DkMjtJO2PdHzm3Hod75be1EVQ9UtWeDx/sN57sdjIbyvQOTbaCpgkrX0+yPtNszddMn/6XbwTqM\nh8GpoSj9g1+WE2tZrFIJXKrbexApGAKMeq9z5NxV6A9ZMgXgqrlXxXkfynWW49txCEr2KfxPvYQ5\nyf/L9rpiv9wrYZoAuae3CWw5ZVkxHtdPb1ZlEZXBuTcsdruCGQpwW0NROMYxMLFQNnDalsw3Fg5N\nVN/hAvzMzYnt7YHu3DAWDRR1tHlKIz64zjQtXnNoetrtmbY5BS4u9z6yzrUJRrPOgZp55bnUIgke\n6fNbXnx/bTx8bHmnqr850b1Wogc9VkTKGWeMMLHJPvSMnKvoWsoALBVjoi6JyH6a0NO7pue43VK3\nPaWZsGYMTLjg2O8Y+woG75iYx5KbL/+Qe3uLG0uq3Zlm09E25+C8OS2hNQYSAHL4Go3zXFwApnaS\nSEiOdhjk17KjXK5fGQLIhauN2KTC+GUJvsuamAWOljOWgYGaMw0OX6m8YuDEJqiG3oOimedZ2T2B\nhT0Ja7bB7CAqv9i6Y1KDt+hGU82ojs/btqXwxVwW2N3ANFucM8xzgZsMswsB57sT/anBHVroTQC+\nCaqJMoDdbn/A2pFTOTHYCVc1vmKJquZ0uUzQDJR2pKx8mNt2L26vk7JgXjYfjOtZhdfZ5Fo9T2Qy\nybcVYqK7I7xSeaeqv3nRACpFXNdZZl5KLqrpDwGmSMnoVfEXEN1lcVOcFqbgbXb70NfbQl9AB66r\nmeeCx5/6gPune7b7I21zDuruiZYTDT0TZXCExDCUJY2uCCxh8ueiGaZ4lOcAjLo391p/JR+q5ScV\nSbnzQeV6ELkkTEWbSzT/l99IgeSKnjIwmXv2iRnlWtygt7f2SZHlOnjVdLsMmVAmyqXVs1yfiYlx\nuQJ2AaIS6fJomAsP3a6EqfLxRRO+lud8c+R8bOiOLc4VHuiq0cfEth07DhStZ7CFcfTlzFw0Pkfd\nEdjlCHakqCbK0kdn2MrbxeumXyYq6Z+kjz/vYMkCpFFe1Pudk4ocPHMn6yuXd+FInxyJXS/9dDaS\nq+vrQfNa5X+onJY0crv+/ymI3HAXlGA/iI/svM1tKr0qONhYhKMvGXrLfn/Poy97SmFmWjzbFNCU\nc5ovQLNYXAQuePLz4xQGKIykCt+vAaZAixZRu6vnUIW1orrinY819W0AsZIDOwYqHGYBhjowSf17\nYT7RtRNNCvF/40A/0y4qvwfNEhMMOiMxV1tUd+0YGRe2FVnXXBS4wtDenvj/2zv3mEvO+65/nrmd\n23vb9dZeJ7G8IaSSK1KSBiU4IqqFAoRbuSulpC0klVpVKkWgNkkRyKICklYphUrtHw0JbpuEVKGg\nWAoQV2CpIm1dIGlDY5e4qYPjZB3bu+/9nDO3hz+e5zfPb+bM2X1f776777s9P2l05syZM/PM7Tvf\n3z1fG5DPMh+xUDGKQpM4g8VktavSHlfMjaWKMkxSEfn1tbkmjtrRGmIeGfrQMG3T7GN+AnA67E6D\n3VGarOlOmV256U3aRFaq+ukTq4zb0M8y3XqmYWQQbqA+8HQKZGAquke7SF9PlpQc48N4Sg+gTbO0\nMmlVMyrzjLJO2Iq2KUkYeqbpYEYYWYgvdRW644Y5LhNp/9E9dj0vwNH3cA692jhhvwHco8qYQ3Lv\nVJoyalRAsV8K402aipoBGEUEVOZk3okVnFldp4VBXoxGheAsjrnbQiWlbM6PeJP1/aB/G0UzirGz\nz4oTbMAM6fVjsESxxUwsUWSpR/OGVcZxRWwcUPZFMYRwsTndIsNHFW2eOYro+0eTiq4N9abKCjhP\nl+iL3bVlCkC0KyVJAQQHQMLIugBq1TJtP9K2Jr0v+TzwLBPwoTMJ81lGKS1qpUhEDnWRkM8yinHK\nGvtk5BjsAnPWLKvyDLGrUonDRMYnrX9FZRdWuAwwKxJGTFlj31flPGSdPTLypS8XLdIlU87BwMd3\nHjJizhCXyVJzkctE1MwYArblnJJrJGC6hvOyyzqirneP3RWXSvw24mZJuOa1YrBVA94uZdGQEeq5\nCtBLZplcA4kQyCiaZE93vg/CizWyRBOxTZbeVbXYgVWDp5aXA5pyjPK5TNXW5hl9/8j91X0Rj1/I\nXe2DmyUrG+fpEG2j0TnroJllKKmVdN6moubGnl1ECmBEvRQGIuqyZLdAuFmDZzNtWJbOtimK1Kvp\naWjhIC0p5il5npKPnepaNPEu7ePUDNkBa5AQ+B0156RuHv4Yw7xxv5hewIxJKJhwyBr7Ph7THckG\nu01eO519ajOFAG5KwSEjMubMGDUF68TpM+GACQfOicbYO3iSRlXXkQwSoSlxpeJ8E1DVUhMxa9kC\n3RmRWKKIurG2Tj2IH8XGrcVgG/NJ7qtLyfKI2tsnLaF7qAP6PidMRcxUMb6ImhFTfz+KffP67LFP\nrZb7c7GlSNSMxOIytPSYuuv/kS/VNxc4V4zz9opme10Dt9xwOl95mc2mW89QM6puTJtUiq8VOImI\ng2LKiKkdcng4YTYdyo9uO1Xs4gQXWlwYyjylqDMuV33dAZzEibeLmbaKJ2l4wjTkGCTuUR97lzEK\n0xgwY8IBax7UJJxowgGb7PQCp5YRM9bYZ4195gwYMGHkC9ZJVlEIIatYZ48hM2YMOWREjiuq3GVl\n8n3EIbtsNKCiu5iKzBk0oBsYemCeM0Ytp5Qrgnz0R0CgvLY6u8y9TjUAAf4axUyPAMxSjWvMDKmf\nMGjUf2HQbdGs9FqOnEX22XYIurMZNdvTKvtKlsuZA852pkrlly0yynbYxuKN1W/PDMHxcvOIeuZS\nyaXgcULdUX8dAIyZTYcc7o8pD0dwkPQ39MrV5J1E1eGIl748hvIaN21SQ2IxSdlyOsS+C2IcuymN\nchLl8Bh4Nbt9rBIMnjcq+aQFmtMGSDfZaRxvC0OiahjqhANqIg4ZM2DOIWMycsYcNtdBgCahZNxU\nng9l7SQwXhwkroK5W3/IjG3OIeFhCSWh6mbUMFRhadq8MfdZ+QdMPGDGlDb1msBycKvqiKpMXIGN\nMnY92qsYWyaYpMRWMVgTytD5TZmkJB7mZMN5uzuqkrr20R21YTSZYgdyltwk4W9yHF0CEC/cWP2A\nuow0dO3dQgdzpSnddBvnHSJnEjgTZd/qtj3t+1wm+sFy65eNPUsKH0BgnPKfUFHJfZ8xZDYfcrg3\npjgYwWHatNNuqSZ6OAKcM1z7hRfjdhk5kVZPoggSsEmMTaBOnJ+pFR84qEjXDxivHzYB9JW3p4mj\nC/8QCmC6SUAzFP8Q9nmOqy2vuoREDZkzUaA5ZM4BE4ZMmXrQXGev9dDrYP4BsybnXM5tTsYOG+yz\n3ss6U4om6ymh8FXoHNCIWtytvZqT+YpKYxeSX42oypj5LCOfDag1cFrjtII6gsq4qa+HUw22jkPX\nDJHEXS9rYsrhgHK47oPmbTtWqwkuNjAsqKuIahJTj0OtzCGz5mXQD55l40A8Ssxln3lGL0sQzUmX\nnj/9wGmMOQ98ArgfXyDdWrvds96HcYWNv+Hblsvyh4HvA17wi95nrf0v19rnmQNOoAleDoyzzS51\ncLC26Wjp5uLKgyfxew6YF2sgymeFK/46nY853B9THA5hPwtttKVQxLIUM6n3eAXXeUkAVh7MEEUV\nREC0N6AaX1U+ptjYYOdwRDyaMxxPqUcupAZMAyzr7DZAOfLsUiYBzokHzz4b59Cr5hMOWC/3mOyX\nTCcxWTpnyogBOVtsN68ZN/SyuUYhZEhYu2PyDjg32WGTbbYWVPMRMzIKpgwZkDesS1pliE208CdP\n0kVnPoN+Wo3Y31mjmGfYWeZSK+f+ehTqU5tTln2v/bylXVtA6hBIj6kMyEwoIajvgQwoU0prXKSw\nBTtycaU1xh+jFD+Jm3vfgZ6kVVSNHV6DYaTMNhKzqttCy6d2Ouat/Dj4F2/5Hm6unIh36L3AY9ba\nnzDGvMd/f2/Peh8Bfgb4hc5yC/yUtfanjrrDMwec//zJb+bHH/idJpOlyxjlgWx72RdVMYdNbduf\n2DjlJos9kOqK2fjYw8qrejsvbsHuMBTClWK+u/5z3tmpFt2+t1yyjkjSme9OUpZMilTsp1QbKQdr\nA6qtPViHJAqhN872aUnJmXhwdOzx0DPRYO/cYKfJ0Y+pGna6tj9lsIdj1zGsHVYMJgeMh1OMvUJU\n1cSeRSc1GD9fDmDumdXaduVeHpLTncF063l2x+tc5Rw7bHLIuNE0XJhWwQ6bSIGQSnnK5YUqtUSl\nopJMh/sj8oMRHGbtYh77BNOJAGNBy5zSTHLd9PWS66Dn5ZjGhHJ6Mgm4TvAV5xPKasKhVHofgzXu\nntMFPyr1EpH70HnDqyaiIlGwGrLBAlsVG3JfsshxnWXHlxPxDn0HrpcQwCPA4/QAp7X214wxl5Zs\n41jU+swB5z3ng4sv8Y6RYOVqt0zoe6PqbCNt99PxezGlZ6BOJdeFQPRnWSROrdsFruIARIBTz3cp\nb014aPUDWXXWXVZmrguaUsR4nXYR4RJIUoo8w9pQQ1RsuIGXRy0gHXPAOnuss8+G53+STjrJDxjv\nVUQCmLs4cPGV2tMdSOs6RAKJjTdW4wSqOGZ9u3DnbdtvpwAyGG1YRnftcuHcLnvnBlyNzrHHOtIP\nfuRzuR14xi22mTEnpqIgawwP+0zYZ429nXVm22uwnbp9Hqhp1x+PAGZJaP8rk5hXRCMoCE32Char\nWkn1/2HPJD2iRLGpgCqitmMOakNZxi5fPo2Aw4Zthrr24hism2UJUUszkJSD8ELpOt6q5pkItuDh\nwrNxc+VEGOc91trn/fzzwD0vYxs/ZIz5HlyftH/Up+prOXPAee89wevscpaDyh4+gx1NS8iNpoFa\nCBVjtC0zFDYOCqCuuFOROOCcp+4BE/Dcoc04pTiEftHu4x5S6VmjO2KGg1uULutMCY3aNvw+Nwgd\nGH0R3Yo19pOS+JyzK7pz0X7daBB19kdnn9xkh3P2Kmu7c1IZ947flzBsKaSsj1NOvRRYXqcpt2YN\nrO8UmG0cgMlLZNufw3XgHMRbsHVhzta5y8y3LnNlbYuctGGdGTlXOM+eOi3tYh9pU9czn2fMD4cw\nS9112QZepK0h7Prv3Rda2VnWd230umJmkRebBsw1XMFjwQ/dTtoC1mCrMTPPPO3YUKfGp902fv1m\nt8bb+2NUl4JmCpW9Fn9bZH6V9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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "AWESOME!!! Isn't this exactly what you needed??" ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }