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Mandelbrot set computation in Python
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Mandelbrot Set\n",
"\n",
"## Author [Jean-François Puget](https://www.ibm.com/developerworks/community/blogs/jfp/?lang=en)\n",
"\n",
"The code used in this notebook is discussed at length in [My Christmas Gift](https://www.ibm.com/developerworks/community/blogs/jfp/entry/my_christmas_gift )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, let's load useful extensions and import useful modules"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"from numba import jit\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib import colors\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Escape Method\n",
"\n",
"We first compute Mandelbrodt set with the escape method. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"@jit\n",
"def mandelbrot(c,maxiter):\n",
" z = c\n",
" for n in range(maxiter):\n",
" if abs(z) > 2:\n",
" return n\n",
" z = z*z + c\n",
" return 0\n",
"\n",
"@jit\n",
"def mandelbrot_set(xmin,xmax,ymin,ymax,width,height,maxiter):\n",
" r1 = np.linspace(xmin, xmax, width)\n",
" r2 = np.linspace(ymin, ymax, height)\n",
" n3 = np.empty((width,height))\n",
" for i in range(width):\n",
" for j in range(height):\n",
" n3[i,j] = mandelbrot(r1[i] + 1j*r2[j],maxiter)\n",
" return (r1,r2,n3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using Numba makes it rather fast. Note that time is roughly proportional to the max number of iterations."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1 loops, best of 3: 163 ms per loop\n",
"1 loops, best of 3: 1.34 s per loop\n"
]
}
],
"source": [
"%timeit mandelbrot_set(-2.0,0.5,-1.25,1.25,1000,1000,80)\n",
"%timeit mandelbrot_set(-2.0,0.5,-1.25,1.25,1000,1000,800)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Display\n",
"\n",
"Let's plot the result. We take as input the size of the image in inches, and we compute the number of pixels in each axis using the standard 72 dots per inch used for web images."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"image_counter = 30\n",
"\n",
"def save_image(fig):\n",
" global image_counter\n",
" filename = \"mandelbrodt_%d.png\" % image_counter\n",
" image_counter += 1\n",
" fig.savefig(filename)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def mandelbrot_image(xmin,xmax,ymin,ymax,width=10,height=10,maxiter=256):\n",
" dpi = 72\n",
" img_width = dpi * width\n",
" img_height = dpi * height\n",
" x,y,z = mandelbrot_set(xmin,xmax,ymin,ymax,img_width,img_height,maxiter)\n",
" \n",
" fig, ax = plt.subplots(figsize=(width, height),dpi=72)\n",
" ticks = np.arange(0,img_width,3*dpi)\n",
" x_ticks = xmin + (xmax-xmin)*ticks/img_width\n",
" plt.xticks(ticks, x_ticks)\n",
" y_ticks = ymin + (ymax-ymin)*ticks/img_width\n",
" plt.yticks(ticks, y_ticks)\n",
" \n",
" ax.imshow(z.T,origin='lower') \n",
" \n",
" save_image(fig)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see what this gives"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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FgBowqsVMwN2bgVFhtDomUqrAOwGxHkRaB1VUJNyKx44jBVgNBDywugF8DbBh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\n0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gm+JmALInuyC8O0VEaruqoLjlbTmbQ1WpFI5Nqk/qI/RZY5MiTrodRbX0VWV5YO0ZYf\nQrS92YLwpGpiz8PVbFgaK7GIrEhi02Z6PgihVuiohxU+1i6YwjfuH+KcVMTogoYejEfTZ5Yu5Z7M\nn+Os/y9ujxdRdxHp2LbCxTZo/RdUrxzEAWs0mn7Bms2JR4QoLWiEVCf731bAlLFbYGgI7AXgsiGa\nRgeBdAxxpaYEo6UHe9fNIwmFVhIOuU/EuyYrkqt6tJYl8UBN3ZiJlAIOIq4YpIsvCJd1deafeVnm\nGYJdoY6lq30rC6ojtfGxIqJaQURULQiP2MECZdkltG/YwHOfTO9mHJp48/R/QrR8sZXy9tHkL21B\nHDfmWaMZHDLrUzh/KlRuGczhajSa/iCYwWcrf8Ku9JtZ+trzbH7xB2wbeQ4ss8FVDghKgTUdEc2K\nJKqiZUl6Z16a4KolUvuVfYl41WR15azen6gF7j3FhWhxk4oI79rDf6eH76MJN9UVXEU+JsdkJ/q+\nlcuRM1RkqjBs75BbCsPy4S+TgTRwZzNkeQ2F3ofYcecqOtb1f85fsydbPTlQ6ic4uZbdT+Vj9KNU\nj30fy5YfDh8M5kg1Gk1/YZ/houOCJjxbGzn0kRW0VARo/Xk5FLTDywE4wgVptYgfgSaMHoiS+JdT\nJbDQ2lcL3iW9SReq5pzRBEd/o1osdPf5dSWcXeHnPYgarXwgJ3wv2/KoMxcjrSvS9H7phRUpyqYW\nTUthVwiMRERHnGIMu1vhiAIc2zzif7udI2Yv4piR5bDj6262WdOfBFbX4/nps6ScvAnRd1LtgWiH\nKQ5GT9jEFenXDOo4NRpN/3B5Sy3zlr9JVkEF/PtL8H8L7ITPvoLaNfD+l9BWgRBXcgKWSu/Sg12R\nRCGiBNaEcac36cK+RI/iRayzDmOhEUMYhRAnzRHAN3ROBalfiq7Cug7ESddC5yLpSPYOMlXYAQwX\nq87Kg/IqCJVARgA22Almwph7t9KxIoXX/3Iu1DcDlb3fZE1cSD+3FO/WUjjCBp/Izzwk7hvttCxz\ns6lWWzpoNHsdx5zNplO2U5+Rgu8uO+I33Iso8WgCKiEkJ1RJM9JYarOgLwIsgdVLLAXKeyM9SRdK\nsaFGdwYDmYrryeEUTePLZUibB+md1QZUIUxM1YiU3fRe882OEdUYFr45IrxHTQ0UJaAAACAASURB\nVDvKMYSAFdC0HnaUQSgVTkzl+Of+S+GvqwkeZGf/mV8zznM3TPDDNi2yEoHWl3fg+9lDWDxBcl9q\nRBwvYf+ccgejT13PRxtGDfIoNRpN3CkczX9+ehBfXZFL2w71HOJHRLCkyJJG1JFc3+NPkkS0Et0J\nPV7Esp2q91QiEG9fL7NpqBeRtstGnDCnAesRXxTpAm4j8tWGOrvQDtZ0CGYh2jC0xDgWPyJ9GRTr\neD+dhTtOgZHw2B1nc+1BUxAu9vf0aCs1/U/IsZXdN4xGHCfSgNbKOQ++ybLv3KA1Gs1eQXYRRReV\n46vzULfKCRXyIlpOXJIWDqqYUsVWNIPSvpPAEa19je5Eltl6YbCR4+mNyOpqpl+kWYgtQBnCR2s3\nIqolHX7VfRJpOr9Mw7rA4gS7rO/qbuxmO4rwFzDQBlUd8CnU/bMohm3VDBbTzlkE+8uopkgHn5T7\nHg+Pv2GQR6bRaOKOM42dl2wg5ckMsv6chnO4nNDkDt8kqleWmirsP0/RBDYsvZdO0Yi9Om2oejqZ\nSSQ3eElfxxPNRkJdrprek33rLIhZhznhv5sxwsHy/R72JFxzZRsPFgf4tyLSkfJ95miYanUhhZkd\nQ+BlAEWUFpWzY0gWVL8Nu7RVQKKRNsJBW90MaD8BAuJ3LtvRSJvrTbwt2wZ3cBqNpn8YNQlb6nEE\nN1UR8nrBlgXUQmALIrotf+/NzaEjNYpWMTecNpP0hqWJJDLijRSR0WbNJZLIjHU2YW/orpBfhnw9\nCLM5gEMRVyppCAf5NDpPCjDNSAzsBn9r+L0ypKzOMpQ3Z4TlyO22ccadHzBsv0p2OIfjOGGtFlkJ\nSluZD/eYKnJPqAOriGw2HJuDN9fsGK/RaPYWUup3ke1pIeRNBb6ATDekezBmGcKeIqu7gJOs9+od\nSSC0kmCIvSJaqlC1ZkgUVNuIvhJpObHUpqm59ACi2XQjUAyMxohQqf5YcrkyvdiB7HdntNaRwiol\n/LiLzgLLBqTDkEKwpAF5LK8/jPriXGzn+8lIb+rpDtAMIGO2fsbUUR9iSQkfOx+jJ4ZqNHsducAs\ncq8dQ0HmEKZPWguuncCF0PANNFWEXyfFkjl6FX9LB5VEKPaJgjwZ721F8Kr3U6THE01YyjHFK4oV\nSWRF2uYAe9ZIqVcjPmAbUADkIeq4XOH3qWIuSOcZhRkIL64KhD9X+HlHrni/byfGl1CZkdhuhZCb\naZft4MTZb/PIl6MJfOylviyWonrNYOGZmUHtzFJCL1rBBgf6n6cssJ4aMgd7aBqNJg7c+cYa7rjg\nAWiFjtVedgddbKcEcS5Yi5EulGLKHJnqfaQqVhLtrK6QKOmyeKFaIJi3TRZnJ9rH0R/1YRbT39GW\nL0WVKrYCGA6+QfHc8BKYlAqpGYj9l4qITBUharmkf1YGMBwRnUrHiGqFCybtqWBz0dnkVI7NDy2N\nQAsrF0yj7ZdtDF26FD7bDpW1fdkZmn5mzUeZrH47HVJDkApfXnAhNePGD/awNBpNHLBbAjx83iie\nO/lWoIO2/+6AijXwzhpICQKbEbPMZdpw4CwdVBK4GP63GOIk5ncqf/c1EhZtqmes+6u7sSRikbtK\nfwQ71XRorLMszfvIgWjN4xT3Q4ZCvRuCDRCswTAjdSMiU62Iz8wFthJw5oC/HXz1iG1sBHyQlwuh\nIOyuFf9/d5Uj0442sQzyYWwWHLkNGuvh1bd6uS80A8XM/SpZ2fogvqYMJua/ys7yL2loTR3sYWk0\nmj7y21EfcLPtp+CcCWt2In7/WxC1vPJ3XHpnwZ4F7SFiSxsGY3hd0hbDxzo8mX6K1AC4L+uO1HA5\n1lu0sag2DYkossy2BvFcriSWmqxoIlRO2U0BHOC0QqoTnNlAFiKNmAPTC4BMGFkAWbnitRanGMaY\nVCgtAFc4+mXLxnZcGrbxar2WLLKXBfO54rFsJ0xYC//4uxZZSYI7w4P1ShHRyjy7BOfojMEekkaj\niQM3bz0W3BlwaDbiIjwdxo3CEFdm3yxzmjDWwEnf0osJLrRiQRVA/Y1aFN7dTUWd0TZQY+0NqqVB\nPFG3uSd1aOZaNjk+6RTfBBXV0NIMwxzw52IYUwLWUmjLBIaALR8s6UAW+D3Q6gVrCMt8sN1jh8wi\nsOQRWJtB4NsUhFBLRxTZpyOElhNxdeRi3GFlHD/2SWjq6Nsu0QwYHy0bxVWXPgjp8HX2/tTY8wZ7\nSBqNJl6sXQHNGcBkYCpsL0cILZmVkiLJF2UBsdC3zF+invFjQI0KJVpkSPo+ORE1Qw7TzWwnIG+D\nVfjf37YN5lmAvTU5lYerrNVqBxwQ2gWbd8K1LVBsg6vs8EoIDnBCIBXaw1Euaw4Md3DLq//Hfpkf\nc03oYSxZFrC4IGCl6JwWrENckFkCLrU5tvxc/Gz8YjQL2++Fl67r/S7RDDh/LAqBGwoya0i1tQ/2\ncDQaTV+YWMRV/8jlqKWzsHlzOGvM68w6eyFQDZ7G8IvUtGBfyoD6ToLPOoykA/s7ImRedk/Fj7kx\ncR6iGC9SA8tI71U/EvX1/XFQSPHTX/tTTUPG2kZJnTQgRZl6D8Y+sSCc4h2AX3glNabBagfzCt/l\nw9k5WCYUE/r7SCxrnOT9uAqLFe579A5Cf76LLTfMwHahn1npn7Jll5sZ/pf5YP87seV7SKeR2lfd\nsJ8dVjSH15dGyYg1FJe/z+eX722zYfcB8mCMaxObaKIt4S7ONBpNzGy18sQ1F4C3jVT7aGx1H/HZ\nl0cCyzFqs9Saqmj1Vf0/4xASuhj+d0Sub+ovUSDX1dvlm93dZYQoEyGSpA1Ab8OX8e7H1J/7UrWE\nUAVSdyc3+VoZ4VOjlWrEzYKIFsqooQtRn5UB1kz4QQpja+9i0/tBKMnE/fsTad4ygcKD/kvzPato\n3ZYJZWVQmA3Z2Ywo2szu6hTaTj2AMfOL2fpkPs4VZbQOPwQ+t0BVE2KfZ5A1uhX3EWXsePsj2N0Q\nj52lGSAu/VcRLz48g8Cn7xNq7s4FWqPRJCppr5xD2z15sKoMkL/PLYhieCm0pIiKVsgeayE8xHbe\njl4Mn8ARLTP9IQziYakQbVxyf6u+TkGEOOiN2FIjZdCzg8RMf3zskYroe7IeOSPRhtGXykvkmjFZ\nN6WKMYdotTDPAaNg038ygCYob6apLhVuuZud371/t7irboDqBsrW2wAfrPucDb+DMz508Fb7IaSO\n99Dx3xRCVjcEA4Cdxq2NNJe/Cb6BuRLSxI9nL7JDcStokaXRJCc/nw9/eZ+2HywGy+lgGQKhGkTN\nbgBRmxVrJqh/TUpVErhGSz25xltkyf51fVlmLGk3K+KDzsFIh8n39hWZYlPFhqnlzB6PyWhRpOdk\nXVlvb+Y6rBRENC/W96s1UT6EqWgRIlolt1O+1imeTy8AVyYUZIr3B5phIfAK5Lx0PmOOCZ9Qf/R8\nj/bs6/N8nPD3x3i64kByPqyG4+S4gCH5jL1+EhmlOvWUdNgR8xs0Gk3ykeWGp9KhcSjMGANjcyEn\nDUNkRavHGjhBFY0EjmhZlft4iax4tZLpzi3dRmcRloLY1VJlW4nvh2+OJElTNvNEAXXM8ZxEoApI\nte1NLlCLMQMkEqpglX+Hi91dw0RQK9SC4fAub21gdYOjQGgxQoATJli47Iqnee2nGThH9z7F+g5T\neeeZqWJGy5ShkGMRkenCIBuWeGB74qXcNd0Qtl7TaDTJx0zHThyWNSxjGjidULYSvJV0tnEw2zkM\nvsiChBZaknhGsuJhEBpLSxr1uRAwFKgK/y+jI32pterLxxYvcaUKSXWZRvNlYRo3AmEauovo22sW\nf3agBbzVcPJkeGcFhi+K4k3WXAsjM+CITBzHN+P71gUW+OcL6bSsXs3aVXHoF7nsMxFYO+sEeBXI\nyoTUQmBT35etGVhcQPZgD0Kj0fSYw65j9efvAQdDYS4sW4jIfJijWAPv+h4LCZw6hPgOT6an+oLa\nsLg7bMr9WsS2OOndTD/Zp09Ns3V1s4Zfl4qY9ZiivDcemBs3q4/L/50Iw08bIrTb1bjV7ST8WBBC\nTfDOaqAEkUrMRpwtFYuMbS3wohffrW423FaA7fOnaRnWQTAUp2MnFII3lvHj4y7HWeoRzUm/+So+\ny9YMMN5wdFSj0SQL/y9tCXyaQcd+Z9Ax3QfVizD6F0rnd9gzetWVyOqJAOuL/5YgwSNa8aplisdU\n/N4sQxVlKYjckx3xIVsRER+1/1I8rCXMs/3cCKEjUaNpPWkn1J04NH9WPsT25iFSiDuVdUdKI8px\nmxtJyy/RWEQashbRt1BOKgiLVx/8fvHNBBbtiHGbesbHrw/lxqN+z//bdg2k5xCq0V5MSceGXeKm\n0WiSg+JSflnyGoxthr+tRpzL2jBmEqoRrZ7UZg1sSjGBI1rxqCGK1Cuvt8uJdRlqix1196YTLiYK\nLysdo2efLCY333qCOaUpU3Al7BnNi9ZHMNIyY3XeV72u5N8BhNhS94l6r47FSefxWJTnrODygy0T\nsc9skJktrBwsKVDo4NG7fsSTV8jZivFn1ct2Pn5vCyFvE6Gllf22Ho1Go9EA5EDTPDgwFVZsRvSl\nlYXvZmGVGCnCaCSw0Oorclah2Zupp0G8njimy/SgS3mPFFFy9mEWIsqUiiEw5Ey6vjjFm0WTK7y+\nIRgpNzPmmYgq0dKDkZBCThVbcsZlKLx+2TNQ9b5KQ0T6XOxZ9yaFahBoAE87hFLBXiC2a3gKOPPA\nlgH1Fm7468NQWd7NOPvGsk2lMKrvYWSNRqPRRMFlZ+PMx5l66Bxuv+ZOeOxjWC0bRqvG36qFQ2Lb\n7SSwYekf6GxWKZGppK7GrZ74uyPalFAZEepuOWZxIAWEnGmXJe4zh8GkUfD5GoQqb0UYrUXrKh5p\nnJHGGCnaJOuxUhDF6GWIdjVd7Ts/hlAKRlgm7Jn2U/eR+nopIC2IfeEGmjHM5OR75RjlF0gdf2b4\ntdbw32lAEVzhxLbKh2VYiPFp61gTmAbL4KArXuSLmzdHGLNGo9FoEh6rBcaVwLxpDDnCSc0PGhHn\nSS/G+VSef9TzZSRPSbXsJBI98dKL9eI6KQ1L1QiJijN8L3eueQernk7RsJn+NitkszdVpLHJx6XA\nkFEcGSFKCy8vBRgDxW4K7qsltSJA2aUjILCZzjYParrNjFyuOVxqNd3Lv+X/QUTkTE3DyW1Vl2PB\nMAFNQRzckYSf2YdrCFCvPC9nBZp9sdIQB6usq/JhCK308N9e01gyEeLQihGRs2JpDDLxxvdZ/1Az\nttI10FCN9aK5HLvlI75geIR9p9FoNJqEx3I6jM6Fv22n5s/NiBpmObPQHLXqLoKVWBGuBBZaZrGk\nFnmrjzkwRFKK6Xmz0pUiJJJ4kjVCqYgTvBrpMkdxzMswO8z7EUIhF7Dz0+UP8tDBudSe6cdiC0Gg\nFJgWXk8HhrqWQsYbXq/68ajCTs6664iwfWoUMBURNUsJL6+NztEn1S5BRo7SEQd42C19j+iWOqsw\nhBG9k+MvRFg5SB+tICKiZQmPpxJDMDoRhe1+Orvn28HhBGuu0iA0G1Ig5f46sr4sw//pLr7FCrZP\nuW7yY3y1XhskaTQaTdLhPBgePxwu2wjvb4OAzL6oIiu5SeDU4Z/D/4UwBIga0ZEiREZq0hGRGCm6\nVEEhQ39O5f3yXn2dE1HXVM+eYkcKrkj/qwalOYAL7EMhLwuaWqD9L6YtHAUcAWzG8Ifyh9fvDW+L\nFyPKA0Y0yIoQN+mIZtVB5XkZhVKtHZrDY2yn82wNdZ+FTMvdjdH+Rqb9HOFlyEiUdH+3YqT+bAjT\nqXq+i6allYAlBK2+8Hpkg+18se79h8KmBmhtD4+5WdRdudMh0w0VgC0IY11QWgvD2uCZZ9BoNBpN\n8pGd3o7DlkFNUy4UXwiVZYhzkzznyXOFFFoyA6MGP9TUX6Q0YHelODp1GEaezNsRJ/QgnaNc0hBT\nFnnn0Fm0qE7sKeF76bkh01tgpLTkrnAjIkVOOu/glPDjMqoWxKhDkuJGipAhkJMH7iVQvTTCtnkR\nB5Z8f2p42aOBLYhIUBOdozwTgI3KfpD1YDLdmIERtZLF9IUIl80SYCpGik4K1jRlX/rC25gSfjw1\n/Fwa4jOYBqzEKGpPDd9C4bGrUaoChIBzwYQh4Po3LFsG3Bhevg8hyHbDBjt4MsT4rU4IOiGjUOi9\nKQiNlwkcBvz3XVi4NcL+1Gg0Gk0yMGdyGUU5h/Lk+/OhcgdGDVZXHURUkq9X6T4U0ZIiKFpESz4v\nI1oybdbTiFYu4AR7MeRlhiNaT5m20BzRCmJ4QnkRoslD3yNa+YgpsTLNKFOiakRLRrm6i2g5MVKP\nUgTL+i8fhoCNENGyhqDFG35tfXj9Q4AWJaLVgRBhMqKVAe5MKEdEtMa5oKQGitvg2WfRaDQaTfKR\nnd6O057BrsZcKL4AKrdjFL3LGl4d0RogpFgCI0+r1mjJD0O+thEjCiORES5JgOg1WrJAvonOs+A8\ndP7ApNhRx6bWaNUCLvAHoToPsHHj1+08ODMXa0YAiy1IoB6EeAmEly8/dNl5vJo9a7Sk6JK2CR6i\n12hJkeZHpA/rMVKHYOy3JjrXaDnD72nHONCb2bNGS0b8bMp65D5sV5abBm3bgeLwulMRX6iO8JhS\nYYUVIRhlnVYQAm3CfqstBIFGCKTB6kLYnE/qxjoOOKWAT88MG0/aLNxw3des/crNwsWj0Wg0Gk3i\n0tCaijhv1UDlQ6JG64kj4NL1YOuAgOr2Hgnz+dtGovQ0jEYCR7T+SOTZg/KkH69Zh3JZ8Zp16MQw\nJw0gxMUYmOCm4LFa0qp2su3iovCswzo6q2VZP2VGCig1ohdpDPJveXMCk4H1GKIs2qxDOduvq1mH\n6jrlrMMGZVnqrEM5hgyMyFoQ46pFRsYyMfLzcrnO8HvkrMP88LgysJxtYfI5/2L9g81MLFnLqqbD\nsR42l19VXs29T4yIsO80Go1Gk/DYzoRjc2DZdmjqgKCcdSizPuq5UT1vRrJ30BGtGFF3XqTITjSB\nqPo0RfO/Mke5zMuTaa5oPlqq4FFFhkwj+hHCRqbkvoXKYey6ZRR8VoPwtTJHyro6MORB1hMfLfl4\nO4aIjOYZpoZp1XGbMY+xgj19tOQ6nBg1cW3h5Zp9tEIYIWPzF6UZI3rYGH5NGqEcJ+sePh5LSYhQ\n2lpw7U/wBXj/h0cjUrEajUajSTpCr8O2Ujh/KkNmp1FzXhPGZC05YUuef9S/I9Hd8wNLAke0HqRv\nPQrVBsrmCFdP1GxPtKiMIjmVx6TzeUp4HOosv1Y656HNRFLqsY5TzjqcDixHpOo6uni/eZ/0ZLvl\nvlZr1WRdXdjJna30rDlnKsb+zASGgjULrB6Rlp2SAptt4LeAFRyHe/Et+k0Plt9Lrj4PHv9b/69H\no9Fo9kVS7Kzf70+caX+P+Yc/yj2/Pwdx7pJ10zIrowYOIp0nZSlOJHREK0746NoENFZUx/TukKkx\nOftOForLqM9uDLEjU4tejIOmLx2RzPVnHoS4qkWk9zwR3hMpjSjx0zlS1dX2y22UqcMAnVOvDRj7\nRe1TpY7ZQefUpJw5GjYsdaUKfxV/rXhsey54OyCUAnnp/OH867l27QyoquhinH3j4NHlfF7m7P6F\nGo1Go+kdHX4mfHkVsJhVq34NPyqCj76BNdUYgQlZq6xOfEucCJaZBO51GKkbd0+RNVx9XU40MRLt\ntdJiQv3gWzHEjkyZqW1pAhFuPcEsmuTMjHI6TxxQx9jdvpFiyNx6JxJyWepybRi2E3KfqPfqWNQ+\nVur2hNfvsYO/GVElH4DmRgg2Q6gDqn1ce/ufueIvLd2Msffs930/8743AovDjeXQ4n5bj0aj0WgA\n6sH9IXzRDjPGINrZpRG5B28sgZDBI4GFFsTHEba7nkexLqM3UTFVOMhIlnS89dB56ioYgkbe1ELA\nnoxTFT1NdN6Pcnk92bdS9Eivk2ivUXEgRFYHouhffg5d1aGZPytZJwei/qoaUe+1O7zMdr6LlDng\nF3N/i+2oEmwnjox5y2LlyLOq+P1HNxHa1k5oc0Pcl68ZAMYVwNkzBnsUGo0mVip38NtVZ8NLmbD/\ngXDgFITYUstTIPLEta5Kj/pSltRzElxoxTMUaI7q9AYZiYllOWqz6El0Tiua2/p0hRRMPjp7jHR1\nkyKtHSFIOpT3xgN1P5hFnPxfmrIGMHodRhuvRM25W8Hihu9NQUTlajBSoFKA+mFUOlzkxPGbJsbf\nW01g1g9JL0/BaonTsWOxwOmH8OgHT+Pd4RLNwfc/ID7L1gwsFifYdKsmjSaZuLltNhzWimv166R8\n44TCozHshWQ/XdhTPHUV5epJBMzR/Uu6IQlqtKLNgOsNMrfbl+VJIRPNj0u+RmIBqjCElYwM9UX0\ndRehkwImUm9I1Z6hL+FWNcqn1nHJmrYAog6tjK4jWXIcMucuo1p54CyEd9ZgzNCU9Xbh9WXmQ40N\nFrXieyHsHzbRxdlXtPDqM5MpHvUt697p45dk1sGQd4Iw2G9BGNCGdvVtmZrBQZYtajSa5OLTPzI1\nrxW7NZNl1aNg1jj4uhW8VYgyHDmLXd5LzP8PDgkc0VKFSbwiW2qtUF+X09W4zN3GpSlpsJv39RZz\nbZe6nki1X/LmV259ORjN65MRr90YM0WiodZiqbVdDvDshFAjnWvY5FjTRH2Wfwf4ahAp0hZYF+Lp\nx36I9cGj8Hc1ybIbTmYVL136KrmPTBcBtfoQ+EJQbWH8YU4yShO7JkATAS+iLFKj0SQdX/qHssw3\nBfgW/BUwYn/IORjDdFtaMamyZmBThNFI4IiWuXgb4qcLpW+U+UPp6TLkGKMtQ0ZhdtM5qhOv2rPu\n6sbM61F9yczP9VV8ypy5XE9PBa1sj+RHpBprMdoARTKtrYOW8OfX4QXyRFpoHjATGi/5Gw1V4WjW\noxfBj1+IeSRnfODg7aeu5uOSQ2g7Pg0apRC0Q00tmx5dR9A7+FdJmh7iR1z8ajSa5KOxCX7WCk9V\nwvIWsE6FUBvifCG7nsjZ8iqDPyMxgSNaZvorEiRrl3q7fDUVqJ58zSJMLru3dVKqJYK5tVBP6UmB\nfazIujC1gF/+HcsMUqXuiiaM+i45ecBsKOuhc92XT7Tr+cAD22D0lHDoYlgm7vx2LPfdTtEHc0g7\nIgeGDxfPFWTBuBEMPyJA5gQHtl8ezISl83n7rxfjWJ9K67dphJxAIBwtw497ZBbF3z8NsnP6sK80\ng8FlL/qwF6ZhyUjg60uNRhOdBxZAYxtp/5gDU4BQDaJEJTt8L22C1HKWaNmHgYt2JZHQgv4RW5Jo\n6bXevl+KDQdGs+veWDaYlxuvSIpinRB3VFsIerAedXvVdKFchnnb1fSyB2x+2M8GFTD6+elw7TFY\nfjmfpkcnwf0WAv+bSPqxZ2M5+RIA0s8bg/2s8xl+4tFknHACxzd+xNbbxuPoyCZt0kh4uwkK2xCT\nCkQLo6z8rRTXvgetXjTJxTMPX8Mh57VSNDFek0I0Gs1g0HbhEqh0QOZQUl2lnPPDLTByIqJI3lyH\n3VU99cCQwJd2qhGZ+fEgsZuI9ma9Xf0fCzI1FwB6UjjdWxuJ3hJL+rMvyH1nw9i27q4iZFpXFrHL\nsK8slpftheRrcxHHQRoE0yDbAZPhg+pTYJmV0L+AKj+hDj81dw2FErj53Tt5J2s2c3OX89gjJ7Ok\n+iiYABxUhH+lH68njTYPENgNK/zKelvZsXUSO6aPh6fa4cJH47CPNANGHWz1jKaJr9HFWhpNEjMq\nyJV3/pWNJWNZPKec0JAsDj5oHZ9vmwF8jlEaJM+nsjWemYEplk9godUd6g6EwVasnemunU0ijRX6\nV7ya6+vMDvY9WY58j2xc7QR8YCmBMRnw8xDcH4AlIfjQBht9MMYPKU3QEYSgC7Zn8Nvv34FlXoC1\n+YcTakA0L7U6qHolE6Gw6hECTu0i7wDsjJ+1lVFpj7PwQp06TCau3wl/mAvVzQUEAqlooaXRJDHr\ndvLk9wHqIDWVVzdfAq+GZ7w73eCtwyiOl51KzMi0ohZaMaC2e+nvTGhP3OrVsajCS0Z3EjFrq4qg\neAouc2SrO3sMiWpTIccXRPSNTAHSYFgBNGVCuReu3sV3ojE9H2iCYBBCPsAL9hJwOSEIoTcgsMsP\nnt1gs2CfkkkorYPA0t0YzbXV2ZiZgIcN/xvBBq4C91uiw7wm4Zk7axuPP/8ItML0hpWU+euoGexB\naTSa+DBpGmS0IEytgRHDYWMjRvmOzIo46H2NdN8EWYILrVg9tCKZX/a10C2ae3qsOzvaWNTWM/2V\n/uwLMnIU70JBub1giK2u1hEtzSjb9QA4wBeEdi8EG4BG47lvwnVyW2UTb5cQXEFgczv46hGHfxsE\nfPgXWiEkTWX9GLNYpPvwbrGMBidsmARnp0BjPbz2ds93hWZAaW1zEHzcAu3Q+toOfOUtiKblGo0m\nmblv1If8qmkqfNaAEFFe2FiNUb5jFkjmGYixnn+t9KWsJxHDKgo9VZCq4PL38RY0La8n0axIYzF/\nSPLxRCzMjTbmvqJua3f1aF3taw/ftTBy5cNYJ7hkFErOfJSCrJ3vZjQG/NDeDtkp4efLEQKqHdq8\n0GZhz1moahNTK+Rm8ePAbYx5/mF4472e7gDNIPDl2GvxtaeDB9YeegYNQ0cP9pA0Gk0cuGPbkeRU\nfM6zk/8PyMeop50AWacjLqjsGILKXCgf7+xNZBI4oqWmjPYGpHiJlJrzKY8nkvaVYiieszbUz7Wr\n5avpQrXFgqlIfkc5kIewXwgihFUIo7ek2qNxOzACaoKIiJWX7wSVv53OlhRyfeHoXoYbWhxMO30l\n6SekUPWHyeD3QlkLVNX1aY9o+o8pRzdjmd/GqkUionXgX1+kzLeBGnQrHo0m2fGG7Nz2ygYuPe9B\nIETaEaW0bXHBjBJ4PwCMIew4jXGhH+lc0791WgkstGRqKZaZasmEDFtKV+H8cwAAIABJREFUUWUx\nPR4isQSXTPPFa0zmlGG0NGKkvlVq+yAHMAIhlqR7vGzUrdpJqKa0PoQgq0BYbniN5fl2YYSH5ZdO\nHnsh4YnX2sTKp0tpcp8N6SXYZjpxOxdR/39aaCUqji9bcE/cgcUXJBSw8qXrEgg+Cf7KwR6aRqOJ\nA78+bTLwOjCelP1ryN/mZGwol0VkAtMRM/9tGBfd5jRg/xuaJsrZvAsG19G1/4iWOpP+VomUUuyu\n5VBPiLScWGwtVKFlA9IRJnWViCLIFMR1g7nhtfzfH36NtAeXIssf/rsDEeXy0DntGxCP79oZdiGu\n44DsZWRX1BN8yU5Lq7unO0AzgGwddTCrtx9DyBM+duYCxYM6JI1GE3d2A8vY/ehmapqrWbluAngK\ngZcgezq4h4VfJyWPOcbUv8GcBI5oqextaUQV2YQZ9txGH0ZheiJsf3/aQJhnGJqR63QB0lphKUaq\nbzOdfVPMywZsuWBxhDODqnVDpPo5NRImXyuE3Bt3zAOKGFZUTsXCyVC4Gao3x7ylmoEhtdRO46Zi\nWJUPAXF8ZX3YRLvTibab1Wj2TtqzCvA6MrE4qwh5D4TmJgzXeCWL8d2Fufy/K6SPY++CDUkQ0YKB\nNfEcDLpyTlejMokS3ZNj6W1eO9rEgmjbJwsY04HRiC9IAyIC1YFR9N6EUSgvG3nL6KD8IknnYDnh\nIdKx1dW+zoS8fMi1c+3Fv4OVD2uRlaCMv6kADjkRAkangcMzFzP0p0cO8sg0Gk3cKRgFhQcybPGh\nZP6uCUdRA9AEgV0QkLPIzfXR0f6OL0kitPYFukufSVEgC7sHGzme3oitrkSleXlWIANRj1WMMBLt\nwOh1qO6ToOkmxxdu0RPygT+kvK+rsZtFWPhLaEuDoSlwGGSdqd2YEpkVrxwFK2Q0UtTuvbv7ZK7b\n9Mggj0yj0cQdbwdFz03Ac3UzDde0490uZ543hW8StQ+iuVVP/5AkQmugW9MMFrFsp9JEOSH2SU97\nQnaH2fPEiThRSp+UlYgvjWrBEG396nN+CLYCVYiCeF+EW6TaMTsi7JwG5MKxORx3xzsUXl7F9Sv+\nyunvTWTuqeVwwa192GZNf2DxjSbnwQoMbzQxy/Sf158yuAPTaDTxp6GKnS8No/ZfRVDuwTg/eDFq\nns1lL11FuOJHAtdoRZptuDfXakl6YqmgFpbLA2gw9o9qXRGrdvdjWDWoqK7x8l4KnWKgmugiK1Kk\nTEY0HIjCeemVZX6PBUM0yvosCzAd3CHIAsp3wr/beX/JXJiQju0APyvHHIAn9VDY4IARQ6GsKsbt\n1/QXGecNxzPzTHxvWqm/KAvxQxv+7RhmZ9NbEzly3PN8vHHk4A5Uo9HEl53bOOqh7TRkpLLuLivt\nO+Q5UUod9XzhJ7Loir/VQwILLTOxusTvDcTinG5GbUUEg2MRIeu24rHubEQ0C6AgvMwyhCldBYbn\nlfql6OoLIq9qzFc0qjgzG9mli3U2pUOTbA7uhxYbjB2JtcjH5l+NhFw7p9/3CilPbOLlsvQebaUm\n/rT8bTtpZ+7At3giRoo5LJxz/GTObmLC4lottDSavY3//IOJ5ZlU5lrZ4plOO6kY1g6pgBsszRCq\novNvgxRgXVk92Lp4rmsSWGh1Nwttb0dGtnoitsw1TlJ8DeTHLMcQy+xEOZMvEh6MAvgcYBNGZEKm\nTrs76NXIlUMZF1HWq3qZgSiw99J5SnA95I6AT2vwHVME1IA/h/99diTWrZVQMhrKv+lmXJr+wjYl\nB/vlp9Hxr0KMyRHwnRfcKh9b1o3lieY/A08P2jg1Gk3/8Jf0QpwHzKZtqReOHw7/aQb/Ljh4DGxx\nwowALPkK2nYQ2Vcr2uz13pPgISJzhCIRisAHEim2+hLKlKJE3nrbUqg3qH5WPcUDNCPEjgvx2bcj\nPLCki7sZub/ktqqorXnUmZzR+lnKQkpZ2yOX64XdO2BHDVy5BmiDpgZ2zShgp/NGSu+cSsrEtF5s\nr6avjHA2wA4H1rUF5F5Rh2Fgqx77Dg458BM4PsF/+jQaTa/wf9WB66UsXCNz+OyG/UkvdpD2+xLY\nlQrn2WCJB9rygWMBN4YBtiT+wZ0k/LVJFIuDgaL33h2RMfd0DJhu8d6/cpnRhFGkWYYOOqeK25Rl\nRIpkqTMyuxu/Opau9q0qxswF/7LA0sp39Vw/9kMIhu+uIHXceC46XEe1Bpor54XIOHAEpambqJ2V\ngThu1NmoojPAsmWz4aUVoHseajR7H9YWDp3+Bwra7mPWGZcw7pJXGL39VTgsAI/7wGpFXLCvAAqJ\nLIOiia3eSaYETh1GQxaK70v0Jo0YK9EKyFX6alCqRtDM2yDTh5H6T2UgfLNqEFcezRHeK5ffE9QJ\nBNH2rXmZ8rhzKM9bwZIBLjdMsDPx4NXMaP4L36w/nO227B6OSdMnDjmEW5vnkVroocFVjmjLFGkW\naRBeCEDGSZDxDVRtGfixajSa/iPYwHuLLYgZTF6+uasajj8cPBaRQgxlImyCGhAz0GXqUK3PMqcT\nJb2r00pCoQV7X//DWOiPBs9drUslUsrWfOjEMqaezE6UM/82ISITOYji+A7iY/cRi9gCEQVxKO+R\n40oR7wu1wtEZzF/wMgucG1jHGKCKjxmJsR/31TrDgSIEy5bBHYdz0elP8cScHyL6m3kxZhHJWkU7\nLz17Lo+M+iGfFXwefr/+fDSavZVZF7Xg+2kmXx1WBcF69rtrLeWrZ9CwYA7YKqFFWgeZZyDGrwdi\nkoaGBqK+KBGRqa5E2HZzClI1Cu0O+Tq5HfL98uC2IoRVCFGP5QF2Iq4+5OxBszlpb/aJ+TiKYRk5\no2DUcCAbLLngzKFoZjUL5p27x0vn8iVT2diLcWlixWYNct2pazj9k8nsSh3JE9MvgKZqxHGjppOl\nzUcbFxzxCr/IeoyLnh/OnHG7B3H0Go2mX0jJZdQcC6XHOvhs0QF8dVoRhPKBZlbdlkbDy61gXQWz\nUhDWQf1Lgke0op349uUZib2xfhgI1AiT/Ny6ir6Z/b9ktC6EKH63IzyzvMrru5oY0BtbC/U4Mh9T\n5rGHe07Wb4P6DEibAMelwMch0qsrsBwVIrS489IrGE7brNnw2aYYx6PpKdYLT2RD+mEsvOUEcq5r\nRojxDvY8HuVx4wNvK7fccD8btkwG92vAqgEetUaj6Vfsqez3xzScI1PYcdH3YY0F7DYMS4f14HdC\nbQqdzx2qj5Y8H0WqI+5ZpCvBI1pdRRgSwRV9sEh0p3w1gtCdDYOMOqC81geUI06YaqF7V8eDaivR\n2zZFkSJjsn5MTXcGoaMZd1UjJ/36TSrWD+fWn/6aYYeFmHaZ8f5ZR1czYcIQ9s0LgoHB959vWOg/\nAXbBMzdcjkgvyxS1ebatiJpOen09G2ZOhoY1sHLDoI1do9H0Ey0VLDz5KN474BB4fytsaoCWLzBm\nkvvA44EV9RjteWI1/O65bEpgoRVLetA8hX9fIh7WDwOFnGLf1WcqhZTsTSX/lzP/ekNXFg5dEY5e\ndfrbgVGblQrWIE2rMsnY3sHsyz7lnmvuwXrnRazMuZNjth7Ehxe+y1+X/oSP3j4eTroDUhyQmdLL\n7dDsgT2V0oxW3ml4iGe+vhSqm0j/W0X4SdFqp/MkjLD4Tk9n7bkz+cGMZ7l3042489uwWJPhO6TR\naGJl7nXN5L1sp31rMXS0AusRxe/ynOBFzDwsC/8fLbkXn8yRJRRKvB8Zi8USgjsQG+ns5tWyOHlf\nRRUFyYC8aoiWVrSabvGIBqnrjITqoSItG+zh+/TwfapYhiWflDkZeCszCXrt2O/sILDLRehBm2jV\n4wBmW2AhUBaASRa4xAovvASFebDoszhszz5Obioceio/3vkhj3M1B1z7JV/cOAIad2NEQdXfNfV4\ncwCpcNI4qKng4Ckv8NXLHfg9Ouqo0exVFF/JAedsJH1NBUveHw/UY9T4ygtwNVuiZlZUzNmRaEGO\n6wmFQhF/SPYChbKv+WqZSfQ0ohmZwumuEXRfUoBdrTMWny0ZwUqBOw8ApiH8VhwQyiIQsBNqqIdd\nu/C/5iS0DLgRqA7AtmZ4IwBl9UA91DXDfX7cOTOYfJcde7ErDtuzb5P/5yNh5wQe/fo6/JUOvli+\nP7Q1YxjLmn8AVb+08DGwsQHyhzG0NBOrLfEuNjUaTR+peZe6HcvY9cAULN8bBxYpd+T3Pdo5yBy4\nMMuknvcUTgKh1d2PYDKl0PqLZBNbYDjWRzsxqq7yXTnb92QGarRZm+b/D0V4sBSLwCqNiP6KjcBq\nfEsqCdWUQ3sFvLMRXt8FnhA0+qC1FmoCCO+vBtjVTmCOk8Paypj38wfwV3qw7fMXB73AEuLaJzeT\nM9RL8ZXP8pvArUAQhoXgqTSwuDCOD9UNXp2hKkW7i9yidn62cAZnO5/AtU+XIGg0eymBSpYW/4EN\n86YRsrnB3l12TGKWRX2XSUkgtGIREPrElbyWF1L4RDGXjOjpFcnd3mz30F0BvrpcNWpmA5YL6wZG\ng6UDqELYBXSEb9WIOrLm8L0d3m6F/NbwYxsQ3l+iifVbc77H2EfWkTY3HWu6lbWH/AlKsiFXt+qJ\nlWnzO/hq1XTqh0+lfmg2X/9qKgzdDVfVwRENYPNgiCnzZ6+mByyMn7ebRx+5nk3PnctNDx1Lc5uO\nMmo0ex0PXMFlDU9DdTMsqACf7DZiU+7BiE6pkazuIlZ7XUQrVpItotMfJGtkL1r7n1jbD8koRle3\naOs01/LYwJYCTjtQiYhi+TD65nkxvL2kyWkTfL4JassQBZYt4fcI36bTb15AnT+PxUOPxZJyNL/u\n+D3kHhBeh6ZbbFZyJo9jSHAsFJzLjtBpvPrHA6ClDa7YDv9ZD+11GBHSaC2lhODKdG/kmp8/xKkH\nriJ1vwI45PiB3yaNRtO//OETXrOeySkXv4S4OJY1mg7E77Ytwv9SbHWXPuxZ/XASFMNbid3uS7o/\n7+sk8z6INrkhFjf57lCvYlTsGO110gA3WEZCyANsxbAKiLScfITvVz2GaLOJx84ogOpiOMhJxtIm\nWiodUGnFXmphxuKP2X7h5+yc8yO4+w993K69mJvOhENLSb3diW1rgJbWDMgPwpB6WLsTIWyjpaAl\n6rEjflzHrnFQedMY2hZZ4PtpXHTSjbxwdlb/b49GoxkwhjsuodHtpbGuFfCDbYz4CfA6gE8RF2IO\nxO9IAMODTzU6hshZErPl0F5dDK+SrOmzeNOd51QiE+2EGavrfFdEa0qt7q8hiKL3BkTK0Bu+qfVg\nAeWxRox2L8rslRwr+PPhf1vh4VW0NDXCaA8EavA3+fl8WiEt550Cn2Uz55Aqvn/a5j5u217K7/7J\nZ3lTad+ZQkurnfHD1uMa5WHIKVVgU38Muzre1efF/abJLtoWA7Y0MpY3s9BxZn9uhUajGQSO//BN\nGhuz4K4JkDeVrPkh3DeGwNmGqMMdCpYRQB44piJ+//MQ4stsWG0m9ojWXia0IHnTZ/EmUVr19IZI\ndTYQH7EF0dNKAWAHQmBtAOoQVzhSRJlvHsSVkPRtkgIsAPV+eKsSUcPVDmt3w38rgTYo8UHDGFp+\nNBkWweIdV/P3L37AFZOXx2Hb9g7Sp09j7FwPALOOukpYZqR0cM4Rz+NpSqHm+YmQ4qLzsRIpZWya\nbQiAjdIfN4A9AI4gw57bTvVtjQO1aRqNZgA4lhU8e9o1jD5jI7z0NWQt57QbX6epKQ9K7WApAXLB\nWQyMgfQScc94hK2UNKuGyDMNY7dVSvAck2zL0pMm0tIPw9HdC/dyZOQlwT/iqMjCxVgf783ywfgC\nBTHsAeQ+U4vkQ+yZlzcLP4vyuOzLKFPfHr47NlfWACngTwWyoPYAsJXy7XA3b75zJY+9cyQLHy+M\nwzYmKfudhc8xjoZ0C8wsYt7vlvPhZgts93HPK5eAvQpsheCXEyHk5xTtwkJadsjPKp/Wk1zkHddO\n3dos1l+2AlbpnpQazd5EGUMIel6kceV22CB+m5f9pAPXCUvx3T2d4L25sC0AIQuUpEKhH5b7EBfb\nQxCZCpkF6RsJXqMFRgivp6acqhrd15H9BJONaKalXRme9gZVlKszUiItP9Lj8jE13CzrvmSBpSv8\nvDN8k7VgKaS92kLbDTkwMySiLEcAz76Ea80mPL5kFcqx47AH8IVcMHkc9gfPwD8qwFvTD+PUicuh\nAiylIUKNVthUCYFyhGgFI4IYDfPnZAcccMz+WFfYmFvxMfd13Mq9jl+wMG0N3DYb/5ubCX5b2x+b\nqdFoEoDbHB+xwD+Jvxe+x/333EnDgmwW+OfDMuDwECx+ApoOR1j67KLz741ZL6kiLHqN1l4stEC7\nxqskq9iK9hnGU2yp61DFXbQC/Ej7Ugoru+l/uewUyM2Gpgzwe4AMUo900L4yG8dMD9ZjK7GV7qTt\n3IXfLfHvt7/K9+8+Ow7bl9j8+vyPWXLSr2h718207JW8vuBUaiuzAAuc7mLMjevY/L3x0LQFgtV0\nbq0ULZ1sNd1D51lHGUyZ10FgeDrrXlrHb4re444TfoTvzc+hemf/baxGo0kIRp+RwZb8n8KSRljn\nhoIm2FkOyA4TXkTbHhnVilaWJMXWPiu0QIstlWQVW9HSwPFsPxRJbMl1RBJc5n3ZndByQ0ER1KeD\nTzye924tdc8Ow7ntVWyt22hf2xanbUkSfnQ0/GkRAGdevpFZwWZuWvMafN4MIR8i6pcOM21Q1QCV\naxFXl6rQ6u73y/zZiVmH1gwbBY/kUfPKKAKLHGQdupucs/7HtpvWQkd7vLdUo9EkEo65TD4njzWv\nj4L2SiADjiiAJVUQ2oCovW3DmPTUN6GVJAokVj+lSOjieINk9RqL1oYnno74wSh/q07j6nEUab3y\nOJXiTxVrPthVC756SEkn7Uce0o9ugavB++Wa2ETWny+KbVOShZGTv/vzn0+P5c4N86EoELbV8IDT\nBm4r/DYIVdsw+pR1nkHYNeaIl3hPsC1I7Z0OAjsdEOigeVkq53/1BRUX39P37dJoNAnLL69YwuQn\n81jz1yJo34Wop62GZZUQUr204iePkkRo9ZVktjuIN/HoHTjQdBW5iJfYMov5SMJezjYMKf+rqI2r\n1ebUMiorCvmH55fx6X5zKDnkBZh3Z8wjvHnsQwz78yW4D86CEQUxvy9RmDZuJwwfx7VzahlaeCE5\nWRaOfiaVoml+im27OPa2dFhoBdoh1QvDndDqhWPrITQaUecG0dOFXRXDm0Ry0IJ/Wz2s2ARjW7HY\nA9y/6CcMe+o+GDUkfhut0WgGjcuXZDCsNDyjeGwB1qH5PFh7F2t+uR9Y/EAtInIVgBwbHF4EecOB\nEUABop5W0vvsyT4itCC6ZcC+SDKKzq4+u/7wT4u2THNvTfOsQ1f4NhxIRXxRHUAm8ku7vaGY6W+s\n4NNh5/VoRL89dxIVi0bStGkO1vt/yAE3uGBs4s9OHDLTivvY/fj+JTmknj6SxsMPxjMkm/on8vjs\nwKvY/6FZ7J+VxcGpXzL89nKsbju0N0HdZsgBcGOkYtUWS2YrB3+ExyQmMW5NYb/pdUw6bRecvJ5R\nsyuZd/7dEKiFIyf06/7QaDQDQ8ErXg48aRQUHA73XonjgstJP2Ys469dA3PzERHycLcPXzus2wE5\nGYjfnBFAegxr6V6AJcGUJj/xG2YyCoz+QNplJFO9lrR1iDbmeFhZBDDsHro6VlQLEfV1dhgyHHwF\n4EiHmgZEYSVANuILnQ7ZVrgIuP+bng3PBRQCoZmE7goy4oyxZD0V5OPTmuD4Y+Efb/VseQPBmZfS\nOtVC4J8F3Pq7syhcvIPXrp2Mx+6GDT5az0tlYePJWFJOIqfgBRorcgh56oB2qG8FRzNGNLARo59h\nV9ErFWnLIW1iwn87J7Aru5VfX3YXN314HdVTrLS/GD5+nl0S772g0WgGmIuf3Mmi9Iv57IoJnHrn\nv/j3fQE8VQ14mtzY3iyAZyoQ7dT8gBfqNwNOqHUgOn5U0/Ws5thJgmJ4MIqh4yEOdHG8QbKJrVg+\nu76KLdUWpLv9I19rBTIQUasihAdLANgGaaOhI1sIpJ0BcFgZ9eY6Lv/6am675agejcw92UHpr49n\n9Y9nQm1IaLdUC/jA0nIvJ/2ylrUfutm11E+HPQWCPvz+eE0WiEKaHdr9WNNthHwWhladTmXuq8bz\nqTkw8npYGwSbBVK80FqL0frCCQ43louthNoskBmCf66A2no6p2bVAnjYU2h1dxyrn9UETqr9kn99\ncjq37387bcWp/O9vxzD79nv5feXBjChp4OJb1nPXNQf3erdoNJpBxumAe26Gm8sh2IyYSGNDRKp2\nINKGsuWOYWYsMg8FiAu7CozaUIhceiOj60lfDB9PIjUv3ldJtokCsdRixXN7uluf+qWTaUIforjy\nW6AN2jZBaYOIQM+wYXvOy9brtnHb4qdg3JQejaZpo5XVdzihPQjOFlIuqYUqD9jhex9PYtwPi9mR\ndiuPzy7j2muDHHRYBQBjTrRDxhA4cFSP1mdmVGE9w3Kb4LhJ4oHMQs54Zggnn7ST0U+fQemT51KZ\n/1rnN1m9MKEKhgQg0AgjmzFm9LQBHeBrxf29Gvh3GzyxGWpl/0L5AyYbdKt2DjJVKAVYd10DZOlA\nCNjGe/mzyHpoFW0XW1j+8iy++PuBPPfUX7DPOYhfzW7irvuv7dO+0mg0g8ypc3B9s4r58xZTVFqJ\nEExtCJG1O/y3D+P3Rd58iN+oWHufdt+Hdx8UWtC5aeS+TrKJre6K+Qdje0KIL+4uoAxYjdEjsQ3K\nNoG3Emo6yDl4F7SdCKvHwcSzeeiZ92NfjSsLiqaFm6J20PGwH4b44QhofCyVr361P5YVQd686yTW\n56SwdPFwAOw/OR2yz4SrzuKZ+W9y/i2NkF8Cx53MrecvhvETKXjwoD3Xd9jhANx11Uc8+7sFXHFZ\nHbbDT4UHz2LUpEZm355P4IFCUtuOYdNNU6jaPGzPZfhD2Ca1Yx2P2EerpQGgH6OmzU7j0kJo84T3\nYSuGKFJb6ag1WOpnrL6uq++1XKYP2EzD4g5+/+m1BNus+L904PzaiyN7Dle/+zjsTtYZuhqNBoDX\n/oPlLS+HjPmGaYeuwxBaOxEXw+bfEnlRJ4XXRuXvvrEPpg7NaAd5QTKlEWNpr9Tb7TEfD92lIlX3\ndzlDRS7DrjxeBO5hWF9yEjy1HZzpcKWFvL/fRF1NWrej+itPMOyVUo786+fwbj0E6wCY8MddbH1w\nGN5tcr0ZpJXaaP+Nk9CfFjDumSFkNThIe8PD1Xc+wknrPuLADZ+y6YYxEHCRU1RHfctKbE2fEajz\ndF5p0VjIP52cjnbshwfouN5B8/W50BDitdeP5/6021k7bz+a1qSDDV4493IudT1K4OmHvlvEXZtr\n+PUDj3LyiW9QfXAuXxZmY9TTlcLQbLBboLEKmnZgtC6SdXCY/o6VaN9rdTZoChw4EW7Jh3OCWFzN\nhDwWLqt4kWGv/Iu7r48gPjUaTfJg+RVOVxmh0G58HmlCKnvTynRgpItz9aJNdX+P9jsUAK5LZsNS\n6Hxi7Y/6fS22BMkitqSI6Yruw7mRiXQsdLUuVWiphqUO5flcRGoxJfy4HSiE0TYotcD0Moa+8CS1\n9RZ8EdY13N3A0LeOY/nPjyXlhHZanglA5S7ED4ALo2AzC6xD4CgXlrwA7gsaaXs7Dd/LLmjpgGF2\n3nlqHqec+KEYV5aVqT/+Gq9lCevv2b3HejNsHjKOnMPOFSdCbThdd3GI4ke2M2L3Dkp+V8Grj58o\nNr0kAywunv/k+1z85t9hI+R++SjtLhfDZx3K+j+NhYbNQLOxX4YeALVe8NUBDWDzQ6CezjURvRFZ\nErkv1c9TFVoWRE53OKUneBlR/A1LnjkE92QLp+U9wYtbJ0H5ml6uW6PRDCr3nY7t0Tzy/z975x0e\nR3X973e2q/dqucrdBlfA2PQWTAkQCCVACC0QCAHihCSUhJZASEiBYJJfIISSEL4pEHoJvRgDBmNj\nG9tyt3ovq5W2ze+Pu9d7Nd6VdqWVtJLmfZ55tNqdnbkzO3Pn3HPO/ZzvdnFt3UrufPBcOrtaER51\n6b1SpV/UGeVB5TNjrmgkeje0RkjocLBDfGYYUTDSwoi90VfOTqJQ76tIwro6wl3diijn0IG40Ttg\nuw5eHT7dycwyLyn4KLsyf983J9xUBgtmc/nFG5mypR5HVRcFa+ugNpTbtK9EhMw1aINgHawLYJ3t\np7i1ipSJHTDDBzRCZQunLP8b0C6aPQtmL1mF/93IJWfynB6maY0wDvEd2uFRN7m/bmPV5Yfxz78d\nC8EmyOiG5TqkdLDjkpnwtA5P60w44hA8R1/M5nVzYYYNjssjXJ+wC+w+yLSDJRWWFYNrFmJatTyH\nMlzYX2So0fh7qL+TD6hkT4ud9/4yF/DRtiuVx7NuBt8sfvTtDwawfxMTk2HjJ08TqH6UjlebuLP9\nNjqXLUIMejX2L0QvPVhG2Z5YUwh6d1CYhtY+RpORMRBGwnmItVLAUFw3xltInj/1Rlbyi3LHgSUT\nCjMgUxP5lu++yZvr02gjhdaLzoXDLuXmvM9prj0LDjyVP8x4gNV7ltJZZWfH84Vwdl5o23JEFqTH\nSMym4f+Ljc1PzqLtzm7wBBCGXh1iOrMbdDe0wFPbL2F76YKIR7arM5t3d0wUttz5TqAF8mx8cfts\neKMKWhvE9po74JFm2FDHra9cAa+1ws4Aa/+ymKuPuk/MuGywwNYWwjkQXmjaAM17ISsDdrrB3RRq\nnzyWwRCiNRpaiNcf1of2Z+dXT14Hzz/CmW138d6BNyWgDSYmJkPJZZlrmGmvh6APr3MH3nwnZFgR\nswnlTGy1f1H7g/70O72bUiMkdGgMFQ2m/FekcMNYJNnDiLHKdMRbfDre0KGd/cOUchvyM4fyfyYi\nhJiP9ucU9B1OZh38TzadswV7ShDfr38KK3SYDKwVm9IW6+ho8GHdemroAAAgAElEQVQ7YrqxOltG\n4oJJk6A5F1prgbbQfuS0Ztkuh3g/NQ1cBaRNaCXgWEXXRx/td2TWbBuaV8dvuQI6pLEWgEnTYWcH\nsE1ZWx6nAw6chm2nj0CmDT1LE6t1NUJmFrS9bWi31CJzIazOPYRn/0BPo9+o8C5RFfnl/0aMsh2h\n9trTwOcUszID6bAkg423T2T24ZdF2IaJiclIwIkPP6kEsOJwTEO/8lQOuHk1nxanQbCGsH4W9PRk\nGQd4Rs2+3jzsV4300OFQYtTrGask+zmI9tA1Es8xxGNYSsOpr3XUeocgjJ5uwId+uQX+rLHp3cPh\n4vM44K8nwD1AWwAaAkALFAbJOLUZy64AZLqgJBVhqEj9F/k7adCWAd17EcZYE1CNMLRkQVQQxkwm\nzpvtzPrqF3yn8mJOrHgUlk7l6DP2AnDIsr1Yl81kyZYlzLr2ZDivEJHL1AV0ws5PgS2EjT1Vid0H\n65qZec5npF7khu2tMMkDeKHtXXp64Xxie3QjDMMawkZWJPX3vsowqTMUjetGKJek5cJBsyB1Noff\n9hmZd+tMm7CVw556J8p+TExMRgLHprZRajsP+C4HHWphwba3+bSoGKb0JXEzOFGQEaAMPxzIjjvZ\nvTqDjVRKj8cjNFTEY0CphZ57I57j7Gt7anK8fC2/oyFytRxwnQM2lMBH8GlzObh10D2wN2QgeVy0\nVeSBuwW8HZCeiRDa6zDsT4OmKkTNmr309BppYt+Lx8MnxUAT3Y+kwyVw7+GPoT23BdJnkz7dwckF\nr9C4ER667Xl+8u1fMq14C4sve59P/jyFntOf1XMm7xP5m7TxxeMHwNRU8OyAVhvkZoQkE+QIMZLh\nJI1HInwWD0F6eq8kAeV/K5AFVSkwy45lSxD7si4s6a9ClTn+NDEZybzIbJiTA58Hef/9GUAX6DVQ\n20G4b5ElveKhP98xQ4extGaI95esJOM5iGe2aCztjxaODBkq+5ChQlmux2ig2RAq8fmh9zOB+tBn\n6cCk0P8ZUJgNpwJPdUGxA5oD0LgL4dq2AtlQlgO1DvCtQXQSbsLhQLXdkxGJ5rXsH56zgD0LfHOA\nzeI9+ziYlyr6jc81Mha2cvpVN/H4xfnkvHwlzRfl42hrRHfZ8TU3E1ZSNvYZIakEXIjwYSYszoNS\nOzy7CSy1oo3BZsJeKiODWexcDe3KEGc6MIGpjzRjP1Pn18/cwsm+F+CDbjb/PYeXFx/Ite8uF1/J\nGw/ZJbBt//CqiYlJcvI721Nc5/82cBTCYy5lY7yI/lMO+NTwoHEAGKncV7S+KnroMBmfnhFQPUwY\nXg/VvpPRqzOU+Ek+D18oZBYTA6mZqRleWw3/q5/LcyRrM+aDNQsCbuW9LrAXAHbI0uEvOmgeqKhD\nzIqRM/NC1157KgSkN0nONjQeG8BuIhsyXrFfn44wwjpFG33d8EkakAKpObTvyuCZytvJXlfF+Fsr\naXbm4fX4wdMN1kLIsUDDzlA7pIEZWsrGw9Q8aLDCpg74pCPUlioISi+YsW0yKd0oPqp2ekZ6O/fR\nkCNQS3j7P5kHj1mpuNgBu4s4edOL2PVu/B/ZmTGrk/y5dWQ1PUPrMZeQ0egh/ZWnqY5hTyYmJsOP\n44aD+f6yH8OVAajeqnwi+xTVA99XbduBM0IMreFGdRUOlYGXjPRV2HmokQZwrMj2RyPacVmivDb+\nb1UWHWgEOiBQhJjtEjJ4JqRBrh22d0PQIfSj/G6Ep8qNMJy62GdItLoR+VZSaA96zpyTf9vD39nv\nOtURHqk2eup9AQSgU4fObLr/lUJJYBuHL97Kumfnw6x02L0X3JXQ4CFsMEmjBbDYoNUFbzXBxcDW\nLghI9WUvPfOnJNLAUpNQje9FQt1GtGONhGps+eGu9xFGrR1qu6F2Es6lbvRZ6fh/pVF6xR5K5zfx\n6kbIfaaJcfkWqlvSQgaziYlJMjM1rYKq26fSUi37FWMUwsb+AzmZcpB4o8s0tGLGNLbC3r2Retmo\nD1sjsXhHjKFFeR3IG1gaWUYPGCy5aDMTm3bw1FvnQZMV2tqhrRnaMqEwC3BCXTPC2ySNE7mPbkS4\nS+YHSPd2tFwnW+g9NWQmOxFViM8WWpyhptrwWhzUVx/LAy9/FewaeLPgRw746Wp66s0p94Pug4BX\nGIyPNITaK/OtVPE/lDarqMcTD7qyxCJQKztcaaA3Ag5Y2QrWbjq2lsBNDnC3sG7FFHZNOYtgVyu7\n8orYdcyF8O+V0G4aWiYmyc4u90S6/SmIgaWGSGuwIVIyZD/oC/1vzOE1PusHntYwQp+YqpU61MiH\nxlhWk0+mMGI84cOBfCeSkWX0DKmv7aF1poJd48MsnQ//54TuRrBmQEeFaIPmh7p00ArAkQ/ejwjX\n45NGiROR7zUJWEVPz0+kxEwfYWPLaED6CEsq2MBSDnq3+DfFDoU6nU+kirQyTwNsa4WfylCl3Kfa\n8QRBt0CnHWEMtiIMRRs91d3l30ihw4HO9JHbjcVYVr1x4fIa1kUd2K60YM9rp4Mu6HDTuk4H2vhN\n142cUf8kJ374TTZ/WTDAtpqYmAwqi6birj8RNjaj5aSRbk2nY0kZ+qtWCG6AU/LgUyvs1hAD288Q\nA0NpbNkI93GJecaNoOk1/RnxDiZydJ9MbRpKkkX+Id7RxkAf6tJzlY6QPJCJ4FIryybezywW71vc\nMDMF7suGyongrQHPTvbJGqTlAm3g7AafB2FUSYFTGUJsBLZDSgv7F1iOhlE4NRI+CO4Al58TT3tH\n9AaveaCjDR4F0gJAM5AaOja1Tpha9LkZrDvBEgStCOwTgOlAOaL0kCrToJJo9f5Y7kmjsSiSYQMf\n+em+pIkzq/7GlLOq2Ceqipe7b7uYyeWPMt3VmcC2mpiYDArFF8BHNo6+dR05P9vF3R9ex5xD3sGS\nGWDcTwLY5mZDaQFYciAzCNZpiD5OLaVmJ2xkGWV84o9ojSCPlrHzTIaHvJpYN4JOZcKQXoSRFkqN\nVe4BwiEptYahvBGzAT+klICnFaFdZQVSQC8HRx2QD+v3IFzYKQgDS6qfW6Bji9hsV5FYFydhbSpp\nFLgR57kSEZZTk8qNYp0S+V2N/WUN5N9Qgn1xEF++DWYG4ZNQLtht7ZBZIrxawS8J1x803nehzijQ\nAVYv6IVAhXKeChBeLqNBFYjwXiKQ5yWax1k3rCvPQxvg4dFbljFp2S6gBJmvUXdXCSyah8+VAqwe\nhDabmJgkjJ2NEHgD/9q3aH82j98/ORmP5Q2KHhhP6ecvMNHXygfrDwFsoGcg+jYH4f5AerzlBCaZ\natD//mqEyDtIjJ1nshk3fQlYjlaG29hSNapixXjtRHswhzxUZCKMHL/yXn7odVfos2LETVmCSEyv\nA8YDOxEPchlObKKnQZAS+o6XfSVyqCf2acXRjkl2GkaVellU2S6Ow1IM5IBlj3jPv0Mc7zll8NQn\nhPPGesOO8OzJdmQDpQi3vJyBCNHlHQaDaPejDHurAyT1/KjGdEgKwpoOwSzQNL511CPUVb3Di19O\nH9zmm5iYxMdN18FdD4RmOvdEy7ChdfqwXHUM/pfmQkUzop/uIKwUbwEWAzsIiyjLCILRk29kxMs7\njBR8hB9sIygqO2BGogSGMU8rWrs1xMPWhjCkWhFGVh7i5tuDMLI0xM3qDP3fRDjZ0o4wxtoJ67ZI\n49APVg0sDvA1IkJ1UqtKGlry5lb/Qk8BVE3ZbqRrz4Jwj+chwp7N4r2cYpiSDruC0KABX4rtu2bC\nU3sN+5dE6mSkJIUNIZqaAqwjPCqU2xkqIwvC+WhG5ISOSLmefnqq/mfx1Q8+4ssr57L3t3YmOd5n\n1ntreeEX89gnk2FiYpIc/Px3UT/S2/3oaGS83krncRn4KqR4qeyLLYjBYTaiL+tE9OcWeg425fM9\ndg/XCDe0hlJPK1bU2VVjyeCSD61k+z2i0dfsSfnb2RA3mR8oQ0gCSImDWoRRJPOlNISR1Uo4IT0N\nYXTJWXjSKyWNFyvYMsHqA58U1QsY1jEaWOoxQE+PnjqzUs40tCBK74xDeOaC4n9nAArTYM1uhBFW\nEWpnELo+BqYgjLIm+s6RlMZ2MLS+RTlP0do/FMQ7acZGT0X/fGx74Nqf3sdTqWfx0Qkf89hhmRS2\nf0IDs0QNShMTkxFDduEn+AsOwkcJlKSALxCSrqkBApAfhIYShKerCDFw3AS00N9+bISHDuV7yc5Y\nCikOVxixP7NAVe9PpIRH+dCVXq00xIgnA9iFMEpUpXSjS1kmytvZV5B5P+wIAy4LEWKU2lPxeoGM\neYLyd5CFpMuAGcD2UJtdYPGB7gK9OtSOFsL5YdJolkrKvSXWR8pRtCrbikR/JlPEIuEQiUiK/zbD\nZ3b2SV1YUyF3MtS3A2Ww1Ebp0ZV41zxNw8sN/di/iYlJUnHkFZBdJLqoDzRo6QC2AXZ4YCpcvUOs\n55gC3tWIMKLsH9UBpMqoCR362f+B2J+p+kONVNJWQz2jFflAVsXhhmq/idqXNLDkw9lKeFahLH+j\nJodHMkKkgSLdzernsp0W9omYYof7l8E1rxDdcOsNY/hWjrxchGf+dRAOYbZAULZRetp8hu11RWh7\ntH0bcyK8hs8T4c0ydm5qqLq3374v6YfQ722dCjlWWFiGbYsf3Wsl0K1Tvv4txn/+C95yLx3wEZiY\nmCQel030P13+GJ0ab/8Je5Gd8W+cwPbvzIf3u6B4EuRaIM0CpIGWDb6diH5TTROQ8g+xKyGMMEMr\nEiMlXCUfxtJLMNpDismmIh8JdWYe9Az1qu85ESHDFISRIr8r/6pCnhKjyrka5jOekwqx7WuylG32\nJ59Jhgrl9nWE2zsIrkKhuLBOtlWGO+Wial6p4cp42qCeg6GQY4lkdEW73iIN0iQlos4kYP9jDr7z\nPZT8oR7ff2zUkE1wcTbBVWXwcoSvpmWAKwUa6/p7ECYmJgNk3hQxsFu9pW9DK2uRk84dPny1PmrP\neI2UvGw8xdPAqcOXOjxmAQpBr0JMSpJOElXwOD5G+9M+CZEPtkjFKkcbidZJ6mtf8WI8/2qYUHq1\nHMq6TrAVIyQLXIQNFBlqUxdpgEUqPaNeA4RedyFc02rOV38wGjvVQCt0N0BnKmKmpGpMqSE8Nc/K\nuK3ekMdjPP6hRO63L22xSFjg6OmwIAPfj1JwTrCQH6yjpqAMgIsKf8s7L0+I+M1bbtkImeUDabiJ\nickAWV2/hNX1S2Ja99wJ65mY1gJZLoIXfA29bZwYPzf5RZ5sZ6gvc+aCvQgxCaoImICYTBS/2WQa\nWsOGfBDvPw11dCG9J4P94B3o9mWekQuRBB4qi9MjMdoL/lpELL8dEUKMlGvkIzYhVRlyk7MT1Rwp\nfwxLb9tU2+IFvRkqZEhXFeNTvVYBw/f6Sn6X7UgWMWE1jBupPaohps4ubIJ/7oG3hfRF9zIngTOC\nTL1jA8zSubvwegDeffvP+22x8dA5QsXDxMRk+GiHzN8vRct29LnqX969lG2dd5M+5dscXbyJrg0+\naKuAlm1CdNlpAaqhux18UkkghfDzIP5c0RFoaBkNk+GazZRIVK9IMjywBoOhUJIfiFfLjoitjUMY\nPCmIab6hEU3xZNBk0WeZexVJRDdWA0tdVCX4SGHIaKjfUbenHpdG2Gj0gxZAJPU76RlmU48l0jGo\nRkxfHjd5THLx9bGo3rBEXSPR6ica30sHciElKE5LNaTldjL1zZ1UXTwJHtboWjUPbvop36x5g4Jb\nruKXx33Gb/78KbZDx7PyyDlcVf4xE648OkHtNjExiYcjJlUz/sb5XLr5MdIW5bBganXUdbX5iwmc\nfAS6O0DHWgcv3n8GlHkRfX4nBFtEekVuEWLCUwNQpSzT6M8M+1GQozVaMOabJHt+U3+QScmDdWwy\nGTweZNy9CzGFVy2lkxd6PxNqmgjPbJQep0hyC9EMBaNhEut6EJtMiKoUL5EiormITqEeLOkQtIOe\ni5jlCOHEftjf2FH/78sIUvPS4jGY1POo5lkNNPdSLcxt9OBJ6Y3JYCul/Acb2fY3N2zRcH+YwXuO\no3BN7KRzUxo86UOb7qPL76J+TSGPHvNzOv+Win/mRFjlZ+W6ILnH74YDD4N17w2wzSYmJvEwz1rF\nO3e18lv/d7BcZuGc6z/js98dD5+vhvo2ShcFCPog/6w8Nr55ItZuN0FrM1iswo6qr0T0gaH+pl0D\nv6xmISMXsn/cRH8G9CPQoxWJ0eYJkh6O3qbHj1Tkgy7Zfi/pUfEqSyNClmEHQjOriPCMPiPGUJvq\n/TF6nIzrqd4dY66XDHep3p/ekNuX3+lGSDrsEscS+DKU5OkDFiKS5TOIbPiqtQP7CiMmyiuresPk\n+RgoxutNvvYAWyDwKTX/mAhb3EArVNRTV1lI07/zhK1dqaG/2U1zQQ7W43xUpRdy6bl/wrZKlu5Z\nRMfLZ4BvUQLaamJiEg/3Bx8CXwnoLQRbXfxi4y9hyjJOfS4dyq9kwT8mMWtmHS3XHMedl30f3z/a\nwd0KgRqo3gD+JkR/3wXUgX8XaAXgnIPQF1RzbqWmYHyMMB0tSaSZBeqodTRi1EgaDQyG3EV/6k5K\nT5XMxZIeJFWHSiZBthAuxSMNKDVMFYuhoc5E7O/9J4+xt3MXqfyOhvByuSDjUGivQ4zS2hGdjXpM\nfRFrqDQRxHK8fWHsI9TzIq8BKxx8FJR0wzodijMhX4fnGoAWcBTDOB/saGDfjFR7PrjSSEm/HU/1\nSE9jMDEZQTjSmFRWy/XllVz72s8AP1hc4CyCsgzYocOsICcFruE1+z341qVAVhDce8AnPVnqjHAH\nIm1ETnj6AjHYVmVw1H5P7f9GjY6WJJLaszpNfzQif1AZWhkJkhZ9MdihxP5g1KIi9DcDccPB/rlN\nqhcmFhIxG1NeD70Jtcr7RMqKdIfWD2lctdcCexFGpI+w+GosRtZQziiFcPL6QAZUspKE/L6Uw5CT\nF2zivTWrILsUWuwwJxN2BxA6Ol3g3SY679B1mzuug/R529idcSgzD0jhs5vdMHsqbKzo/6GamJj0\nyfSFLUw+dyrZ1lyuXXEcov/yQboG47xgC9WU3eHmRcvdUOyEUqvQytuUjfDyq5GI0LO1IB+K8mHn\nNrCUQls7ffc5vfeFIzR0GG1G0VjAmDydfB7J+Ej0ZIZEbM8oEyCruU9HGFwphA0xNZE7lu3Gk+we\nC73NQJT7lPIL8loJKaDvEy+VrnOjFEUk5KhuOMK/8nwPJJyutluVpVCOK9ABjdWQng0TNNjmZf8Q\nrjhfed4Gbtt1KWWfP0TdnDnMe2gaHHs6yTNwMDEZnXjcNlreX81TKy5BpEGE6q22tcCmL2H9FvBv\ng44m4aF2aKLrmwukyJqycpAln6XF4MuDFCcEUkJdjRMxoUje05H6n977whFqaJn0nAUWq5xAsqJq\nTiULMkdIhtpygIeBSQj5hwxl3VgMDqNmVSLpK4Qn9ynXcSJm221H5Bg1ImZT9nX+h0sjS0XV/0rk\nNtUBTOg4W3V4WIdxDjixiH0SH4qxtfPKw/n1mqdo/OpFVJ67lXXXnQf/TU9g20xMTCKxZ3M6B6/Q\nuaH+Nih3Ec4VlQWh2xHGVCpsyYMNTbBrC/xfBXRsJZxXKgdSXUAFtHwKH28ATx642xB9/TjCM7XV\ngVpsjDJDayQbGwNFTapOhgdif4g3BBeNeAyavkKwchpvA3AZIny4FXEjy89jTRQfTIwJ6UZUraws\nhGEl6yqqsw4jbVcanclmCPe3PQHDa1WgVR5rJ/AZdL8BLRthTzcieV7msfkBL747vmCDqwDP1lSw\nfwe9I8CU3feiHVEG46ZAUWY/22hiYhKVrFI44gzuf/ZnLGz9nB8f/HvEgFhOaFLv5XahI5huBfZC\ncA+i/1P7NOmw8CD6RSfQAJYJiElQk4By+puyM0JztOQI1HTPR0ad6i+XkWJTG2UuBrKdROSxBQgr\ntrchwobiIRtbG4baOJHnL5xHFP5fR7S7GjFKUzukSETTokoWZLv78zvLfC35Wp4nuc2u8Pu1VVBb\nQ/he0kPry069GV61ib4bB8WMx/vifPYelwvN/4Latn60z8TEJBrpmW3kLU4hN3sb517+NKR2w9QN\nUKHOVJb3tQ/YBu31hFMk+hrMbwUcEHSC7QDwb0TkuKoyMWoOb+/bG4WGVqRE+bGKejHIB36MRTeH\nHXnh9ve3HKihZUx4D4JjIXg/JjbZgViTygcLtbOxK69BjNo89CwDpBJLR5QsSEPRSnzXitF4lMnw\ncptqPpu6fbUGppKz4W5CzFhy8QHH4FzsIKuwk0OftvDeiRY6do+U82likvxYbvsajj31bPtzKuza\nDFnd4GunpxQDiL6sJvQ61lnS0rtvAXJEzib1iL4gkqZg3wPREWpo9Uayjr6TBXkRqbOvktUzqD5E\n+9NGH/EZlqrxLmUR5GsreCvou2TSUEoexIrxN++IsE6ytTle5AzWeK4T1asFPX9/NWfLrmw/0vcI\n79vpAt1Bd4cLvdXCBy+czIv/OocjDj4uvsMxMTHZn7RUKLmQ9Jv9VOhT0JtagRZo7STczxklGFTZ\nHWO+qoo6q1nm5xaDvh3h4Vblb+JjlLp+TGOrb9TZYwOdyTXYDEQIszdPguqhUG9CqaElsSK8FVZE\nflM0gc/h9mL1RW81FEcD8c7ojNX9HzT8hX3GVl4KTCoSxWftOcw9p5qrznscHrFw8f+7kVmrf8XJ\n37uV88vWxXUkJiYmEZg5FXY/wgXnX4/96lYsJ41HiIqmEh4Yq/2wMV9ZDp4iEUlM243o89WJZ3I7\n6vd6ZwR7tKKFCE0jKz6MDxtITvFXeWHHqyEWr6dDlj+ysk+w1FIEuhX03YgbWhaa9kTYV1/X31AZ\nYqNBZ60/qOKDsaB6sWSfYrxW5PtqONoC5ELhJJiQKtL4jgvQXunhvB8+zoPXZrEmxcMna8YB77E3\n30yKNzEZMGvEgOWeX83loMv/j91d36LWkgtTx0OmH9Z+DH71maYaRLF4o6SxZUPc4zWEJ8GoxptK\n34O7EWxomQZV4jG6Vfujsj7YyBshHkMinokT0pCTldqtEJRxfuk+PgAxeqokfPNFKnY+nN6twfBS\njRSh3ET3DfK3dCrvaUC76GOXatz61x/zYeHB7FlZzxHLv4Kub+UTxu1b++2GSQluk4nJ2Ka5OJs3\nVhzDnFnrodYHW3bQs5/3G15Hyss0IgfaPkRfFyo23UMZPn5GaegwmcM3IwlVMkKVjRhupBs31rbE\nmtxtB8qATCA7tKQDzYRn6HUDaxHJkXIGmrz5DMKXow55rNEWVbx1OCVG4pntaZxVGe06UXP3hMfX\neYIdstOgAG497m7an3SydWUHogpHdMO+4ITUGNtmYmICgNUJ878FaUK/MDOti/LnPuAbT92HY0GA\nw278EHLKsBw1kf2reqiRBrWPjoQqBt5Bz/I7kfqyvnJ2BaPU0DIZHAKGZbi9ivKmicWI6ms9KYWQ\nhTC0WhDGVB1C1kF6s1QxPFWLJREFlUc6qg6aXIzXzFAZ6rEaW8bfK1L7pHFlQxjjov6l7aYpYPHC\npzps1zni/A+ZdbWrzz2mT3fE0C4TExPJL0teg+AkmH86V9/1Ja6Zx3POnVYOdOxBKwa75ocTctGm\ny/C+eh+rM7Bj7aNlf6VWwej/4HmEFpVW6W1WWbKFvUYryRBijDWvTJUBsCivNUTCuxPh1dpNTzE7\nI9KjNho9V0PFUIQijRMbIhGp2LT8rszZSgUWI373KiAABdnQlgL2TFKf9BH4yI/lwQfxNPTVJg2W\nngIfPBfvwZiYjElmOuqYjc6E34xDu1LjtwtvJK2hEW9zOv4LHYw7axct/8yhY6ML3n8TMRCWERmI\n3TEQbTAY7RmgbvPa0VZUOlZMUdOhQb2g1UtqKM+9NHjkQzXavtVkaVlUWBqK8m8b4ZCS8QZVpwyb\nRtbAMEphqAZRoq4dVY8tnm2qYq92wAW5qeBxgM8DfjfU+8CSiv2GIJ47stF/0QZ3xLj5rEVwQA2s\n/ziONpmYjDFsLhj/Tf7+veUsvP5V+K4VvusFSwXumYX8328u5Ozv/529FUXwhg/4CBF9MKZ0RDOy\nepN7kJ8PvJ8f5aHDZMgnGmuo+TrDIXwZi3vYWHYFxK3gQoQNZThQDQuqMggjzciS7U220K8RY4gx\nUaHY/l6D0svpAEsedHSCtw1yg2DNB1yQmYVvWzYll1TCM5/FtNXJ1+TA57C0YgeX8GE/22ZiMgbI\nKAXvbhY+/hGk+hETkPZAigcCds6+4FGo2gZvuIGdCE+W+gzorbKF7Bd7S3CP1nfEVzFjFBhaI+mB\nN5aQ+TpGI2Wo9x0No0FmR3hU2hHJ790R1pHfS8ZrrrdE9UhJ6sbfRl2SYYBizPEaKPFuIxXIA0qA\nDAi2g7eSKY/tAHc66C4gG7ypsBPsJ3fCH97pc6s/P+11lvw+lcyrGqlfcgw/vX9t3EdiYjIWsP36\nKGjeDgcHRSmcmUWQZQe6wN0KOzeAvgFohdxMyC2iZ06VJJpB1Ndgs7eBXnx95CgwtHo7UX3XIDIZ\nCqT1Lz1EQ1E/T+7DT/T9SQMkVHiUVsKzTIw3qrqt4UI3LOqMUH+Ez2MZ0UVapDdPLn1tZ7BRjcj+\ntqO33y+SEdYFpMDpCyFlJmRPBmxs/+lCpp3fyPhTGgAXdGvggl3zXw9FJnX43jfAoqGho2mh9mqg\naTo3Hf0Iz7eeStvNGWx9cxutK7xw2NVmhoOJiQH/EzPFffH0ayJtFje0diDuYQ90N0GgAWiD7m3Q\nXUN4oKgmwBuRfWd/bYf4+59RYGj1xXA+IEz2R50+O1QSAL2FylSvTjc9Cy0bvT/DgTqTb7jU3CN5\nxoaLgczwjGfgZQFS4a12oBPsWTC5AOra2eqbzZ4Pp4Itla88/Tw5hzbC3Vdz0tNTOekMjcVftMIj\nt/D6xW/wrc+LyZ8YYOHOk7j2mSxKDrOyMu9ioA20I5k3udHDea4AACAASURBVJG08RZmXGzORDQx\nAdDm5HPIyQ042zMovOVS5l91CpwJfFVW55ClcOQzxAv+dvC30PdgOJa0j1jWia8PHOXJ8GAaWcmM\nvJhlQvpgz0CTKvGREqP99JxlNpyoRkQyDRTUDki2abjOl5zIAPGL18YySUYHOqBlI+CAwnQoLIRT\ngvAmkAclt+9i1cOHk+rshCfhxQUXiImJfwReC3Bv1Y/o/q8N/+GzaLnnM/55yBnkfNnIhcGHEB7U\nbLgSpmWuZu/f7aSdegju596N6yyYmIw2tBwnBZceRvdf7dT90cYBX6uGZ3XIDYDmBd04cA5AdyU9\nk9+jMTzVO0aBvAP0nLIf7fPhfniaxE48haD7S2+G3XDIVQzHxIFEkQzyHqpURywYrzHZftmX2BFS\nHw4gDeyZ4M+HoiK+ftKTNBQW8N7rR+D73An4wGuBXCuM1+ELINABRRlkzmnBvSidwF87sXit6N1N\n6F0y/JGO9l4uKWf/Bm9gIdMeL+OPJxzLkVwzoDNhYjJiyZ0KJ50CbzwFMy6CN7eBJQhBB6Rlg/tz\nRORBDvrUSU3ydW+SDn0JjMbisY+2jejyDmMgdAjJmbxsEh1jztFgIHN2IoWg1PynWHKd4tmnusgi\npVJ1f6RizL8bDmRoNdbfyZijoZadkka4HbCIgtGOyZCRA84A7weXsb7rAHwTnFCgg66D1gpN1fB5\nJQS2Az6c8zzoX9dIvaAZXBkEz0tBn+ZChD58QCv6YTXc/acd+GuX03RZEc+vPTdB58PEZATitXPH\ntHs4ZXsOR9zxKuCBYCtQB+4v6DmbUKKmBPgM76skwsjqH8M9DB1CohWhNklOVB0UGZ4ajN9PlXeI\ntH01FyrS58Z29aXZknwe5MQhO6rhDMH2Fh6OtG6kLtAJFAOpwpPlK0TkgdRDRz5V/y6DQzR4oxvO\n9sCqTqh1QJcHkUQfBBzku6vJK/aw/oqFsKcZXvTDQg3We0P7EUbd9069BUraOP3fT9H94DagIAHn\nwcRkZGE75iBOLfuQ21++huWBZ3ln7ckI4Wh1hrSaUhFUXvdFLAZUorazP6PE8ohlJD2SPQZjnb7q\nUyVyH31N9+1LIiGalMJYKs+jJu4PBzKsEEvSq7FUhwVIh7Q8yJka+ngz+DaBXgvHuKCzBt71QbAZ\n1nqgNg28VkSYEcTIuZrKtT7W3VyOvtECVMDu7fDMZsIeLR0o5oy/vAXHWHnyz8Ws21CUqJNgYjIi\n0E6fzk0vVxAsP5Ht608guNPNs7cvhWdrQ2v09eyO5dne1zrxKMfHzygxtGJlrDzoRitqSG8wwlTy\nAR1v2HK45Q+SlaGW9Ii0/76uE+PnGpAB7jpo3gKB8YhKAS1AK/xvFQSqINUL1EGwG5Zkwv/LhOPH\nIbS3fEA3uNthwxfQ9i6iLqaHntdvEO3YNNa2HcmKhStp6zwX3wtfDzfFboGTvoPVEgzJRJiYjD70\nZ7by8xPvJPjnLj7/bAqBamN/IT3T0kud6BzeWPum/qcgJczQ0jTtPk3TtmqatlbTtPlR1nlE07Tt\nmqZ9pmnap5qmHZio/ceG6dUaPUivyWB5iuTNbl4zA0fNnxpqjEmzkVClRrqAbQgF6p1ADZBBj2Li\nuSkwORU0N2yph08b4MoXhbAiHYQ9m1IypJNwQXIfqodz7tkfsOPvU/jNhz+ARbDhgh2Qn868Y7o4\ncXM51s0WLr+vmvkHNyX4vJiYJAE5M8FyGjBe2FDlKaTPt+D4qhPS0mFaAZQXInImpbwD9DRdBpqi\nMPh9fEJytDRNWw6U67o+TdO0QxATnJdEWX2FrutPJ2K/PYmWb6ES69Ruk5GDKhGR6JRDNQcgGWQf\nRjrS4Il3hmAiUHPxon0u619KI9sPfIwwliQ62OugJQB6B2AHWxNoy+APVijJgGoZ8oikUq2x75rN\nzWP9z2bDYTocDNe7f8Pjp5+LK7WBk1b+h5p33VhaM3mh4ifUpbcBzwz4LJiYJA1Tj6U0awpLpnzI\nf97rhKsOhdUtWO0dWEqnwkVW2JUKk4A/dcHyUtgUhIrdQBPhe9TC4E94G9igO1FPptOAxwB0XV+t\naVqWpmlFuq7XRlh3kHpY07U+tpFhKguJ1+NS9aPG0PyRQUGeSzm7byjpzdiS7bIiOm/5O7cr3wmJ\nJdY2Iso02YEUaCoVn7d7wN1o2F+kGa1+QIPWRhg/gbL7t5Gf0sB6bRoNZ5eitRTx+wNL8bQF0dv9\n7Lm/EWymvpbJKGLZcTz0yEqunDOP1yvc4N4If1gFTX5agzoE3+SCjzN54pjL4K1OOHAuZNihHqAN\nDphiKMguDSEb8eWGxhoRGZh9kSijZxywR/m/MvReJH4RCi/eq2naUAgmGTClHkY3sqTOYIUUI3kp\nTOJHSlsM9XnsbQq3sXSHmrshrytVqT+Ui5XpgUUpENRhylQoHocoTi7Dh2o5I8VbFrBAixdu0Dja\n8ibv//RoePWP6G6Nzg7Q29thnANuOIjj/1kAUwoomKuTmmP2YSYjnPf/x2XTp+P3eWhttYA/ALXt\n4PNAoAv0Np5YvJfLxp/LguNWMfviLdCgwyIdrOWwvhIx0HEgjKtM9o86JE8EYqj99z/WdX0GcBAi\na/RHid18rK49M+9m9CMfcoOZND/c5WhGA8NhtKozQY2oqtOR8vTUfK5QTpfbD2v2Atthyxao8SDy\nuiLlpSm5hRY7TG6i9uVGHrt+Oc65baBfBl/UQWs90AneZopnV+K84x0sJ8xj7gUzKCzvSw/IxGR0\n8FDKiWROe51z5j2FZvHCG50QqEQMWhyAC5gNlmkIWRY1opHIyMbA+vl+x0E0TbsKuBzRk3wMjFc+\nLkN4tXogQ4m6rvs0TXsEWBF9D28pryeFlr4IEJvtaGpqjR3kA3Ewc7iCmNUH+osSShvSsKzacRr7\nAvl7quupeXqB8DqZqZDmh+ov6Wm8dfWy71B4I1gNn9Xhw0rjw05cXxSF9lEX+r4V2j3YGwLcULaa\n51+/maCnkVn2PXz/P3vY3lDC7749q5/Hb2IyAvhkJ7v9Xn522q2Q+g7MPwjWWoEchJlRDaRA0Cf+\nMh3YiJjhm8gBXKRtbQUqYvp2QkrwaJp2EnC1rusna5q2BPidruv7JcNrmlas63qNpmka8BvAo+v6\njRHWi7MEj0qs0UjzwTg2kb/7YPz2qnipeW3Fj1RkH8pzFy0xv7e2WJV1bBHWk2FrdURt3I6qPi+v\nxxRDW+yhxcUBLzWwfvkMWOTkykce5cnvXURrWRc88acYjtHEZITjcMCJN+B4N4C32AEVGgTbQh+6\nIc0FbQ1QMAnq9wKrCHuPJUZPsJp72xuqeHZvRC/Bk5AhpK7rL2qadpKmaRUIwZiL5Weapr0AXKrr\neg3wN03T8hG9ylrgykTs39AaYuuo1VGrydhB3liDYXDJG9dC2ANiEjtqQvpQGVvREuRlyDDSbFM1\nmV+GpyMZbPJai3Q9yO37CddX9CDCIXKf4QfD+uW5QCusceKb74GgH5YEISMfcgph98Z4DtrEZOiY\nWg4V2wa2Da8X3nuUy5ev4fGDL6St4VB4M1MUmK7JBEs3dBVC/UeIGYk2xP2jMXDP1sCFl0dJUWmV\neGadmV4tk8EMWRmF9kxiQ603OFT05tnq7fqQbVXLREUzsI2fqV4z6Ym3Ee7D5GcOw5ISWjTI9kBJ\nKTdsOph7OKmPYzQxGWIWHAfdlbBxU0I3m/bMtbjPSwFvJwRzIMUDvmrwVUFeATR+iRi4yIEQhKVb\nJLF6tGLNiRzzRaWjkXxGpslQI2UhBmvbsZaDMQkjvT1Dec6iJcf3FTaQbVV/62izKY37UNcJ9LKe\nigNwwmtOXnnobHCXQD08NOFZyq79OuPPSumlrSYmQ8jkYyFjaUKNrN/f/BJf21tK58eZ4OyCQCu8\nCsx1QUk+cBA0TwPmIRLlVYbP3BmFokAy8TnWpPjh0PMxST6kBtdgeZ9UcT3zmouNeO7lRO7P+Nuo\nIc1oGEOeMsE/Uv6WMYQY7VrQQHOBJQMCOszMhGmlTGjbRXu6j4YPssi7Zy2eeQ5amrLInFxL9ftn\nwvP/gq7ekvFNTAaX3HI7TdU54P1HQrd77Z3LSXv1VPSPgoiKC21w/CawFCLuo0pRg5R8hNfXTViI\nGMT9GM8ALjH1WkehoRUvZq6WiUR6EmTOzGDtA2X7Y9yp3CdSYmGo7tFo/UEsVSWMuVrRcs6ChnUi\nYQEyKP9uB9v+swAqO+C4LJgMiz55ktcuPZDzD/omXP/ffd/Y2fuBmZgMPkfP4cb6P/Liwl/S9Le5\nXLX8bVY+lMDtHzyd/Cubcfsz4VMZGvRAsBXsZSEjqxUhKCwHG0ZtLZm3JQdxgy/RY/byZvjQZD/U\nwtKDhTTq1BwCk8gMZRgxWt5GrDOPjEK5kb4XTVpCvpZ5WhYuuucZLnz2Lzz78DfIOKMBntvB009b\n6dj4ETz6aQztMTEZQjrn81bt7ax97ACYFWTHt6LplveTvQ3sWrGKX957I5TmIu6TLrH4KhAF4ENC\nwj0GOdLYGp5owihMhpfEKzpvOvdMomFjaG5OVTbAZH8GM7RrpLeJMn1dD9ES4tXvye3L9yygpcO+\nXFoHlC6Ar7pgDbx861f46nlL8LaZ14ZJ8lFuaeLqQ6Crroobt/0N6ARXGgQfBm+kSnwDIPOHYEuF\ncW2wfhvCgyUHrLJwO4QHy37lf4lcp7d8SFW0OBbMZPgYSD6D0yRZkAKVg32NyKR5U3E+MkN5Xnr7\nvftqQ7TvBqO8tgAumDkPmAqFhYADqurhP17YrnPVl/fx553rY218ROYdWo/NbnpPTRLLjJN9dKSm\ns9a2iBsdfwNqgU5Szm3BcviRCd2X45A8sFuhqRnWNyPuMwe9D3w0w1+IPYc7MX2+aWjtwzS0TKKh\nzhwcigeVNCik0WUSRilhM6iodQ4jtaGv/iJS+4zfk8nyVsAGrW6wFoMlGwqLoTBbiMRPhe0pU3n5\n8oF5s6yzFoFtGMrLmoxe8g7AknsGwTwN3xkW2NkEeEDT8fxfLsG9CfbAZi2GoIOe0iflQCqRjS11\nQorqpZbRg6HxkI9iQyveKftD4bEwGdkMteyAKmppXpth1FqTg0lvfUJfv0m0z4yGlh3IBlKhJV0U\nmq6xw8G5LPr4czjSAYdpUGDhyX8fEPcRqJyy7Blcc6/goPJKrj951YC2ZTK2uaRGyIh8p3klbU9k\n0Ljnuzx7yyHgaQS6QXfDER7ImAV/uTQxO504E6/zIEo/2QkZmbB0POQXgKMAMidCZjHhSg3QMxUj\nNJjpYVgNXbrQKDa0+oP5MDOJhSDRtZIGi8Eskj1SGe5z0Z+p36qRbgXmQP4SKJwK3U6wgu3ATGyn\n6HzN/zQH3fdPuPdWZjQ8MuDW3n7pQvRyjY+r7+S3r5zFxLndA96mydhj2vhGLtj8AJZMKy8eeA3N\nl5eSNbcWt9uDSEz3At3wcgMs8cOKlyEtc+A73vUlPHcnVeWPwelVUNEBU4pB06A4C9w2IJ1wjqQF\ntYyVKDp9FJCJ8IRJBn9G8yg3tOId8ZphGpN4GA7DR/XmmF7YwQ8j9uW97G3ffbUrAGwE506o90KK\nE44G+0ndOHf6uOXye1jMJwBs/s7uGNvbOzmT/suM8xrAdTkHfOMQVpz0QUK2azJGmFjKnX9cx3FH\n/4VxRxzIaTdt4LDb/kfJUTWEE9EDYLHArFzYZIEpl0PBoYltxzNPwtxGGA/4msVkQ1sBkEXYuLKF\nlgzQZgC5CEOwiJ6lrgYf09DaDzNZ1CQehiu0p+ZxJUZUb+Qy2GHE3vqE3vYdyzXRBZXbQPdApw5z\nwZPuwv2HTIJHW9iaejAcfRnkFsff7AjsvbuS2lVF0OHl+Z+fyhsbJ7Ps5BoWHVOfkO2bjF5KHO38\nMH0nP7npPoLBJVz3/n959J5vs+bhZWy8rwBhaIX6I70TapqhJQiTYOmyZqYc5O7fjs89Zf/3sjOh\nYDJ86BfFpWv2QPduoIVwmNCGMLhyQU8B5gAdQAZC0FQaW7C/V0umbSSGUW5oQfwPwN6SYE1MouFn\neHOp5P7HqpdrOMOI/e0z5G8VADpA98GDwF47dHTBLQH+9+evQVsZWm56Ypp63Y9puSIH6AR3M3vv\nuJ1z5ttY0/UH0Bx9ft1kjGF17nvpKUlj0yOL2d41BahmRfMPaf24jsabdyJU2qVHyycGDs1VsGY7\n/KeaQFEWwZxsXLmAJdbrTIPJR0PtYkg3lNPZUwXvvknqE22IcKHa98k8LTuQBtkFkDUe2AhUA3sQ\nOltqjtbgerZGuaE1kA7QxCRehipJuzfU2YpjzegarDBiX/1IPPuM1KFbId0BxcBU4N8ecHYADfBg\nEEu6j+wfToljH9E52/YUpTt3IR6IHuovDPDrf3yH6Qs2cvQF1QnZh8nowfat0/e9bunK5fntXwNL\nGovO34gwrpoJG1nGwV4QaAdXN5/aF7Kn8AaO/P1C0ueeSfYBZeSeWQJA2exODr7AjVULcsSsZijI\ngWWzuODUncxPzYDVOty7AqZOYPzSANYjZjP5AhfjTvLSeWEu2JyIsGAWouyOFeGtygPyoc0ObVWh\ndnYjyvKoyvGSwTO2Rrmh1V9Mr5ZJf0mWItJBeoYXxwqDZej21R/Eeo4jlV5yAROguVVoL7Z3QXcT\n4IdCK7nXN9C9LS3O9kZg8UEErS70UimS2g10oNt8nHDJS9z12Nt877adkHImTD8TJpw08H2ajExc\nS4AzYTt8o3wd436xCJrd8PxnLP/hs6AXI66hQC8LkDEePKnwCvAWvHLxV9AmFaEdfhq/X/aWWEfX\nCF55BNai0zjyxmzImMTN968m0H0MwZYO8ARgk52cQ48k97TDYeIZ6NqZ6DtmQ4sON2fAaUWQNhER\nFnQBKZBZDoxDGH/ZhPtm1SBUGTxzaBQrw0v6W7cumrqziUmsWEi+OppjpQLCYNSr7E0tHvavRiGn\nlUtUZXv5O9gQD4YCQAdNB13uJxUmT0dbHkBfq8EHtw+o9cV/XUzdAcsJrtTg4TqgXuwzJx/HD3Jx\nPu3FeoebluWF8JSFDT8cz5zdlwGwml9zCD8Y0P5NRgDHXMU3rVfQ+INv8cIpx8OsIMf/4w0+e+QQ\nGqZmYS3345jrxVOaA1OfhMIF8N7OCBuyAzPAVgYFOkzTwKOBJwhf1oCWzb3MZIXvErH6yovgu5Nw\nZHjwdtpJ+54H91oXvF4FWMGRhaZbYZlLFJQO2CC9Exq7sJelc8AvP+PTb80FXzXCc5UPWgnofmA1\n4r5rCn0mB2My1UOmHaiCyLGW3JIEgO9HVYYfA4YW9L+EimlsmSSCwSxS3R9kMVX5erSSaHHOvgwt\n4z4jGVryf9XQkgKMdmVxIkQY84Aspq7cQsVz0+DDP0JzY5zNtgjxUwvQeQXk+mDbHsI5NVLPKyX0\nN4e7//0z3rfm89zp4mGz+JBKPvl0PvjMpPnRRqbWRTpeqi67CP4+F4rXQssH0HgOInk8F+ZkUDyh\nmtqDStDzrPBjwLMX2IzwjEayI+yIa9gBrsmQmUPRP7dQeyRQXAyBHCY/uZXl/3qNNUcfyOpbD4NN\nbYAX7kiHW2RxaC/77oVxudDdDA0NiGu3AM7MhGeA+RrstEJjA+Q4wN0MXh1Rbt0LeBCGlJewoQVh\ng0utcxqPoSWNNNPQov8PlLHiATAZXKQnI5kMLggXWU22diWCRHsUjYZTJFSjWl0/kpElP5clRKTR\nZYeUIjgiB14JQkYW5Nv4ceBn3O2YDRWb4mt2Wgpc9S3I0iC7EH7YDmkN0NBI+MESMrbyszl+6UbW\nVS5i2jH38d6/J8GBM7n2+g/5/anfBs+/wbcnvv2bJCez5oKnkAn1LYzrbmOVvwi0xbCgFUoD8EI3\n6AGyvmKnc+l4Fqa+z6bDFtD2pwJ4ohX81cB2ohsk8vp2ATngckFXO6SkgrUE/DlwpAVqgIoukadY\nuzW0fkdo0UP/Z4OlABY4wOOHjdsBN2i5oHsJ31+Z4t5xtUDzHqAdYWB1h9qpSFDs82RJQ6u/Hi35\nvRVRDa0xYkX46f/oVlYANzEZCPIGHp7q8dGRI7kgsRkSIwl5zhN1TLEMSiOtoxpf8q9qbKnfDQKZ\n4E3l2Hve4/VXToIiKyn3tvLiGTUQjPPa+fHppG5K58wZL/D4Y5fAAnCttJD6STNND8iRvdLGznFs\nWGCh7cIMGo79GrRORTs1hZdmZEFnKoeuKML5dQtvnbqMBdU3004aFUyMr00myUFVJQQa2e0qYXfh\n+bDTDXoDbPfC1i7QuwCNzi1Z+De4WF1XyuQfbMNZt4d6fzfCYJHGSKQCzNbQ/26gG7pC15g3AGkl\n4PeSbvUy7oe72fyjcVDTiDCE2sX6+7ytACWgV8EaG+FEdg/oewl7gUOe4WwvNHqhfAps24sw2FpD\n35FhQ41ESzj0xmgcxiYYMzHeJJGobupkQ47i5KyhZGxjvMjJAMN5LGrJDyfioSANbmlwqcZgAA7K\n5PVVp8J4K1dn/4HnMo5lXbCkx1aPfy0PnGlgsVCQ4Qa7jVRHgEJnBy+VPgHAgafvoPOdch6//lsi\nRSWg07VJDxlZamJwqNLBdAsTbbu49Ywf07n0X9x/3o9YfsdrbCmeAv52Vv0yhbdWn0KWI5/iinOp\nODKCxpFJ8qFZ9q9z2doMHdXQ+CkHfPs+sq5uBVzQ4oP2boTR04Vvxw70ve+Ao5MdjsXU12YjjB1Z\n1FkaXMZ7LBD6TN6Dofsw4IW2CvBX0PGJk82Pz4F6K6RqYv/7rseQwjwWhPzJTqACUbS6JfSZrNLh\ng5RSsORAdQN498K2reCcAoeWAwWQOhEoRaicZgFphMPlRuLJz+rbWBsjHi0QJ6O/dqVOcnkhTEY2\nfvYvcppMqB2HDHkmYztjJZGerb76EWmgqsVrpXjiRMTDoSW0HTniV4ve2oAAbPCLgtIBnQdOvIq/\nPjMJQirxksZ/eOCCG+Ctd7j19Me5Nng6R1ds5PTuDzi342amFq6jkDrI08HeDtNS4cEmyPcSno6v\nttsDWzexatNS3A0urj39H1xz0R9I/U47bEgBdw1QDldbaCXAS0cugmUTQfsCkjAFxSRE2QHkZlso\nmFDJ5hcbIq5SsGY76UUPsorbIFcDby10eOgxi7DDC/d9Dj4p52AMtxmR94k/9FreFzJVIQh1dfB6\nCSzJhMl2eDwj9J3dhL1k9aFFoimLH+HJ0sFTDSkzwdOASHrXoftDWGUB8uDIbHgpH+HdCu0fDyA9\naf0hNo/YGPJoDWSK+1jTIzIZfNTEy2RGlYgYyfpyiZK56OscqJ5ADSGmWEa4vlpo6jk5CO2fVHoW\nvAUcKVCQAv/zQKMPPgHt0kP225N36ldgDdB8BD949ndcc+PbvJ79DW647G5O/VUA34HnsKnxKJis\nwSY/PLsHAnuhdjfh8lHq4oVgEDa0UHkFrHjgR+Bx03lXE3h3IUJAHsBNbn4T9z55PdPGP2waWUnK\n4YfuYumxpcDpTC4bx1cWvBR13e3/8nLzMS/DYiu4ikBPJZwwLr3cXmiqgnaZ2yeXYC+LRHqVC4Bc\nsE0AsuCWbHGbfBGAx2vA0QEueU+o9V27CYcT1fwqeV87xXc8qoBpJ+Ka7QBrOry0EfgSqEKEEeU+\noP+DMNPQSjAj4aFoMrJQ3e7JjJrHJTvekchwaIoJYVCYgjCySoF8WLoIUXOtCKH9I/O4bODtgp07\n4J0GCHaCzYIrqxscdvj2Gaz84QsUfv9Svnh+HozrhiY/nrZUVp5zPV3/0miZkM9TTeexa80hVD40\nA94MtSPQRnjmlTSO1NChT3gD1m2g8b+d0L4NGrZCWz34GhCj/kxgHB2pE3gg++dse7kXle+Z59C6\n6y4m/mt+gs+pSZ9Mv45geSZzn+/E1hbgsylFPHjPwqirn3XbdjpOLRbRtCeAg6UivLxWVCkEeQ/1\nFZJXrzP5NwAUgd8CZMGvasD3JUz3AG3g3QFz7eCS3ioZflRnBcrcQml0AdoE0GZDTh7CYyzXC4Uf\nA+tD7zcgPFgNiHvRGlqnP6ZQ7H3JGJl1KBnoLKRkDfWYjHxUjaWRwkiViRio3EZfkwbk9lXZhDxI\nmwl+H5ySAc/YQOuAo3Lgf42EQyUyfys0nd2SAVc4oRxYBVqaD22WjmW9jv/vdkQYpAPhEfMr+8yC\nYid8TYOVAXDWQnk2bN4MgXbCicHGXDz5m8r2W5XjcQKFkPMJR13mYEHVk/z2bzOinoUZlyxg8xOn\nkXVEJc7M/zHx1Q/5uKOIcVltuL12WjwpMZ9xk95ZctAemiZ9ly17YH7nI3z/rzV88/QnQW+DPRZO\nWfEWOW8+zeOfToq8gWMXQetXYIcDZgexndWKf8VG8HcQ9iwZDa5YkddQBlAEjgng3Yq4vtoQ124Z\n4h7oCK0rvVdGNOWv9AJbgXRwTAdvJsKg+gIxqJAhwUiDLAfCsmxBJOCrA8hI+1aJdA6izzo0PVpx\nYXq1TAaLkajiro5whzvhPB6GWrk/AJoP/LrQAPr3F2BtgfQGeL0DEd4oRoQ8QvIOOGFaNpQ5RRL7\nA8AbAfRXIPhrG7YDvUI3aE4K4qHQgHhodUFKOix0QJkGGxA6WuX5MNUJ1gmhfahhH/U39NMzXKSu\nB2gZzLttIpNzPuW3qb+BnPyIR3xo0R5Ota4Ei07r/yzUPXcsC0+eB0BJfg7HX2uFGcck9CyPSWYU\nwfzjOHjxLMqfXsvSukbOftDKJ9/xg88De1qATtoPSuPx8tsgLWP/bWRlw+4c2OWDVjds7sJ/bZO4\nXoFweMz4V77uTR1eNUhKARd4KxHXfCVioOAN/W1DGFhy1mG07cH++WE+cLaA1g7sCL2net4iLSLZ\nX+xLJZa+Ib6+bowZWonItRrJeSomyc1INLYkanmLkdD+oTrPof3oxeDrRiT1doK3CtqywJIOxeNB\nGwdMRoz6nUAW1FnhekT1kEqguQ1qO8m8pgnvf1KhVh1KJAAAIABJREFUywd7ZK05OXrPggmp0GIR\n9lQVEPTAjkp4tkkIPiK9FNESmWWIOIKukN7JrpmT+fiCk+HzEsjIjXjU5cvb8V03H74NYIXleRx7\nx0tMKm3mqMN9vP7P70PLsgGeWxOqWpl3+S4efPIaXvKfhvaVTt6afzj35T4gijqH9Kje/t5BnDTn\nc8omN5H387O4bcab4W10usk/uw3HZRbwt0NdFcLwgXCBZti/fqoM3fWWoyWNdi+wDeFp2oK4D6S+\nVXPos07CsxSjPaeNxpYkCO11opg1hYiBi8zBkve637BIA884MSSWPMz47IAxFjqExIQNRlqIx2Tk\nkWxq8v1BDa8l6/3S35Btb1Uj1NChPAcphBXgEaKKtmLozINgHVxSBOtt8Fkr+LoQoqV5sMwC23Ro\n8kBrjfj+jFzY4QRvIyAV3nXACbmT0f6ei35iK2hZ4NLhWB88v4HwbEeZF2jMtTNqe8kwpiN0PKGQ\n5JJy2OSEgAYLNaY/8S5bJrxOapafLkcmwQ4red8twbvhJNrftYoHIBY4rwTeewJOOR8etlFq/RFV\nnsx9e8+doTPzbAcf/NwlIqcd7eB0gbd7TCXcF+CmHlHb0lHiwNvm4ND7U/jsx910Oc6HhoehS5kl\nl+Fi+c7xvFR4PASaEJ4jVUg0H5ZP5NhFr7DbPYmtHTOF8V4OXPdzUrtaOO2uFt7338TuW8YhjB6v\nsPctaSK1sHkTwvujDqj6i1HsoLeZixBO2VHvUTVsaAeLC3BAMAsh3VCDGJ10Edl4U3MUjWHA/oQN\nwQwd9mCgN6y0ZsfOjW8yHPTmcRgpGGclJeM9M1Tn2E945pQfPLXQ/iUEdoDeCA/XwkddUJYLOUXg\nyIEDLfA/H+xoh1Y5Zb0dNu8A7xf0FHYM6Q41dWLfEgrLpNSAvxme/xzhNegObcM4glfbqOoh/f/2\nzjvOkqrM+9+6t2/nOD3TPTnBMAPIkIQFFQmiAquwixFXxHlFd02rK666u6YV1l3za15B1viqqyyK\nCyIKgkoSJIfJOXb39HSON9T7x6kz93RN3Zyq7n2+n09/uvveupVu1Tm/ep7n/I5zXlq6UJPz1qvX\nHj4AI0dYc8pmlpx0L1tW3APAxZ+cYt6N18CZ17GkqZuu1l0s+9EAR00of7wd9l4E3+zn0hNu52Mf\nHafp5b1Htz7ZD7seeiG0XseGa9vA6oR1L4J6p+B+yUJoay3Cd+FTFi6HugjXRh49+tLSz15J1+uv\n4do1D9M68wZ4VRunva6JngXjaoGeLrj2bwjf2wiXtaGugy2o71mnxYZ4YcdD3HfwIladuY3zJn9H\nx20DtD0ywoVvPsypZ4a5Zfa97P3dMlSUqQUWHA/rToH2XljYjFJdkH0k2EztuX90kboW/Jnuv7jH\nctp01BFczfOgeTmwEpWCHGNuX+1OOZrXety13nTkFwmvQaFVjEbVjx2GUH246mMCi9no+vF48mk8\n8xGOpqjTnUcfSS+fg7BzWAW/ltfB49pVe8j5rYe5a5uFAySnFtHvHWb2QzuBwzDZBye0wqUrUZ2u\nNinNdP7NDsiCxALgeIgsUpE4GqEeZtY0Ep1t45YbfsbqW9ezmSsYfnwebIGnD5/FnsPHM3tzv7Ov\njpO3M6nvyKZ23tn9LRInvwbWHwfA37U+hP23JxJaOsHh29qAK2HtGmhQQYIFl7fyl7eEwKrj5Nee\nxKkXDPGdt/+Cz/7Lb3L8HipP/efO4yQ2sZA+ZSa69MUQnYXuV/Pv0QsAuP7E37G8YzezdyX48heu\nZmQ6gXWWzcz69cRe8Sa1ovlL4P5l3H7tq2DHCEp8aOGtr7EpJvuPYPeP8dtPnM/4kUbiCyaJD4Z5\n3ZeHeIh/x+o8Dus0G6iHnh44oRGe2Q/jAzDgWCdkfGBy12ulSykmPJbPdG2aRfkJVORqMdAG0V6I\nbgduQ1mnTJGMZLnXYd7r7mPJdE/n13bVYOoQijfZbA35vQoVppD5Ov2K3+6fXEclpxqF7JU6jBj/\nmyk5/dMCdIK1AtYCmy0414YH4yjnUl0obEYDzPnYvCJUIbDOgdBDENejDCF16sN9PBGgHc5fD3/s\ngg3AXUC/DbPjEGphxa3bWfPqTdxz46v4u1Vf5Zfvv5L9W7uUC8QpdfCH50imNsOwtBMuXQo3xSHS\nDms2w6af8C+b+vjM5V8itrIeHjwMowmgjU+Hr+Pm597O4dffybI3tLLxU68mPrsca95GrKFbiITi\n2Kd8lKsnP8sjm/fwzNu/BDd9wfvrqiAhEty89Ck2NF4L2x6DEz+OtfN+mL6bSCjB91+0mTfe/0O2\n/c9JrPvEe2h+wwqmB19A3y1n0bVvD0psR2F5B+3/FWL6mRYalk5xw/IP874NN8FBGyZseF0CHn0W\ntgwx95qoB6se7HqgGSwLaKJu0SLmH3eQnvcd5ukPn6Gyy2+24CvDYG8hKdB19DRVJLRUpGoj9Gje\nHpQ3VwR4FHgGeCtqX7eSTJcbRfNH8boP0om9TAN+an6uQzdRiiO24lTX3HCCf9GNWTUJLn1M7nkA\nK4VOR2S7H9nOGKGXMV3j61CFSEBDFyxcCvOa1Hxzm2NgtcGDI/CXrXB/F0RaYGoCJvZzbK2Jad7o\nGhlm3wtx04coHbrT0efAVvvxgAVvB74dpe6lUeLRJuouaKTn+f3svusEepb3YX86xDcPvxumhoB+\nGJqAP0yQ9Dyy1Pr7LNjaAhdCfcsUrdPdrL7x5dw2Uk/sUAR2DqqRmaEwXNDLP7d+k9f3fo97ZhI0\nTZxFPNHLBbf/gvuufy3rDj3Ethe+kcbfTLPpmgt51ynv5Uu3P8pf/1uE5w8e5s9N72bxLT/isYZX\nw+plLBr9FvXty0jE4fQPhfnlX8eUxm0CWmKwKcvJspsaYcEimIT/fcdPeSSxgltuXULnpnN4+rUL\neN8pH6XzZav4xJf+iSU772HbaS/j5j+/mXeE/4sr3/0g9+x4H7Enx5gYfTFv+vF2TjrxOd64/mfQ\nMMLxr3mEk9bt571rP8fNzy6h620jrDvlKepv2sbTdx0HA3FG39cLAw1Elsbp37BCfVWNFud95k7+\neN3FMKYLvV0pM9soBLdVDVjswAiHBhZx6JkVcDFwObBhFuxx6FwMw8+QFFtuCkm7u419U91HZhth\nLhdz9uswKnrVDQsvhv4zIXEANajEvU537ZVbZKW7RwoLSNWo0CoWunGrdAch1A5a3FeL2IK5I9sq\nPdBEi5ZsHqC87n2vTiNsvBcCp9CZhuUwOwlNS6AlCk8MAqNQPx9CDTB9BO4YAxbD+Y3Q3wYbjzB3\nJJVZT2U+jZtpHrOTSBXJMjHqWOx9EBuEHx8P8Sh1iRkS0aVEQg1c+sE7+P2ei3h0w3nKgmLWUoKw\nLQxHJj32qQ4S07BtArps6k6Pcdz8bXQmhlny5H6m/q2F7Z/pgT1TKuLSHoOVNqF7Q5z/zkn690Sh\ncYzeVz8Bp76CD172AFMXP8n197yXc178W1a+oYNljY8S+2OCbfYG5p/cz9rQch47tB52h+jecCnP\nfu8MaIW974KF1+9n8XP38fhjC9S0RNkKrYYG6F3ENdc+z09aXstvHriEgRMW0fThUVpuG+SHmz/J\nns+dQteLBllKB3bd/WxYdStNw09gP1+H/XiIptW7mdi1gh8d3MD0jgY+Ovgh5XlFPfEV8Bdf/2/a\nbu7nPaHvs+miDti1ApiG5gZY1wVnQd1Lpnh22VpWnL+D3bes5o/vOA5VnzXMXFER4mgaGFvNebh2\nMbygGX5uwQvrYQ80vmWM6Y+3wakWPB6H1igMuw1K9bWVjXA3caccTYHmvme8HnYSHu/F1TkhAYTh\nkOX8P4Ya1ajnSUw1stZNumMqrMa0RlOHULh5qbkeEVpCuSlW+tuvZDIFLTXZtg/uZ1Xzc9o81DQv\nrQfOAAaUGam1SD2B24Oop/QwWI5jvL0V1cC3QGMXtMyDQV3ofDzwBMmOxmvuQjNVmCm94zXK1Zx/\nscH5WQaRZfDFejoWDhN7IsLEs61qkdegSs3utGFwFvo3wq4BY18stY5QE7SshfFWIm9LEPqrBAtO\n6OfIJ+YxOToNd+xyjqcZOtphzUp6XtPHeH0zkx85AtFhmD+fRUtG6Xy/zcYNEcLz4yxYMMKhjYuN\nc13n/G5U27VC0LwJpu+BMDQsm6Zx+DAjgw3kw9LjxrDrIwyMLGD9Jxbx56mr4P2gvg896GCW5uWj\nTO6pU7sRqXMiTpNgNcMJS1l35DdsGljsnKcWGr67iqUP7OCqD/6A/7jizcQ2mWnARgj1QMdSzt73\nELv/fg2drz/MtqtPJN7/J2O7biGhU9UdhG9fQ/yNndAego9Y8NFpGE8QWhEi8c4IXD/hTCq9C2UP\nob9DXfOUbRSr0HrMdG1cnfG7DcJnA80Q38xRC5WjNV16v03zUq/9SjfaMJv0aOrUYQ0LLR2+LwYi\ntoRK4B6OX41UclLrbKwf3ILQLbSamWvx0Aah+XDZCXDXMEQnUBGuZ1CNfz0s+QtoGIIdO1FP5RFg\nHsw7HqYOQDQCp3bDYyOoiaZ1x6o7g1xFlok7Na07aFXTQ9cJMN5CfU8Tyz+9hx1PrSXxXBjr8Rj2\nQAIYgE8tgucPwk+2oNI67vMVUdYTXUvhBz2qP/858OAULDwCO3aRTDe2A8uhoR/aVqkpgZgwzrX+\nfrTfk7aiSNa/RToihDvCTC9phNjD8GhpiudP3XkOW24+j+ZvTXJkqBE7NuMcvzHF0dEOX0dvbeM9\n1HEs6oIzF8DtO1GCQRtqOsd3/vGwYx6MW46h+Rhc1gK/egj1gpeIsFBKrwcaT4bErGMcOgU08OH5\nP+C20ZexKX6OGgnLFHAK1O2CmE4fZuMIb9omFIN096D+zkOo66QFdY/FUYo/ytEo3lG/rFSuAanu\nk2yOWSNCy2srFDcFI1lYoRIU+zr2K+ZUP+U81mwiW+b5N5evR9kiNKIa+k4IvQAi09AYhfF+iB8k\n2Zg7AqFpDYQtGN+GavwbgJXwxjZ4NsIFM4/wp12nMBXd56xXFyrDsXVa+Ziyujs3XcDfhHKvXwl1\nC+l6xQGiM42M39NK5Gsxol+MwYE9MN0O7CYZVUgY63Wu18jJ8Nal8N/bIRKDwTqUyeTjHBtZ8Iq2\nuacI0j8Rjjrr00j4lGZe997/Yd/Ll3H/uxrgzt/mcT6y59QP9vLOJXfysZ/fxACt8IdhlEjRkUdd\nJ+U1Kk8fl/ZbG+XYzt8RvLTAVafBnp3wwD7nmLWFR6o+vQ5ohxNWw5Yo6rqZVBHUpuNg+nlITDn7\nMAB0QM9i6H+QOfMKemKmFYuN/q7d14D7u29Aia2VqHM3AdgQikBiM8lz43UcqaJZucx4IcXwHpiF\nqcVACuOFSqAbjmq/lc0aDSjfvaa3m257Xu2IFlwzqI7RsUWw+2BmUI3as3SKKWEsH4apKdT3OUOy\nc94FP4kA8xlqDpOITaPShwOo0VW68zb9gvJ1vtdP/PqactZ5+snwREIdj72doY2tzr4OE/28BWsW\nwlA9TO9ACQu3SDAEYHQr/PwwjB52XjeFgtdIsBDHZg7M2iMdHdKvdwCNfPZDH+G795zJnps2waP9\neZ6P7Hnq8318dclSJq60+eZrPsA7v/0VuHUMJrWPGhwrhN0DGWaM171MZSeAEDxkQUsYld5LkByJ\nirFON0Ow5WnmCJSmOHREYWoUJVD0qNZx6D9C+tkeyuGRZ9Zwmveh3idtPRFHnZsBlCOrU6uVMMWn\n13GkO7biHFe1t85lRDdsIraEcqMb5Fq4nc3URLkiebozSTXiU6e53Ck3XZw7DswD2pwh8+Ngz4Bt\nOmzr6EwbKmrkPI0fjSRMo57YZ3hqshXVGQ+jIlp6+2bHUGgHobdt1Mk8uRc4FTgA8f2wbikcnoJD\nh2BXO7y+B7rXwk/68R5ObxKHw+PG/zOo8+QVQdQF2fr6NkWVORjAMTY9uw0uaucHH3ktx1/1CNfd\n2ZHDcRfOc/t74Gvf4j3/dRJc0gALYrA74uyrTqVqA059njFeN/92f49RIAStJ8Kuu0mmJnXgIJ24\nNlPLTr0cFsTiMDqIct/XIwy1cJtKs858I6b5kuqajnL0uz/6cNNHMrWYyfsrVWF88aJztdAyp0E/\nDRWzsS5mlEwQskU32MUa5BEEzEa+HLVcWtx51WOa930I1bR2O68dj/LCigHzUQLJ7BRNoTYCvWPQ\ntxsltsz3oqiOUNdNLUSl6HR0wjLWl8nt2qud8jp/+phtVbwfHoTZPrVvdz5rLBeHz46gJvRdBjyZ\nYrvG8nOiUXrbZsfnFrbu79sc9WnBqlWwN0F9Y5TeHbu45r6fkrjz+jT7UEJsm7rOcXovvIcDx50L\ne1bReslBxt9mO3YbpuWHxu1zZopJ14i98T8wV2ClGtGnMa9Z/Z1GgUUw2wzNvRAZhGgfc0093SIl\nG0FXKswUu9d93oQSjzbJtOsSVITrIMeel3SjDIt7fDUutIqNafcgYkuoBNmkuqoRU5CUcmCKboBT\nDT/XnIAqhN+DGh3YifL8WY0SSdql3XxydqIIfY9zrNWF/j4boLcHDndDXKfIWlAC7BDenWS23kBm\nm6W3rTu3WYhvh7henzklSggV+diJStfoeqRsIgJ64l/93ZnXrVvYmp286b3m1GY1huAVrfzF637P\nGvunfP+2S0pSMZQtM/ujHHjPHznrEwd49A9XM75pAYRmIK5TiOZ3ZX5PcY+/3d9VOuuOVMIakt+r\nPueHUeduK0wPQlRHUN1iL92+eJFtRCjXdiqVnZKFqs2KolLpunh/F8feZ5pU9VfFv2pEaBGjuEPl\n/Te4QKg1alVs6U7A8dUp2cNOJrE1A2xz9kHXt+hI1B7UFCGjHBvBMHHXIzn1KY0rnBIenV7Uw/l7\nUU/tej35jPry6rS1+NGO9F4RPS0YDuSxzRjJYzW/O9MrySvSpsVWE0cLoTfPwOFmnhw8nSdHdxLb\n+Fge+1N8Bs/thF/bdH5pkOF/7oH7FqEikaYJqDtqBN6pQ69rJRsbBVPM61GazrnuXQCH/sTR+TKP\nEcnZ2jTkY2CaamLzTJ9x99lhlGg05/80bU/c58zr3EJ+x5CZGh51aFIKt+1aGAkm+Jts7AmqHdNq\nodikstfQ591sV0yLB3My3WzaX92WaD+rVuAFgHaJ38OcyFPJ0jq5nkt3G5juc+5l3W1yxLVcCGik\n/k/raDo0Tfv1w3w9+hEuP+V7ML0Zbrkry30sD6sXHWGy9QUc6niHOpS4Df17YddO5oobHS30Ejdu\nkeUuos+VEGpndNmBXo8Z6Ukn2NMVmBdKpmtNXx9alDej0vLjJAdVQPI+MwvqU52zQkWWjDrMQClG\nbeknM0GoFLrhSFVXVAuYEZFin4NU0yIljPfNyAx4T2WSad90usQwrSSEimDp0X3udF4pcEeXMp1P\nswP2Sg26lzWjeOnq4Tj63uzX2+nqneKt7/kp/9RwA1z1lQz7VBn+4bV/Yqqljg99FeiKwcAEzBwh\nKcj1dWHWXZl4iYB8hYEZ+Y25XtN/Z4qIZkpLF4o7auy+DvT1UcdRQ9pjBpCkql8rhchKj0S01BYp\njeYUI1PBL9Sy2NKUsobLKyqeTli4cUdz0m2jGzU68SBzvYHK3Zabhey5fCZdW+tuM/V1a07Krf2y\n6uHEM7BeZGH/tI6G6yaZeXon3PqzXA6iTNgsvHgth7a+CfbFIT6JikSOo767GZKThruFTiHpwmzr\n8zSpUmrudVbiWvO6d51Jso+O8A2TFFxmah5Kny5MHdGq9ZbXoVSjKErtLyII2VLodBjVgPkUnypy\nkC9e69Pby7Z4WP9EjR/zdb3fQ8BeVMeiLSK8anncPzHXurP5SXeedLtpRkWyOc50ojDV69oCQQsv\nR3xt3Il98xjz37+PhxrP5fc3vSGLfagEFoe2w9de+S6uOXgT//j8/4XIcmA+XHguhE5O8Tmvc59p\ngIO+TkxR5P5xfybOXB8uL3JJdxcbr3sXkjYnehCGdsY3I1pujzH3eotxPOnXIRGto5RyWLxkaAW/\noGtcarluy6TYUa5UTv2F2k/kGjkqdd2M177kci5TtbfuKJlpVNoFdMPpJ8ATz8CC5XD2PM5ddj+d\n1igPhc9l+GtfzuF4Kkfjhg/RvXyA/f+7Ap61YXYrKkI5xrHi1V2X5SVUE67f2aBFRrprxRQrfkaP\nkDUxa868yOVBKBNx4ENSo5UZfUGVogMSI1PBL5huyhLQnvtEW4zzoTsut9jSjX6+zvZ+6OjMkYhe\naVEzYpJN3Rlp1mF6gpnraVe2SPW9sLQV2mDtPzxAy4d/z+McyuloKsLak2FmBdM7mtj/nWXwEpxs\n6AJnJOlzqJGk6cimfivT57P9TFCyMl6R5EJSq7luO/22RGgdpZRCy2x8BcEPlMKsN8iYAwcKPSc6\nfeNVj+Q1mitozbAZ5fAS7Ob76Y4tldjyOv/OlERtjdAXgpf3wh9D1H9jhO//7ioSv5hC1Tz5nD07\noPuVcH8CGIcHmyGhrRb2MbcI3Mt53Wtao0ItFQpdzi/kUh5RzJrGzOdJHmnnUGq32yA8GQi1Q6bC\n11rErHkq9NxkW6Qey/MnVf1NOYuVM5lYumtq3KSqGfLCgrG9EJ+GjhCckWD23DYSU8t5/b8vYe2p\nQznvfdmZmuLuay7kn3g1EIPEHuBpYDPKW00/7Gcj9nNJ6Zl1WNms0+8iy6umMZtzke09mct+ZCZo\nj1IBRl/Ate5rJPiLTMPoa5Vi2UKU0mIj04OhewLmUpHK5sJEG2V6Rb+8Uq0a8/VGoBPsJnguqiwS\niND9xDhddzzF6GhDIQdRNi4+fA90d3Lm6ofo3x1h7+AimNUj5rTVkI7OmLVH7mmVcone6M9kwq+p\nQreozDeVXuzjy06QSut6DKVU8kEoKhRqD7P4Vkii79dijNjU57ic93/C+IkbP6UiU+TKKxWm3/PC\nXQs2CewDewts3QsHVQRo+mAjgz94IaxrL2Dfy8hxsHz8q1xZ97+Md62EVYvhuBNQxf71zo+eENns\novMRGvrazWb5SliEpMIdvTWPI997qNjHl/29JKMOPSmFU7yJuMYLfqXU137QKYbTfCpH+XJiRtaL\nvR+ZrqFU/lva/d2c0aDOWF+98dMJ4XlAB6GFYej6A/Zz95Fi0Jc/sSy+8Os/cd0Nd2A9OI4d3w1M\nQOvZMG4DjzC3bkun/bIRG9mMKDSXLWckq9Bi/ny2V+zj80pBfkRGHeZGKZzi3esXsSX4Ebk206NT\nioWUAOhC+UqeZ7NjK9R6wk2M9GIr08AjvS9aZGkriBDQCZ3t0LUQXt9AwyUTXPL8Z7E2WjwbHWLb\n5nlFOoYycOG5XPfxT2ANJzjpc9t57q7T4PdbYXovtE7D+EzmdaQkW5Glly2lyHKvv5yZnVKJuNyE\nm0S0vPeA8mhQ6dAEP1JpERAE8rVpcK8jF/f4UlKoeHSTjS+h+9j1ZyJAA/R0Ql0LHNBT1TTBJWvh\n+U5CV0a5JvQ9fjUepu/G3UXa5zJxwUVwsBl6emHnQpiIwWwC1jZA1wz8OQGhnTC0D5giWZyuIyiZ\nBFSlRt+ZmGKqnIMzTEolslIV1KeOaEmNlidSSyXUMtqeQEiN7jwKqbsyXatLPeI5m30pZg1Xtukt\n92dAzVt3ChyZD21rINKDKoSPwIOT1J0xy3mvvJc/vfSFHLl1f5H2t4xcux76Xsg7Jn/Fi/7lTzB0\nBCam4MkwnNcC0TAMjZOcBxFyr8nKdtliCyA9+4A5mXM1iSzIZ7S2pA5TUkpfLY2kaQQ/E2VuvYzg\njWlGmu950h1DpWvktHgsxjyteqLoTMu4I1+zYC2E7hnYPA20qP2yemBVL3d9+MW87NL7YR5gP8GK\nNc8z+tcXMXX3NqYfHyxwn8vAwcN0nGVz44G3waf6UHPzAauATw9BeASs1WBPwfy9cLgvyxXnIi6K\nbW/gpwezUoqs/M6bRLRSUq6IlsxBJ/iZUheqVgvm6MRCOjEzRVRJCh3hpckUIXOnlXSa7Bmw9sLS\nKFzSDXRBpAN2xHjZuXfD+CRMxGH9W3nZVceztqGNrpkjBe5rmfjHH7Jy/c/guQk4OIWaSHoM9hyB\n2Sbonge2BUThBSeRfTedS01WodepOYrVLyKrWNdsOvI7VqnRSks5ny4lsiX4mXLVLVYLxbif/XLO\nCz2WSIb3zeiZM1k0YaABOhfDwpUw2AqTdRCzYeYQkIBXdcNTTWpKngVPQf+vYKaQAvLS89L3TfDE\nY29m7OluqFsEE3tgZohkBx5BpUnHUAamYWAQNXlyupGEuaSzChFGlUwHpqMcD4SZgiJSo5Un5VTq\nfrtwBcFEp5TkOs0O/bRfSCGwdr2udISr0O1nakfdHbf+PwbDh2DTJhjYB5NTcDrANDAJtx+AvQPK\nKX7dC6B7fgH7WB6avvIAoZFOGF3MKVc/yeJz95H8jqeAYWAv0I9KKQ6Se1QwHfn0aaYDe6WvRS/K\nUVNdmJDzw+OSz3FPalrK7VCmbQlCPsjsBrmhow+Fni/TXR4q00aYx5HrseRT76qPOQR0Q3u9qmHa\nG0IJrSiqaH6WV1xxH/ev6mByRzvg3+L4uoX13HvWjcw+vQKI8syXlwNDKEE1TlLI5JqSyyVlmCt+\njWDB3Dk1y7Gt/JFePSOVcHIWBL9iuowL2VFMd3lzLsZyo48j3w471+UtoBtogbowbJ+B4Z0kRUkM\njutkwRWHmPzduXzk4zvy2K/yYa1axJp3RGm4ZgrCf4TOTggvBFagTFgheZ5SnS/3NEbZiqBcfLU0\nZlTWb+jjKacfV/5IRCsj5lxc5UAiW4LfMVMVfvCACgJmVKfQaKBO41aqhqvUhs6aGHAYGIEjIZQY\n0QIsAkRhzzA/+tWb4ak4L15zL/CiMuxX7oSsBDed+nXe/n+uJJa4m9DqeurvOJ3pa9phMAQHVsP4\nRpIpOjdhCitlyUVkpZoqyU+Uc/8yTcSdGelYq3pxAAAgAElEQVTNfUmlDN4EIRckAps7xYxI6U5Z\nRzXK2Wbkegz5pJ8SqLqlcef3GGqEnp7/DoiOYP+4HxKzvPqKu/j9FXdCZ0eO2yk9CTvEW//zVUQH\nZrEHJ5RueiCsRNaWQRgfBjpQETw4VowXIs6zPe/p5qP0AzroUc7a6eJsS4RWVpS7ERPDVCEoSBox\nP4phBWGuy5x8t1xtVTm2pdtBLez0tdYCdKrf3e0Q6ee0eV/j/Kc+T8Ol62g4ubXE+5Ujr3zJ3P8H\nJzl1wc9Z8rf7IDwflh8H846H8FKoX052Iz2z6SeyFU6m+7wfqUStWPH6fUkdZkUlokvlTlkKQr7o\nxl6u1dzQ562YzbDujMo1tU85TJe9UpVhYB5c1USkJ0HbFRP0v/sg7BokNlHvsY7KYX3iAuwtLwXu\nP/paa/MM8+rBPnsX+09bBltnYfYIJCZR0bsIc/2u9GAIPSjBnN4mHaWq3yonlaoTK16wQ4RW1sTI\n7AdTbIo1akkQSo1fnM2DiK63KtZ9bo7G0iIoyDNc6E5Wn586OLURGtrgxxa8bYbYvRs5sFEJrPjA\nLACtTbOMT1VYdFkh7HuWw84Ql/7r2Vz0nrv4m3/7CYuH+7jz3cAuG94BPGtDbArsEYhPMKcOjQbU\nOZ51Xs8mnWWTXUTGz9NtVVIAFjerJEIrJ8pl9WBSjqmABKFYxFCdrlQl5IYpjIqJ7qj0ekslurIR\nWwU+rIbbINGhpqZ5KgLWAMybR09dH12PH+JZ1+L/91u7+PG/1nHP9tX5b7NArJecAXUrsfcn+O2d\nL+PubRcSej4O+xNwaBZIwDeb4domeHAl1B2EkWHY2Yc6l41AD8rSQhubjmS59WKlFStBpes/iys+\npTXMiUqqa0EICjKtVH6Ucsh63PVTCvJN8aSK5FnH/tu7HBYeBycvh1Xz4OQ6PvWav6du+9PHfPra\nX91M48WXEbp0VR77VDh///mt0HYK7LeBcWIPTxL9aYjrWr8Kh44AjsM9NvxwAjpD0NEM4QbUCMtG\nYA0wH2gCTnZez6bbDqrIKrdtgxfFPy8itAKBn8O7guCFX/13/I6ObJVyUtwEKiVViu8n104qVYTN\njIo6iZfYDAxMwCkdMDYCJ0ZgncUHh27myY9/kTteci8d9dP899cepvtf3wILGnl2+9lcfOaxIqzU\nPNz1bb739Nex716OvTUEHAHGwIrDw6BMSkeB3ZDYApP98Og0rJwH26ZQIqsF9V2NoxzjR4AuVCox\nE+m+W7/WZOn9qvQsCMW/92Suw5yp9PxjMieiECTKUSNUreTrxJ4rxf6O0rVR7ho+d9G+nufQcr1f\n73y2DSVCuiCykJ5f9dF/yTJYY8G7YdHMPk7d/wyf/PnHeMXeexiljcXvPMjwQ/eyZvR+ntq6sEjH\nmOrwGlhWP0H/FPTsegt7z18Fu46g/MBC0L4YJgbgii64dRtKVNSp46vrhJYlMLIVGhoh1q5ejz+J\nElnazymKEmpeD+CZRJQfH9r9IvwKFXoy12ERqbTHlV+nQxAEL/zsLu13iuUon4lipxTT7bO7kw+7\n/q4jGc0y/9fMqvXX93D5S+5g/K+6wZ6G+jH4boy1Y0/z6/9cyTm7HmQ0bgGTrL17M53tF/LKS3qK\ncnSp+NjLfg/rL+MF83poWXc64a0WLLLAanf2exxGD0B8AG59DjVRtD7vddDYDmNTQCe0dED9AMQ3\nokTmlLO8HpWYinT3mbZw8BOVrsUyKV07JUIrLyrZafhF/QtCtsiE1IVRjocrnVKMUZyOL9d9DqOi\nWV2oqJUWW/pHR7magG6wwzw3vZ7Ztnrl8/n0YXhiP/fdcCas6IHVU8ARiA9z76azOLBvEXuu6D26\ntd9+6vtFOMa5vPO7T8J567lz/9UcOedydv3zGtg7C/YASmjNAgOoaJQ2Xo1COA4bVsF4AhL7gH44\nsgOmDqlj4DDZfTfpRsr5sd8oppdcMSjdfojQygs/PKFLxyUEDblm86dccxzqDlnXcBWyvVTtpH5N\nl2BokRUBmlGpwWZULVKD87pObYbU52IRtj80n1g9MLQbGIXEGLT0wPpm2FGPGqk3CgzBzji/vv4q\nPvajJ7juJzu4/JfPwtrVcPk5UF+P1dFAfXN2ArO5NU5DI9xQ90NWfPStfP4bQ3y4z2bx2AH4chRs\nWw0QfHwSphJQN8tciwYdxXGERnwWvrMbVZNlo4TYMCp6Ne38b7r/myauXufVC79EskxB75e2INW0\nR8VDarTyxg9D2MtlSigIxUS8tgqjnHWapr9Xvtt017S604L1zrr1FDQtKIHRjapN6nM+5yxrrYTW\nbhg7SHJ6Hidas3CVM6KvDqV2wkAvrJ1H/dth/QV/5qk7ziT6b3WweJhT13yF3d0buPTie4ixkZ9d\n20bTG1Yw9d+74YSFcGAIxmfm7P3f/aKb3fccx51/uAz2AU0JGIhBSwSOjKAiUHHaWhKseekwj+85\nGZ6bBZ4hKbT0eXCidM0roL4dIlEY2Ofs+wzJSNgsSaGlI1OmOEiXgvPLCEM/pQlNiiX6UtdoiY9W\n3mgj0UoiHltCENGNvjQ/+VEON3aN7ti10MrnwS6V/2A9Kk0YQXV2bc72ZsBqg1WdsGMQFeHCWUdE\nLTIZVcsxzdG6LRJwaBNzDU4dwbU5zOxNPfz5O+eqQ4gOQ0szXHAlfLODiV+28+C7/w/W2bMwbzW8\n8s+wc6vn0fznpxZD+xql/wYTqIjTJMw0o4TfJEfrrnYDz+9DpQDN1J9Op4dRgmkSpiahbhnQSlJE\n6UhWplGiqQRMpa0SYK7Dvd8oz35JRKsgKj0CUeOHfRCEXPHL/RNUKhXRziciqWutNGFU5KoLJaQa\ngRXADpRQaYOl86BuJewCmmZgar/zuVaUiecIcIDkiDxtW6HXH0KJuRb1mVWrYOcwhEYhEYPT5sEL\nO+DbY0AD1EfADsMyC27YAm/6UerDCdfB1e+EW7pg3ElPMo0SfzoC1gIrT4TxjXD4IElB6EWDcw4W\nAKtQE2jHgO3OcfSjBJ2ZAtTHmq6UxQ8pOr+kLd0UewSmjDosEZUegajxw80kCLkiRfKFUSnfIR2Z\nyWW77rSRjRIeh1HRnkGUyIqhBMsh2LcHEv0Q2Q5Te1GibIHz2S3QGgary1mfu67MieSEwhBZDN2r\noG+W0GpULRdT0GnBt/tQQm0IZqPQZPG9p16fXmQBxGO88P33Q3cIIk0kI1NR5xhm1XHtegoOj5Es\nfk+4ltPnxJxq5xCwEyWuFpG0tjD7cC0QUn0Hlfak0tv3q8iCcu6bCK2CqXRYVuOHAn1ByBU/joYK\nEsWdky178rHtSLj+1h3xhPPTgypen06+t+cQRA8B+4FtqAjPNpRwCUGoHTUS0e1873y+uQt6IzC4\nFzhA6KQplKiZgvu2o0YBTgKw8ox9rPrnLTx/fXZT3MyfHuT9F30JJbIaoHUR0E5S9EVJCsmYsV8a\n2/Vat3Nc+1DC85DzdxPQi4rMuUn3sF+pvslvowm9KG+bI3H7qqKctRuCUCx0ZEsGd+SH7rDLfe7M\n7y3brsTcz5jzOS0ItpA04sR5fZrkHJDTqOiOMwqxLoIqgtJ+VObnnAnOJw/AbJ96f7KL2O0tJH2o\n6lCxBhVlGtzTCY9E+Mxt55FNtOOTt9zA25f/Ai6rg4e6nUJ4XbQeZ05kDUgviGad44+qY5vTltej\nolsxY3n3CEQ3lYokBeGBv/x1ayK0CkYXevpF3IjYEoKI+WTup/spKOhOvRLnzizsJsP2zf2EpNiK\noqrLzXXogvd6jhaXA0fF1tQMJKZQESkzDa2vo1lIRGFW14dpHyujfWxbBrFGmJplbHI+Pa/dy/gf\nm7AHxjIe9Utu3oB9+UnwKxuio9DQAd0J6DviLGFG/cxUn1c0RadSNVoAnohKbepIXzblKpUQOkGJ\nTFdGBErqsCj4JX2oCcJThSB44dch4EGgkqO7tJjI5rszIzFu4eCONuhojxZRdVAXpuWlCegYgVAH\nyfoo/Vnt06T3J278jhrLxmHsiHJvb+qFNQn6P7kc+wPXZXXEqz7Uy5XX/wg6Y6hRh5ugb4fzrpfg\n9YpAJTh2n2PGfj6BSiM2GJ83fbi8KLfg8Yt9RDZUpn0RoVUU/NgxiNgSgkqQGm6/oTvjSp2/bLft\nFle26z1TcJm/lwNrsKNh6N8O8QUk7RTiHCvUdB2YWZhtmmaOwY7DMDsAT43CkjhXvei7mXf/L9az\n9dCL2HvjamhzbCQiS0mmv7UBq47QeRWn63Pllcoyi8nHUBEtr3PippxC2/09+Z1izXqQO2LvUFQi\nld4BDyQ7LAQZPxgDBxW3pUK5yea7M9snr1ovfQwR57124BRgI8lU2hTHRiq8jl2LH3NqH22r0EDD\n1W3YF/TQ/41FLGj6dyJnzmPyy5u8d3vFK6H9XNgLnGrD/TbEp1HF+jPOvq4EtqKsH7RQ0mRjLeAW\nZqa3lh98s/w8otCL0rq/i2Fp2fCjeaiunfDbfglCNujOScRW7pgO5JUgm+/ObJ9sjm2vTPuDiLOM\nnpJnlmQa0E2qY4+RdKLX0aY40MDMD5rgV/W8/O7b4YazaH/LIWbvtQiPDbI0vonte+bx0F/+L+de\n9BjcCjxnw/AY7GmGbhv6m1BeYOMQaoXEfpLCTu+jW2BlKmp3v5+uRqscdkNBqcUyqfw+i9AqKmbB\npp+QAnkhyIjYyp8giC3zAdV0otdCyEyXxYCHgU5SiyyM5d3b1uvVP3VABKwmWNoF4Toeff15sHOW\nQ0+uhOhKms/pY83BD7B9zzwue8EH4JfAA1FYEobhATjQCIlZ1PyMHagi/OdREbdJkgam5j5lW0/n\nFb2qlNCqlJVIIVTaT0zhR1UQYPSF6McOQcSWEGR0LYvMk5g7ukOvlHVGJrGVYO5cimYUR6cfE6gU\noRYt43ib3brTj26xVY9KPwLMT27H7lXT6XTNwO4RsBOwpwViLYyON/LrI2sA+M0T/8hZ/A0wCwdG\ngAmYGSZ5beri/VmScxWaQlH/nU2Exev40n2ulFGbyouV/PBHelOEVknwYwoRRGwJwUfbAcg1nBta\nuBQyOXQhZBJbqdomU2CbXmuzHstCcl5ASF4nWriFgSYIHQ/nt8P9qPdDCZidUZ5bk3Fn3RGIToPV\nCCs7uGjDi+j51H7OPnsfbEtAWzOMNaCsF8Y5WhvV0Q3jjRA3RaHpVg+ZO/9U0a5KjSb1u/loKvyz\nzyK0io5f04caEVtC0NF1PH6MHPuZSnv+ZSO2UrWdWmSZn031t/kZs61z5khMzMK9G1Hno14t17IO\nJqZQUTM9arAZ1lnw3CS/2/EyZVy/xYLoIER1jdgEyRRmFEb+DPNXwsgSiLagXOxHSXb62aQK87Ft\nKEVKzzRGDRrZDDYoH35WBAFGxJYglBZdxyPXcG4EIY2Y6j3TTsB0lNfvwbHHpbdXR3K6HZ2KDKOE\n1jxHZOn5B/W1NQpDHTCzH+xOuL3LiVSNQ2LCWeckc41Gp+Hwbue1HuNY9H6kE0TpRgxmElLFThsG\n2c/OXyIL/K0GAkwQngD8LgYFIRO6MfWjrYqfqXQtaTqxlU16U6cHzaimbnP1NeG2d9ARsTGSRfAh\n5+9FJOu/tFmoM7n1oRGgHmYn4KE2SOjPTZOck1Efk3Z3H3de0yIsm/4gk7ApZ58SZJEFfhNZILH3\nEuK/L/tYvIotBSFoyHWcO5VOCRWjqDtTBMg9JU+UuQ7xOro3ivLlGkOJLS2Y4iixNA3dTXBGBF5R\nD6E2VNdpzq1omqAmnPVPkBRv5nJuMtkPZKqRKub3GHSR5c99F6FVMoIyFDaoo0kEQeOPIdzBwg/t\nU7HEVqb1mNeGFkJ6dOAkSmjpUYzm+mIc7SIHh+CRcdhjQyKOiqL2At3OsqbLu5kmzDaalYpsBHEx\n0obmVEVBxb8zSojQKilBafjN6SkEIYjougy5jrOn0rUs6TrGXEwms+lg3a7sWmhOATtI2jDEjPfq\nUL5YvUADzI/A9m8B7RBeDpau0dL7ECXZ5uci/DOJm3KYkAZ1ZKHGvyILRGiVmKBdvJKCEYKORLdy\np5LnK5PYyjbCkk3KS4tK9/Ga6T6dVgQ6lsMXj4eGhXD6cuhucKbZiTmr0FYQ7nbejEJlOreFCt1C\n+5jKu6YXjv+PQeY6LDm64DIo6CHUMppLCDL6GpZnyeyo5H2vvbG8tp3LfmXT1przHLqXrTOW0RYP\nDcACYB4Qh/ZlMNqHKoQPoXy09qHEmfbvMsWVmY5zC4JsIoqZ3i8kkhP0eizwVyRL5jqsIPqJIyin\nWjcGQdlfQfDC7NyC9KBTKUwn9kpsO1Wbk8t+ZdPWmgXs7nXqkZimm3yU5DQ69TDagRJZfSQd4LMV\nK3o0pbkP6SilgKgGkQVBOQZ53CsL/osaZkZqXYRqoFo6lHJQyRRMsUbVZVrWTEe62zh3+g9n2VHU\nCMJpYJDkzB8zlDbtms2x5PN9+WEgRDEITomACK2y4ZfwZi4E50IWhNTo9E01dC6lppK2D9E07+VS\nP5rLcumW1REyPciiG7p64YQFzI2G6bSnl5+bO5OUbWq2lOItiH2Rm2CNkBShVTaCVhgPySefargx\nhdpGD7sPTuNcOSpdHJ+KbPcrl/Yql+vhIAztgO26YN6r+3S/5q4vy7bLLcX5r5a2PHj3sQitshI0\noQXHTogqCEFGorTZ4ccUYqXQ0asEMAMdIVQdWD3Jiav1MuUcgJFLeUc1pQuDdxwitMpKkBt5GTYv\nVAt6mhW5ltNTiTrNTCnebNqgXG0hvNZnFtSHnZ8u4Dg4cgRYizIrXQA0o9KG9caydSnW5fW/1/4X\n89qshgdlc57L4CFDy8pOpUb2FINKjkwShGIjk6tnphJzImbjhF7Krksfrx4l2On82w32AKogfgBY\nQnLOxWGgxfk9izJCNY1AzdGMmkzzOaajmP5iQSDYxyFCq+wEXajoJ4sgH4MgQLLQ2UKawlRkM8lz\nKbaZqX0plQA0J6PW6cFmYBnY/UA/avShHnWofbYagYXAVtR11UdSHOh91caotrGNfGt3sxEdwRYn\nSYIbydJI6rAiBN06QXdQwb74BUFR6alo/E4lSgbSjUCE4qQYNeZ3X4dKA0aMv2PQPQ3t06hIVRQV\ntRpFRbBmgE5oaUKJslln2zqVqNOKTcZ6U5mmFgupyfIT8hhXEaolKmQa+wlCkLFJjiQL+n1ZCvxo\nYqxrmXKJtnkVq+vjqgfmo6JUY8ZrLTC4FWVcOkuy3insbH8Y6IeJbpRoW+RsY9BYrtXZziGUMIug\nrjc9p2IuQj+TiKyGmiyoFpEF/rtzaoh8Ggk/ImJLqCb09Sxi61jKXa+VaXvFrhlNoIxJV6BSgdMo\nQaTNSrVBqRYxeq7DGVQ7PsHRLtU6HmxnXkTaUYXzB1HCzXJ+28CQs446si/0z+T9VQ3ipHpEFkjv\nWEGqacSTOeu9IAQdPcFw9TT0xaHcnXg228q1zUnV5WmxNgPsAqsNwicCTWDZUL+c5ITTZu2VLnyf\ndn6mgD6wR1FF9AuAp4FbYcWJzv+tqKjXDMkponJ54K72dra6RBZIRKvCxPB2Ew4qMopLqCbiJK9l\nuaYV5Y5gZxP1j+HdlXm1r+51aUNRHWXqUK+1tkFrBA7GwD4Ms3riaB1RMoWAFl3mvo6iCufrgHNg\n/lrYvRV1TS0A9jvrq0OJNUimEPOdjijo0Sx9XoN8DN6I0Ko4lRg+XUrizB25IwhBRtfOaGNKoXxt\nVi7lFdks5/W+OaKyHhWFisDYJIz1O//vJZk29HJX13VfcZKibwAYd96Lw5EWYKfzvx7JqUWWjqbF\nmSu8vEhVe1UNAiXIx5A+yihCq+LovHw11YSYQ5ilcxKqAd2ByvWs8Ntgnmyi6e79DTP3oXAGVaze\njSpknyA5alCnDVPVSOlasQRKsA2THDk5AYknUNdQGOW31Q70APtQKcc657PTafY/VcF8kAWKJsjp\nwsyDD0Ro+YZqKIw3MUdWVtNxCbWLRLeS6Pu71A9TOn1b6DbcIkt/h+79X+38bxa/R0mm9FJFLrRF\nSBzYY7yeQNVt6W2CKopvcLY1HxgBVjqvH8I7opVO4AVVoECw04X6+8g8wlOEli+ohClguTAb42o8\nPqH2kGta4beR05n2RX9fbtGl03ghVISpG+V5pVOBOtpiCp10ossrtWg569LGpRaqhqveWfdGlLjz\nWmeqiEmxp+opN/qcBlVkZW+hIULLN1RbrZaJFpJ+SjUIQr6Y0Zxav6b9JLZStaEWKoKk66Mwlgsb\nP1psjaGiTFrEmIImbryWLfrc6NSirueynW2Nk/Tn8koPpotmBVVoedW6BYXcfcpEaPmGoN4w2aJD\n63LJCdWCTnnoWp9aRHc6fr6vLVRNFCRroHTaUEeUANpQxe9jqJGBuqAdkseZqZ1O5WjvOMwfjWg1\nOD96hg0tsNzRnVSdeiXc+otFkEVWfue9VlsHn6KLLasZmbpHqDa8Uku1Ril99HJxTfdaNoQSTEtR\n9g2tzs88oBdlTtoKdKEiWXpanQXOZ83Jod1oIRQl/bRBUWPZmLP+A862dVRU77sZSfM6niBfa0F1\nrc9WaHvj58eQGsXvT4fFwBRaovWFasCclqVWr2m/pBDd6PbmIEpM6ch6K7AJOA5oACsO9giqeH2S\npK+VnrvQvc5c64t0bVbY+HsIVQ82ZSyn11ltdVlBjWTp7zr/816rLYKPCWpxYK6Y7sqCUC3oiEVQ\nO8NC8GukRddEjQN9KBHVAisagCehtxOYAXs/SlTp6NQESfd2E7NAPlfMdcVR6cNZlNWDGe1JdS6D\nmDI0R2QGjeJEq0Vo+ZIgP7XkSuFPC4LgL3THUouCy69CIEpSRDlF8fstCFnQdzOwyllOCystmM10\nnp543Gv0YaofL0yriBhK0B0gee680mup0oh+R++3H6+JdBR3v0Vo+ZJai/ToiVqDdjMKQjp0h1lL\n9zL45142SzDM0aEhWLUAejfD2ZcCy4HNzBFhc45BZxlirv/1cul+zMi9eU5izvYOowTgrLGcW1AF\nNcsRVHFY/BRntRcDBZhizkofFLQ5Ya0dt1C9mEW0tXRdF7v9KpYTfQRogqZx2LkG9seAU1ExhwaU\n+NF+VuYDYL72Dm6B5K5hc0e3vAhixD+IDxjpBj0UhggtX1OLdghiAyFUI7VmBaE7rWIdayHCLUTS\nIwu1nud3oorQm1DGoe7peOBYsVCMSF2qkYvpRFbQBEu60Zd+pnQ1ZNKb+Ro/mQGWGz0qR+ZLFKoJ\nHSWphWl8KjnjhTn1Vz3QjLJ20FPizKCK400x1cHcWiz9eilKOcwIWSrxFiQrhOyno/EXpYtimYjQ\n8j21PF+gvgm04BKEakGbV1b7g4R20C/X/evVpU2T9MPSYkuPgtOpuzhqImmzvkpTbJFljixMRZBE\nFgSzrrh8A7FEaPmeWo5qwdwbQcSWUE2YT9LV3BS7p72pxPa1F1Ydqk5Lv24O33e7tENxxY5XUbwX\nQRJZ7hq2oFDeARvVfHdXEcWawT7ImDUutXwehOpCN/ZRqrt+q5JpRB3NAtWWNpIc9WcWt7sjHIV2\nxvmsJygiS5+nIEaxyr/PIrQCQ4zkk1gto1MRtS48herD7GCrUXAVOutFpsi+Lpb3KjXQkav5HBtZ\nMjvfQkWOKdTyESJBEFlBdHivrDAUoRUoijXEOejom0WiW0K1YdbvVOP1XUgblm7kYarzFDJ+h1GF\n8KbHFa7fpkjKJZrl9t3KB79Hhwqb769yVD5KKEIrUEhh+FzEd0uoVnTNkEV1NdO60yvFPesltkKu\n97Q5aBjVnhZqRVAsK4MgFJMH0XzUH/tcTXdwjVDrxfFudMNd7aO3hNpEWw3o6FY1XOPF9tiCzCnF\nCKq7CzM3UpgqgpUualPsyI6fa52CGMUqj2VDLojQChzFbqCqAVNsgZwfofrQqY9qsYQwhUW292u6\nh0yvdZgmpHUo5/c6VDH8LMdGOxIp/jZfK7Yo8nMkK4gjCv05d64IrUBSaFFptZJP4y0IQUJ3zNWQ\nUsz1fk0ltNxpSC2wtJWDFldRYJKk6IqhBFem+p1SRHUqXzeUmmxtKPyEnwVr8O/UGkWnE2QUojem\nFQQE/+lfENzoNqAaIlyFWj+4PxdCCauFKDHTCRxAOcGDcoWPo0YgxlDiy8ScPNr8v1j4VWQF0d3d\nHDnqX0RoBRqp1UqPLpYPekckCKlwP1QENZKbrYN83LWMGc2yUA+fbUArNK2AqS3ANpK+WRodyWpw\nPqdFmFmzVYraJD+KLB0p9Nt+pSNYPl4itAKNnnxZRERqzJtRRicK1Uo12EJk6yDvNem8LnKvR4mn\nWZh6mKQpqbZzMEcpTwOLgVGSokqfx1oRWe7oXVAIVmozqI8/wlGCc7FVDv30o6fYEIRqRV/n/hjW\nnjvuKXC8cLd5daiuLOL8LADGUCJL2zlo4aQtHfR5GkZFs0wTTv1+MdFzK/oF8zwEqQ8x56cMDhLR\nCjzmaCQhMzKVj1AL6BouCKY1RIz0NZb6fRslrtpJdmd9JIVUKnGjxdwQSWFaioJqP0WxgpgihKCl\nCb0QoVUVuOsWhMzIVD5CrRBUa4h0NZamYJgFRkje0/Uk04XpIjZajEFpRJaf0ltBtGqAYArDYxGh\nVTXI9Dy5oxtWcZcXagHTGiKbwnM/oDtar3tUC6UZkiMwLebWZWWiFALET1YDQRVYENz097GI0Koa\nZHqe/NENtkS4hFpAixe3H5+fr3vzHnW3cVHUcWhBlu36ip2O8kOKyxRUQRMqplVDEIVhakRoVRWF\n+tHUOuaoJzmPQi2gO2MzPefnhzVTxJj3qPmgBN7HYEZ2ipmO8oPAgmAajWrcE3xXFyK0qgr9pCpf\na2FISlGoNdzTz/h5sIhbbIU9Xk/VYRdbhFR6HkAzTRlEgeW/eQlLgfTIVYcOsctXWzj6XIrgEmoJ\ns0g8hL+vfXNfvSaLLgV+qcGKZl7E1xMFVj4AAAfJSURBVAQttZk/0htXJekmXxVyRz91STpRqDVM\nUWEKLj+mF3U60F2rWsg9awq2So5+K1Xas9z4Jc1aXkRoVS16FKIIg+JgphODNEReEIqF2cHrTt+P\n94LbEqBYQqsSmI7/QaY2UoSpEKFVtUhUqzSYjbikFIVaxat4OYw/I11B69zNdGg1UE3Hkh8itKoa\nPdxZxFZpEFsIQUhielcFxTaiktiuv4OcEjSpXpuGfBGhVfXEUFNUCKVDbCEEYS5mFMMd9fVj1Ktc\nuEdGVpsQqW6bhnwRoVUTiGt8eRBbCEE4FnekJpU9QzXiHqFYbcJKU9s1WJkQoVUTiGt8eRFbCEFI\njTtl5o5++LXWKxuCbrmQD1KDlQkRWjWD1GuVHy24TLEl518Q0pNqnsJMDy3FbN8yzQ9Yy9Eb2/gt\nKcJsEKFVU2jHZ6G8mKMUQb4DQciHTMXi5RRatYikB/NFhFZNoW8S+dorg26gUk2OKwhC/og4Kh2V\nnmoo2EiPW3PoYcQSVaksukhW0oqCIPiNanCh9w8itGoSMTP1D2ZaUQYsCIJQSWpzipxSI0KrJtFR\nLfn6/YPN3NSHH6c2EQShOjFrryRFWGzk8blmsanNoch+R4utODJsWhCE0hMjKbREZJUCCWnUPJJC\n9DdabInrvCAIhWJzbPRcKDUitGqeGOoykA7c35iu8yCDGQRByB6xZqgkIrQERGwFCdMiAsQmQhCE\n1Igtgx8QoSUIgUZsIgRB0Igtgx8RoSU46KliJDoSTNw2ESDfpSDUCrq0QGqv/EhOLbFlWWsty3rQ\nsqxpy7I+kGa5H1qWtcmyrKcty/q2ZVlh5/XzLcsatizrcefno4UegFBM4oh/StDRtRgJUs8ZJwhC\n8NGjk3W7LTVYfiXXR95B4L3A5zIs90PbttfZtr0eaAauNd77g23bZzg/N6Rexa4cd00oDiK2MrOj\n0juQJfrpNub8SCNc/Wyv9A4IJSeBup91/VWQ7uugtJ3FJSehZdv2Ydu2HyODwY9t2782/n0EWGr8\nn2UBya5cdk0oKkG6cSvBzkrvQJ5oby7zCVioLmqzI6tezAi1fmAK8n0b1LazMEpaxGFZVh1wNWAK\nr3Mty3rSsqw7LMs6qZTbF/JFp52E6sQrvSjiWhD8g743E8hDUfApdTH8N4Df27b9gPP/Y8By27Yn\nLcu6FPgFcIL3R3cB9zl/r3R+hPKhb2zxa6pu3KOULOQ7F4RKIA88wWIH2UboLNtO/8ValvUu4O2o\nK+Ay27YPWZb1CWDMtu0vpvncx4HTbNu+Ms0yO4Ezbds+4npdrjZBEARBEAKDbduepVEZI1q2bX8D\nFZlyk7LWyrKsa4FXAhe5Xu+1bbvP+ftslNA74v58qp0VBEEQBEEIEhkjWnMWtqxe4M9AGyq3NA6c\nZNv2uGVZdwBvcyJeUVTubxwVCbvVtu0bLMt6N/BO1GzGU8A/2Lb9p2IekCAIgiAIgl/ISWgJgiAI\ngiAI2VNR62jLst5kWdZTzs/9lmWdkmK5lZZlPWxZ1hbLsn7sjGYUhKIihrxCkLAs6yuWZW11RnGf\nlmKZ71iWtcOyrCeca3J9ufdTqH4sy7rEaRO3WJb1YY/33X39euO9Xc7rT1iW9Uh597w8VHqOjh3A\nS23bPhW4AbgpxXKfAb5g2/YJwDDwtjLtn1BblNGQVxDyxxm1fZxt22uAvwX+M83i19m2fbpzTT5d\nnj0UagXLskLA11B12ScDV1mWtc61mLuvv9F4LwFc4FyjZ5djn8tNRYWWbdsP27Y94vz7MLAkxaIX\nAf/j/P094K9LvW9C7VFeQ15BKIgrgO8DOHWuHU4NrReVfqAWqpuzga22be+2bTsK/AR1fR4lQ19v\nUeXXqJ8O7lrgTveLlmV1A0O2bWtjp33A4nLumCB4IYa8QgVZAuw1/t9P6gfVTzvX5Bcsy4qUfteE\nGsN9Le4j9bUIx/b1NvBby7IetSzr7SXYv4rji1ony7IuBDYAL6n0vghCDhRgyCsIZeEjtm33OQLr\nJuDDqNSNIJSdFH39i23bPmhZ1gKU4Npo2/b9ldnD0lD2iJZlWe8yCjMXOkVxNwKX27Y95F7etu1B\noNPJA4NK0+wv4y4LVYz7eszhcx8H5tu2fbRo3rbtcdu2J52/7wQilmXNK/5eC7WIea0CB4Blxtue\n7aL2LXRSOt9BpXkEoZjsB5Yb/3tei6n6etu2Dzq/B4CfU4XXaNmFlm3b39CFmUA9qvbqatu20007\nfy/wOufva4DbSrybQo1gXo+2bR8y3srGkPcq1+u9xt8pDXkFIR9cbedtwFsALMs6BxjWospEPzxY\nlmUBfwU8W8ZdFmqDR4HjLctaYVlWPfBG4JfmApZlLcejr7csq9myrFbn7xbgFVThNVpRHy3Lsm4C\nrgR2ozq2qB514DJAXYUqsOsCngDe7DyhCULREENeIUhYlvU14BJgAthg2/bjzuvmtXoPMB/Vvj4J\n/J2OugpCsbAs6xLgy6jgzc22bf+HZVl/C9i2bd+Yqq93+vafo9rROuD/2bb9H5U5itIhhqWCIAiC\nIAglwk+jDgVBEARBEKoKEVqCIAiCIAglQoSWIAiCIAhCiRChJQiCIAiCUCJEaAmCIAiCIJQIEVqC\nIAiCIAglQoSWIAiCIAhCiRChJQiCIAiCUCL+P5aGKh0LiDzRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x8834630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mandelbrot_image(-2.0,0.5,-1.25,1.25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's try different color maps."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def mandelbrot_image(xmin,xmax,ymin,ymax,width=10,height=10,maxiter=80,cmap='jet'):\n",
" dpi = 72\n",
" img_width = dpi * width\n",
" img_height = dpi * height\n",
" x,y,z = mandelbrot_set(xmin,xmax,ymin,ymax,img_width,img_height,maxiter)\n",
" \n",
" fig, ax = plt.subplots(figsize=(width, height),dpi=72)\n",
" ticks = np.arange(0,img_width,3*dpi)\n",
" x_ticks = xmin + (xmax-xmin)*ticks/img_width\n",
" plt.xticks(ticks, x_ticks)\n",
" y_ticks = ymin + (ymax-ymin)*ticks/img_width\n",
" plt.yticks(ticks, y_ticks)\n",
" ax.set_title(cmap)\n",
" \n",
" ax.imshow(z.T,cmap=cmap,origin='lower') \n",
" \n",
" save_image(fig)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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hJeeYF4WWzPleKVkhSBmIvhSvzZjQsizrt8DHge2RSGRqnNf8HDgLc45fEYlEFmXq+4uB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LUc2ms1FhRCMakwy1aaJVX5hyDybqC6MURHPC6fdqL2gM6YdQ7EGo25TJvPEZ0xEY54XsDcBe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\njNAyGAwGg8FgyBH/HwYwvY7a/RNDAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x8651780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mandelbrot_image(-2.0,0.5,-1.25,1.25,cmap='hot')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's a bit dark, because most of the pixels have a low value."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x8632828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"r1,r2,z = mandelbrot_set(-2.0,0.5,-1.25,1.25,100,100,100)\n",
"plt.hist(z)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use a power norm to spread the values more evenly."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x8711b00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"z3 = z ** 0.3\n",
"plt.hist(z3)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def mandelbrot_image(xmin,xmax,ymin,ymax,width=10,height=10,maxiter=80,cmap='jet'):\n",
" dpi = 72\n",
" img_width = dpi * width\n",
" img_height = dpi * height\n",
" x,y,z = mandelbrot_set(xmin,xmax,ymin,ymax,img_width,img_height,maxiter)\n",
" z = z ** 0.3\n",
" \n",
" fig, ax = plt.subplots(figsize=(width, height),dpi=72)\n",
" ticks = np.arange(0,img_width,3*dpi)\n",
" x_ticks = xmin + (xmax-xmin)*ticks/img_width\n",
" plt.xticks(ticks, x_ticks)\n",
" y_ticks = ymin + (ymax-ymin)*ticks/img_width\n",
" plt.yticks(ticks, y_ticks)\n",
" ax.set_title(cmap)\n",
" \n",
" ax.imshow(z.T,cmap=cmap,origin='lower') "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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wTB8MJ5yIkw9HsKnx5/tdzBWJK2Rm5GRQ1g/lbhpeRMJmZV9g6cNSiZgFHOv1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\nC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+Sm1EHQC3nZsLcQeveHdVtFmccriEL4coxJN0poCawIG4cDXmRZETUuPVVk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\n56G/13HMwfOZ0BvYXAbZx0JPp4z5FUj+bRs9M2PC0KpBjru5+IEyPwS6n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Kgsls31bBz6snMvOlv2hGlomJSVuSnBzHl9+eR6/eDUvdHv7nlVRZjuOfzwZg+AC+8Vh1HTxj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\nfxHJbTb3ffpnL5lpmkJ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27+gNnq+ZPW8KJr86JTm5qaSkJvHJF2lQer148G5/mo8/OpOc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\nFVqKoiiKoihtQoWWoiiKoihKm/j/s5VwmqhBm8AAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x861a390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mandelbrot_image(-2.0,0.5,-1.25,1.25,cmap='hot')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An equivalent way of doing it is to use a normalize object"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def mandelbrot_image(xmin,xmax,ymin,ymax,width=10,height=10,maxiter=80,cmap='jet',gamma=0.3):\n",
" dpi = 72\n",
" img_width = dpi * width\n",
" img_height = dpi * height\n",
" x,y,z = mandelbrot_set(xmin,xmax,ymin,ymax,img_width,img_height,maxiter)\n",
" \n",
" fig, ax = plt.subplots(figsize=(width, height),dpi=72)\n",
" ticks = np.arange(0,img_width,3*dpi)\n",
" x_ticks = xmin + (xmax-xmin)*ticks/img_width\n",
" plt.xticks(ticks, x_ticks)\n",
" y_ticks = ymin + (ymax-ymin)*ticks/img_width\n",
" plt.yticks(ticks, y_ticks)\n",
" ax.set_title(cmap)\n",
" \n",
" norm = colors.PowerNorm(gamma)\n",
" ax.imshow(z.T,cmap=cmap,origin='lower',norm=norm) \n",
" \n",
" save_image(fig)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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wTB8MJ5yIkw9HsKnx5/tdzBWJK2Rm5GRQ1g/lbhpeRMJmZV9g6cNSiZgFHOv1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\nC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+Sm1EHQC3nZsLcQeveHdVtFmccriEL4coxJN0poCawIG4cDXmRZETUuPVVk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\n56G/13HMwfOZ0BvYXAbZx0JPp4z5FUj+bRs9M2PC0KpBjru5+IEyPwS6n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Kgsls31bBz6snMvOlv2hGlomJSVuSnBzHl9+eR6/eDUvdHv7nlVRZjuOfzwZg+AC+8Vh1HTxj\nqzNj+L+OyBpY9dp7lci4vxoZ81WbtVBKotv/bmlombQ9PiSfq8wvbYAq/eDt7KhzJbpEQVM0pQOl\nHqC9tWU7sBZYpf1djNxwZcBuZKajZB+U/lc1+3eCoOr/GLoYc8E6SotLtdVoilCDLNxnrOjh5EQk\njJgIm3P+yPL58/nvfy6F4E9cfdndrdljExOTiPg4/Ig6nnv1DBITbfzt8SOZMnUCBfn/wWYdTk6f\nUdDvFrZsipdx3IduaKkxWXW+iCZ8qLTy6tCNrGpa7C2P2RwtkFysZyO850ScEibth5IViutsVXoL\nEuqLJi8nGb01gzFHy65tIx34DSJK6kFuLNU82ohKvO5qvRpjAavh36YEY1tLHE1LhCTRsIpU5bcZ\nc7SygdORAXcjMlj36k+tPR9PIky/ycZtdz/C1GNub3KXrFYLT8y8hBuuer15x2Jisp9iscC1V7hw\nOOJ54tkyqjznU5Y/G1eWnzjXM7z20mZyen7KyUf/Bp55WsJ9XvSxO9oquUi6gmVhXqumwcSssRyt\nmDa04oCPIm0DGEQMJ6HFKJnaCe802YgMaKBxFI4e6BdGCnIhJSGJ0H0QOYkN6FV6xtwdFSbs7Bys\n7kgPw98tkfOIhBP5jSNdj+EMLbv2OYv2fi8rnDcKXOWwei+Uu2Ufc+z87a0kzr50IAcOjk43y2q1\nUOX/Ezdft4gXnv2ypUdlYtLtSU2L55OvfsP1l81l4YfIPVcHVNph0PFcfO0K3nyrP9SNBvfLMNsr\nY3cFeuGRl8iedKO+VjgC6F1AQqmkgfHWmKHVbUOHQSSNx6RjKfbJUqVJRrg72ttTgoQJG5s/VKDP\nRFToKB7IQgytGuRmLtfeN8oigO7JihVUOXLo0tXmWBWGRbnu2+L6aWlLJytidCUB/Z1QuYuqgkK+\nLR4CfePl9Yze3PHggyxaMLYZGw4CXyMVFiYmJpEYNz6HhfOrWbjgNPBlSxXcGqAyBRwB3nyuDH5a\nCGXPwVKv1KCEamZFChUqT1ckI4tG3vPRrLEppg0tC/lqSAAAIABJREFUH/B2Z++ESVjqglAVgAo/\nlPpk6TDciKu3MWNI9VRUM51ExIORj9zIxdp79TS8UZWWSlczUvzoOWuhSxUS6gxdIq3fFfLM1D5W\n0azmrRFpbiukTERD5kAkZ6+0DtYWc81NAXJyyiDRL+ukW4BV/P2vn0a96UAAHrznF665/iSyczKa\nuWMmJvsPc+dsx++fDMmJkDsV4vvKRGxXKXy9AL71Sc5sdi4MGagX5BhztCI9e5rK12qsj62xBU8U\nxLShFUQKAyJRRWSvn0nHEAQ8QVkKvZJEHwzK0q54kRtpD3r/utAdU8nrxchMaT2wGTHS/CHrBpHK\numbOZNqUYMhSYljK0Zsihy6RBgtfhPUrQ7ZtHLQ6Gr+2T6qyMbRKsDnbiWQgV4d5rRzxZp32CBye\nAQcPAge89enxLFxczmfzvJAIgcAexB2q9/N5/9OXsNkixz6tVrjn9lqee+wVivaW8POa61twQCYm\n3ZuFS6cBcPftjxIMjiRQVgclBXo4b2sVbPJIPtbiOljr1nOsVKQinEdKhQobM5RU8nu48aIF409M\nG1rRUI+Zq9yVqA3AHp8s7oAs7W50lSH9/cJ5aiq19yuAvcjDPFSioFZbpzNQiuWqkadx6SgqtO+r\nonnSCe1BubY/qlChOTSm/m7EguR09QBKXhbXbE485B4Me3/k8qse5uQLRkBmJjffeABbt/TliMlD\nOero3vQfkEZW9oe899HfyMyK58STx5KQINn41910CsdOGcuJxwFl8K8/x1Htm0zXc4+amHQ+yYmf\n8PyLk5jzwwXU1Z3NY09tBJtNDCCVWuBDa+xeD9vr5b3GDCgVLmxs7PDSeP6t6hvbDLq9oVWGaWh1\nVcr9slT49abX7YbqnVhJeO9WFeLZqmJfeYKW5vi0FFUto5a2Cp+1Fi/6vqh964ybS1WCGvPmoiVa\nj2QAMbznrodNZVCXAv3zuO8fFcBcYCi33RTkzj+MpqpyLo8/G+Tdj67khddvZ/whVRRsu5WZL+cy\n7bd9uPcvV5CZZScjs5zJvyniP08ghqvfCvyDhx/4EYBrb5rczIMxMeme3P/Xa8ntexnTjixi7/Y1\nJMTN5NZbZkCNRSZL9YalElhWBuu02XBj47VRUysSzTSioiGmqw5BHPa/A45qZJ3BmNWHsYAKtmRF\n2z6lpVgRj0U4dXkrcrF0dAubWvQBorPCdC3BgvxwPZpasR1RzWAdTa2ooSoJjajf24VcG8mGJRvx\naPX1UGC1Mv/HXmRmHcWQIevoP2AH1FSDtRYShoFvBPg+g4p6yBxOaflYklPOZe+eB0hmBXFFflwq\ndzAVjru6NwsX7+LSK7IpLbHz8Ye7WnUqTEximeNPzOXxZ2/horOfZv53U2DJk+B3gMsLGT3gi3Jd\nnV2lRag8LDV+qklpuP64TU1YVaFQY0Tw3nTrqsN6mj4vmzpiR0xajV9bCr2SPO8LytLmBNDV5UNn\nOCq8ZMxPUktr9yUQsr0Kw/eobvItzUHqLNQgV0J0s8X2QHm4SpELqCmPlfJgGtdTs1gLeugwETG6\n85JgTCb0yaNv/yOw28BmraX/wPMgMFjLl7PA+nWw4QNYXQ8eqK77DXv3nsxpJ9xBn94JpPR6FVfG\nFD3sUQRzntzFicfC08+U8ui/OjIebGLS9UhIqOfVmf9k5fL1XHDGJ+KtKvTApiDMLRfjyqj6rpZQ\nIwv2HUebMrJUXm9TtMCLv984eiro3Em3SfPwBEUmAiDZKqKojvaYFqhYfCrGfOZ934fwncptNPSk\nNJZ83lgVS3dAhfESEEOlM0aXCu17k2h6GllPw6biijRgtPZvVioMqASPE7YXQt98zj6rP1j6Qc29\nPD5zAEdOHs/YjOVQUyGDuQ+Ig13bvua1j9bx5rv9Yddc8FSBdQrUfiXfo+m9vf8osGcQ10wvo+Ok\n801MuhbX3XQJ333zOX+4IkDcXrj79tNg+RNyPymZHWXkqEkrRFclHc24G03+Zgtvz5gPHQL0BR6l\ncUPKVIqPbayA3QLp7fXwViHDVCILW4ZDhc4Uyiu1v6NEYztrdmND18GKhAUpGFTXVDwSJhwOjM+B\nERmwdRvsqBUDyg6c+jvYNBMGpsDOIr5ZAoOP6Ek/WymUeyTPT+mwuVJh7BHQcy18sEl/YKiWCi7g\nILjmVphycjY33llHeVlXSMYzMel4Kn2v8P2/L+OAFOjlRO4hlYupvNZe9IpB5cUy5mkabx/1OWha\nyqGK6Ay2RpK+u3XoEKCA6M5R1zMpTaIlgC4RUeiFWn8bVyuqkKGqPIw2T0qFztRiGlmCmnGWoJdJ\nd+QNqGQhGvvuIHrIFu1fC9AT2LQHFqyBEXVyTRQAO4D3Hof19VCXAfkWjh45kX79TmPccT48g34n\nn61DBvnicvjfJ/DGJjkPFdp7tci58YMn/QZuefhVftlUz87Sh/bZxUXL/9Bmp8TEpCtis8GX31qw\nlV7G0QdBrzTk3lT3pTJd1OQpsY13wNgPsTGMhlszaTNDy2KxPGGxWDZaLJZlFotlTIR1XrFYLFss\nFstSi8Xyi8ViGd1W398U9chk06R7UBnQJSLaPI/LizxcjQnqJi2nHjFeO0MI1YPMQhsLC9Sge5uK\ngC+AJcA8YG1QQoiV2ns7gaQ+kDIWii2wZTFs+5jJR8Rx2/UzocpQFeVGjKti9CpNZWRpuSa3Tn+K\n3n3e4cJLjgUmhtm5z1t7BkxMuiynnD6QZ19K5vAJmgs8aRzLd8MnP0KFHdbWJcDgCZKekYiepmGn\noQHWGsLp6LUxbRI6tFgsU4EbgsHgyRaLZSLweDAYnBRmvVeAj4PB4IdNbK9ZoUOAycAdTazjRDqs\nRFucZBIb2JEcrh7tFVZUzafbuxpyf8CJ3nuwozE2EQ/FhuSW2dF/axvioTLm6SUCffKgfw5sXQQJ\nQRgxAPrthQF5sNUOi5bL4F2HGF3GyicrMgA5gDGDYHAPyu3HsGF9BosX7CExqYIVy/7HC88W8ODD\nv+XSS9/no/+mAgdx49Wz2/BkmJh0Lg88NJkLL+nBj4v8bN+yjm2b85k+42b+98WHZORUcPrxN7K1\n6FsOnnAlzP4tDPsdeBfDyh9ga0AmP0ooUxWztCR0GE3Y0EeTGl3t3lTaYrHM/H/2zjs+ijL/4+/Z\nkt4TIAkEQu9NiiAoiCh2sZ71p2dvd+p5nv3O3s6CvZ+nnu0OVAQLKiqiglTpvQVCes9mN9vm98ez\njzNZdpPdZDcJMO/Xa14pOzszOzszz+f5VuB7VVU/8v29CZiqqmqJ33pvAfNVVZ3TwvbCFloAn4ew\nTk8CxzQbHPyYgFgTpEayIbFEZqN1icK2DzcUROxWNL6nlkhAxGIFIhYhgPTuCfnYlOJIQWs4HY8I\n/DzNAnjAZIX1Jih0aPXPgj3AE4CuMXDaFPoPWAwkUVFeS6Xjduz1G6ncNYfs+HTMaXW89t9k/vmI\nm/2FRvyWwaHBA49ewiezF1G4r5gGWwxOpxOn00lGRjxe1UNCgpfBQ3vw2QITVFZDwqkQNxZ4BX7a\nBN3Pgg/maD1bZTFlL1rMVihCq5HQavE5aTFrsT1itLojIhgkhb7/BeIRn3vxKUVR2n1eW9DeOzRo\nN7yA3StiuJyRdinKmIESQg+cNAiMiqiF0xHVhJtzB8v2HbIJtywVIdPHZUahbPEhC6bW50H6xaB6\nYPwxMGSgCKqX7kObbpHbdwBmD9RtYN7cs2lsdLDgh4uYNPph4uOhe0pPzDVVENuPq69/nz59s6Jy\nOgwMOoK/3/kuq1cWUFripL6+HqdT+PYrK+1UVznZX+hm4de7SVR28t6809i041S++eo5Pp9bCuO6\nwKY5IrM4GTFx6m7WJklS6oSibtopbrS9g+HvUFV1IDAOyARuj+TGvw5xPaNazaFPpa+Zdb0HPJG+\nmRoQF5FsTG3QOrwI8RLtrgD+yKzAQHFbDrQyHLJBrV5Uyxgr+f8awFEJaz+AtR74+Wuo3iIGACnW\n9Dh9/3cBMTFQNJ7Mte/x6u3d2b0php9/McH2ObCnQIjRMgfLlxazby9YrHDqGYb/2uDw4urL3mbS\nmPNorN/FKZOrYFOpeO4mIizjJygwNVZkjFvRwgOChQm0hja2HWt1VIuiKNcDVyE04XIgT/dyD4RV\nqwnSlaiqqsvnRrw12Pb1n8tMaF6GucAJIaxXDmSEsJ7BwY0XqPf1UzQrkB7pGK56xFTFjAiYDqcs\nhIHAjRBb0p3YXthpWpxUjxMtkFM+iFyImbMJIcZMiAd5Sg44u8H3a8Q6Ht82m+uNGefbxno7bPuU\nLrFwUpctrMupBYsX9iDOSSxQW8niRU+ye9cuvvnxJEp2LWD+3LZ+eAODg4vGRvjvR5M4dbIVLAsh\nFxgI7ATSVahvEKabYxD5I5GuWRhgQv2DA34IcaIdqRitk4EbfMHwE4BZQYLhs1VVLVYURQGeBuyq\nqt4VYL1WxWjlAy+GsJ4J0ZbnkKhtYRAWKWaIU8AUDVFkRQguMERXa5Ctb9rz3MlMJv99WhCCyP//\nCk3jt5J879eLtUaE4Erwe58eE0JIJdBUrOu3E+vbVxKccQfMfRtIOolr703m/oedFBVNZdKYm0P9\npAYGBy1JyfEUlN4Oyvu43fkkJi6GMo+4z2oUSOkOe3fCyDGwaiW8zoFxVf4xVl6E1bglVEJygzUX\noxWROb6qql8oinKyoijbEYb5P/6+c0X5HLhCVdVi4D1FUbIQj53fgGsjsX+JDdiNEFzN4QWKEaLY\n4PCi1iOSVdLMogCqJZKDuiwLkYQWMG0QOrIYYSLtJ7ZkIKz/dyV7p8X6HYuKsGTKeJB6xHdt4UDL\nmMyE0gfRS2SdMbtu31VobX/8TPhzH0KY4u1fckQPiPUA7gQGDOrGkKHd+XTOqtA+r4FBO3PcCUey\n8Otf27SN+jo7Jx33FjFWE4sXfY1N/Ra6fArORsjeCzav6OAwe5XouZeEEFFm2h6aEIFYo0OiMrye\nc9CpvGawIoRWJN24BgcXUS0LoaANoCkYFq5wiEErt9BeBCv9YAnyf/3rst1QMMEliaWp2JJWLdkU\nG4QVzepb9K8lolnAksRS4YKCip6MHj+KROWzlj6hgUG78+BjZ7JiWRVzP/4hotu9576TufPmFVBT\nA3nJUG2GHfWw0QY9BsC3W7X6dXIy5aJpC51QLVoVoR3TIV8ZvjXIxCGDwxc3YFehLBoZhCpa8+By\nmtZiMmgeGTDe0NKKEcRO4D5m0uoUDPm6tFA50KrR+yNdihJ9c1z9w6i5fpkJYhk/Ay67xszocS6g\nkJ1FU5n10qRmDtTAoH25/5Gj+fOtfSIusgCuvuE8sCdDZSOjh9RCysnQYyCcCkzeDzMRwfF6OjCP\n5JATWrOB9SGuW0T7JzwZdD48iJIQ9R5wRcPAK9P5S3w/D+XG0pEkmPiJFjKj0B+ZZdgcsv8aaO7F\nQC07/D+P6vdTj4LoqN4tFhJhbZkFht1PgTqdjOyu7CvM5pYbR5CorKRPzg/cfP3P3HP/daSmNdfg\n0cAg+qSkKPTuu4sLzop8Z4P53/YgM+lqqNwBpbD6ZRcUzgbnOlgL/LdeTGrSEQpHXzfP3zrdkgKq\njcwxH3JCK1yMUg8GknovVLhFLa6oUYO46GRLFoPmkaUY2otgWUSh9LH0F2pSYPuLKL1oCzTTk/Fc\nXeGtlakwfiT0VZi/PgY4g0cebGD8hAFs3VzIay8taPLWh/7xMjXVRmFTg47lqefiOftcO9NnHBXR\n7Z582iks+q4v2E4Qz08HUKbCL3VQmwB7FVEs8wdEyyzQGtwH+j1Y8eIIE62mJQcNFRjFvg2aUuuB\nBq+oMB/RYHmJihY34ETLtjMITAPinLVHzJZs6eH/fXgQgq+lhrYOxKxZBrN7EMevf5+Lpj3b8Ptd\nxnKZ4W9P1fOfhVtBVYmLd/Pj96/x1efrKSuN0FTbwCCCPPLkKMZPWMPEYQ5wH8tzTzXbBCZstmza\nQmWFk+v25/DyQyOhZI2YvHqBn2qEBUoWJW5E3It2hKjy+n5aaPe4oUMuGF4SSjseSRwtZyoaHJ6Y\ngC4WUNojmD0DrUO9wYHI9jnR/i4URHxHoP3I8g7NHYMMaG/ufQm+32VtLivQzSyqxSu+10+dCEk3\nAt8zY8psfvoxlMhdA4OO4bo/nUrR/nLee2Mp1IM9wcqUKWY2rI+s/3936WC6pNVD5XBY/gXsRytA\nXIcW2ynb7shJbaA+iA6Cx4LK1j4hxvAawfAt4MEo8G0QGC9Q5RHuxKjPSSoRJlYZRG/QlOba50QS\n+YAN5NaT7XiaI5C70P99+t+tCGF36skwUYG+/YUo27kEGp4A7zKmHmeUWDbo7CzlvbczRTO+Wvjf\n2y6uv2l6FPbjgqK9sP8LzdIdTMkoutcCWY+bm9jKllwRwBBaiHNpRDUYBMOpQo1HLPXRzp7wIkzh\ncgml4enhhA1xs0ZbcLkJninT3GuSQELZ4/c+M8JNGIuwbFXugH5pkGOC/kOh+wjwrgX6Y7H0C+/4\nA3DltccQnxDT8ooGBiHyhwv78/rbfXx/JcD+X30B5Fb+77o80jMim9L9x6tySE6uF0JJdmcYi6gK\nH6h9jOJbR64rL39Zesca5H0R5pAVWpeFub40JBgYBMOhioB5W3ulqspSAaUY6bF6nIjzEu3G3sHK\nNKhocWPBCJS9KMs5SEwIy1VPhNu4iw2stRCzBbqfyPhjyyDxJjD9H98u2NW6z6Djw//8yvJ1M9q8\nHQMDyby5u5gwqoA96+D+S/bC3gpxb1S7wHYmZ5wVubLgp54xhiefu5EJo2ohewAMvQbye0PfHDgi\nDwbmCeuWFFEy0F1fi07fxaEd6/QdskIrXAuVLHtkYNASdV5RDiIqpSACoSJqcZUgrFzRFhgHC7VE\nv1RGc9tvTdaoPoPSCkwDzjsCjhwKlmK8ahLbHVnceOv7mE0mEk2zSFTO4Kcft7ViZ36HW9/Inl0e\nfl3TmzHjEklIaIepvMEhzeVXD6HScRlF6yGxUoU6VQgtG7D7OXBOY8y4PHrktd31PX/uSjLj72bb\nlgZWrLiawuJl0G+6CKDtMgTiS6ErWtFgMyKpJRkxkUkH/oLov5eJFi/ZDolIh6zQcgM/hfme4mgc\niMEhS6VbuBLd7ZlP4qBpeYjDXXTVEF03YksztubOf0vfjQv4Hlilgn0bpObh9V7K6tWDOenUMSxY\nFPn4llOmf8Gq5WX8+Gs3Hnv6gHa0BgbNcsTYYfQbkM8dd8AfLkrjhWfWMuXIN/hxMUJgyaB0Uyz0\nmAaWtfy47FhuuHlgRI/jDzMfY/vWiUA/KCwF9kJ+IuQqwnKVgHAVxgE5wPQ4IbAagWGIBvaxtIvb\nEA5xobW4Fe/bG+kDMThkURGuxCp3OwTK+2PzLTWE3CLikMVGdNO1m4uTcxBcUIUigmuAJauh1g3e\nErzeo/lt9SZOOWklKSmX0KdvBj8s/TMjR/cM+7CDMW6cF+p2c8X/bY3YNg0OD8aMLWL225XcczNY\nvHZ++D6ZH5bezQ0nIu4TF0LMVLuhaCt4yoDBwMpW7/P5V+8/4H85uV2ZMi0f7O+JB/CGjbCuEgpV\n4R6UIisR6AtkuuBYxCQ1BxiEEFsyKD7FbwdeIlq/75AVWtC6Njuym4aBQah4gBK3KHba7oLLg5hV\nlPgWWQfqcKK5LMFI0NJ2/WOvQkW22nECFV6w2Ynx/JGHH7sf6orBdRbrtr3BuCOrSU6OTBB7YdUc\n7vyLV8wQSsvYXbSOa6+fjs17DYmJhivRoCn+152j8Uh69RyEsgteu66RcdQxbt/DQsBIi5YdqPbA\npn2w6t+w9W7i4+LIyEgCICk5tPKdZrPC3x+czOVX15Gent7ktdUrN/Lg3z/g9JnFQjA5EfepilZe\nJQFRJLN3LxiUC4sQbWOWIZ4X+tp2/oekEtHn6CEttH5FnNtw8GK4EA1ah8uXnRjVyvItUY2oiCwf\neJ2vTF70qCY6li3ZxzAYTkJ/KAfSMlYgvgtYx0DcKWB7FWpTYVctNN7MxvXrKC0pD/eoAzLno1e4\n4c/HCEtcHXSpGs4Nl3zL++8swN2uPnCDg4Grrz/i998TExNwu8rYtHcVHy5A3G97ESJLdnCQtau8\niIlEGWBL5uijr2X5+iu4+NIU3nw3n3FHpgeMEezRM5c+fXsx8+yzyO0ex4knFYP3f2wrXMFRR48F\n4MxzT/et3ZfPFuRBUhLkAt0QZVKsiMbr+UAfILYMthaL46xCTEi3IuJe9USxfPshLbRai7xeDAzC\nxeETW7UdnSVY61tqOLxa/dQT+ZgtOWg0R6j7lAYCfUHTZGCoCiXbgCJhzSqsFvuMG8BXnw/kzHNP\nDO+YA3DNDTNJSo7HZO0tAoHtQDUo7hRefamcxkYvAwYl8K/3evCv92bw9PORbZ9icPBw4y1d+dd7\nsZjMK37/n4qKx+Nl1tOg9EsU15B0G/kv8n4Zmg8pNSjqGyjKe7z6vAqUcMkfzWRkNq3t+epbgxgz\nNovJU7LxeDzc/3c7Stl2cFUTH7+Oa26I54pr+vPGO8fwr/eSOfPMzeCt5sa7kqDfrTAqD7qYhIUr\nDZjQGwYg6vPkxGnHWk/gmnz+fRAjyCFbGV5yM3B8K96Xy4FuWwODcEgwQUpn8cbIZ1rXDj2K9kMf\nfxHJbTb3ffpnL5lpmkJ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27+gNnq+ZPW8KJr86JTm5qaSkJvHJF2lQer148G5/mo8/OpOc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\nFVqKoiiKoihtQoWWoiiKoihKm/j/s5VwmqhBm8AAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x9a67780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mandelbrot_image(-2.0,0.5,-1.25,1.25,cmap='hot')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Antialiasing\n",
"\n",
"This is nice but it shows one limit of this technique: the colors aren't evolving smoothly. \n",
"The followings function computes a floating point value for each point instead of an integer. Math for it can be found in my [blog]()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"@jit\n",
"def mandelbrot(z,maxiter,horizon,log_horizon):\n",
" c = z\n",
" for n in range(maxiter):\n",
" az = abs(z)\n",
" if az > horizon:\n",
" return n - np.log(np.log(az))/np.log(2) + log_horizon\n",
" z = z*z + c\n",
" return 0\n",
"\n",
"@jit\n",
"def mandelbrot_set(xmin,xmax,ymin,ymax,width,height,maxiter):\n",
" horizon = 2.0 ** 40\n",
" log_horizon = np.log(np.log(horizon))/np.log(2)\n",
" r1 = np.linspace(xmin, xmax, width)\n",
" r2 = np.linspace(ymin, ymax, height)\n",
" n3 = np.empty((width,height))\n",
" for i in range(width):\n",
" for j in range(height):\n",
" n3[i,j] = mandelbrot(r1[i] + 1j*r2[j],maxiter,horizon, log_horizon)\n",
" return (r1,r2,n3)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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GMiPMQT3teDyw4nQ4DbWP1zBtUjVOm2SNo8iZ7UlBjSCXq0lKbZbEKH3nJ8dF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\nW0OOu7NNld7u9T7DzB4LNm1nkQ71W9fVh4WIScoqIM3N+PFu9j/ICW4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QGug1i8aDiTRl8f5WUlkcRfCwuWD+eH6YMYNGQ4G8q2ZeXiJ7lk/1lQpjknDQK9e4sViavKOxvI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ETy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4yrzqbdifoib6Ktuq4626gX7pBu0hB9pCfIMm0vaxksckzRcyP7JKu8j1y5wLksWOY+W5+4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\naHXo0KFDhw4dOtSE/w925w+F1b971QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x98c4be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mandelbrot_image(-2.0,0.5,-1.25,1.25,cmap='hot')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Much better! The image is antialiased\n",
"\n",
"## Zooming\n",
"\n",
"Let's zoom on the valley between the two largest black areas"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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p5zL5+x+49447y88WNBUXz112m1s8rRfinQK0M1spQCqZmQ49d83g+bFjycrK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\nnH7aGdXrBxaW6Z4K9KcbMCK6gWksk13XM+D7QQY1FW33r03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Z3m1iX/8xu2/gmN97aJrv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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x99329b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mandelbrot_image(-0.8,-0.7,0,0.1,cmap='hot')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that the precision isn't great. We need to augment the number of iterations."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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lhfQUdBdW1t8mPBIPSfmbqX9JOBe9exa33w+2GBtX3/w8w8dDWlbVhqcoSt1A\nU4GKUkOc1RG+vw8oCoGMLOlHZ93Q7cDFzSA3G07Lhq/zYReQZYOLhsLceaVtadoAofBnjHTGYQ2S\n/tvpXLcLKbhei5hgutZQHStFV0lfq1rP8dzl3YWX+wQBS3DaESuGy5FU6yGgbzhEFEPEEYlofcjR\n1886lh1JHbaGJQXBNDh9KHGxA1iywY/lS9/nsQl/VXeUiqLUEspLBXqVsa2iKB5geyos87XR5/KO\nvHHTUv7TpjFk5kBKOsRGQnYRhHmTujeft1bAVWOhRWcDnpwnTZWbI9GSVCAELrgWDr0DRCBtcexI\nrU8aUhuUV8ZJOKMoZWLj1BFXVUl9OiityTLd9h+MpFntiFD943DpPpZYdRdq44CkGOgRDh3yWfpF\nEt2XzSBuQC7DzpxbyZNTFKWuoqlARakhdqbAlfeZ7Nm3hf/NAALSwCtbfs4UHYFd6bBkP8EpMObC\nYOqf7get3xRn8D1IJKoE6Q94BH67EYgLgr+QuiCQqNY1SPubsqJTxxMbta19TVXx1BgMoANSyL4V\nSbmCCC+roXZ5+60CBhTzanwee30v5P5HRzHkihu46+V4D52coih1ARVWilKDZGeYdIg7zPpvgUO5\nXDPfgGe94KGO8J9eHLwW/E6vR+ezIgnenw+H75GedTlINMoyo7w4iE6NgLhiqceKRmqtLgdWuL2p\n+8y4Y4kOV4+suownzt+6FvNaiqVFCHCgnO2MMvbbBb/sPsTLz+2nfdzrkGuHfbHsWLMbgJhoCPhn\n60BFUU4xVFgpSg0yrB9EhMCMyUCsnctuawv59SAyAvYm8uYL8N2SC8DeS6JUtJdmzcHIDbtnFDTy\ngdw8Pk03YHa0RKx6AK1tEOMNdyBRlvI+zRWJStVVcWXVNVUXm8vzyq7wAZKC9XI+3K+hVYtld9m3\nBBpuhM9fO527+4fCi9/CloUM69Eamw0Sf4PLL/LAuSqKUqvRGitFqUG+/Rkm3gkhhUDHVgTax3DZ\nuMehoQNKsqEIpl77NTnPNuOK5sCC1dDCD/bnS3F6SAk4TGgWSWjeIRgXBcWp0HcYbJgJkx3i4F7I\nP6MoptvfcOx6qrpYc1VRMViR7WzAICA4D7rZobEdkgvhvv/CO4+I8/qxsMMPSTDh5rUMysyW1GBR\nPLfH5tF4CpAfB34hyCwDRVFOVXRWoKLUML7ekJ76LOyewsWPFjH7h3/ml+x2mDX3bAZ0mgcr4O4Z\ncN+jZ9IM1YQYAAAgAElEQVTwm0XQBdhtwDAb5PaHJb/DJV5wfzFkIr3ubkd8lKwZge72AbgtL4/y\n9quNuHpkVXRbV1wtE7yBJkBj4Ew7tC2B+cB4oOt/4Ls34A2XfW+uD10y4LZCuVZ3A8P9Kdg8Ft+p\n00r9sezAUIi8DoYNNIiuZ/DeJx52Z1UU5aSgzuuKchLJ+d7O2wsCeOD1I8fezvwEDr4MiRsh0CH1\nU+mICLjyLkh9E4JawfJDEHkI5iI97ybh/JRzdBF7WRGoigin2h65qqwXV1nCyu6yrjtiBjocMV9d\nDIQPhJyNkHpIWtv4Idc7DKb6wPCRnWmyeQucXgRrYVE6nPnMZPj8Lvi9gOQceDfQjzRbHG9OmUbf\nbmewaUM+iqKcGqjzuqKcRB752s7sDUHH3a64eAOPvLSZFWYfaNzWGfGwQ3MDfpkELWxgy4beATJr\nrTkQyNGpQNdIjGuzYIu6XnPlCVHlzkakmbUP0rImBVj5OzgO8dJPiEFrV6RRswE3nmOjyejr4NFh\nUM8HGsGqRNj22Qwe+aSAtKbw9T4Y3bUBD5zdBWPZG7Rs5VfZkSqKUgfRGitFOQFM+qwQ6WNzbPp0\n+ZAtm4v56ovNhIcXs2IuEOaAAhNaNYfCvRDVC9LnQRRiCPo9IjRcI0xWvZQNSQ8WI+LCimZVpOaq\nItucaGrKNb4IWITMxDwHuaZBgA/89ycorg8P93K+dzSw2wGZ+yD0Kb5Z8hMN8uDud6fTLm4MY2+5\ng+A7QujSN5YFU+7n3q7T6XV3Idc9FMD3M2rg3BVFqVVUSFgZhjEcSTbYgPdN03yxjG3eQL6ScoDx\npmmudS6/E7jeudl7pmm+4b6voijCls2pNGocAXjzw6wwiHwSEu6TGWrd0+XGXxwIscPgvF3wVU/Y\nOFUEhw9iLLobuAcpns4GFiJeWAVIBMxKFx5POLlGekrK2eZEUlVRVVa0qqzjeHtDkQkziwHIyISA\nAMicGQhhXeDTpSJQ+3gDdoh/Cezfc865j3E4J52gqItI3XcuxevfpEdnaNAihp9f94N5mRwpgICA\nWKSPkaIopzLHFVaGYdiAt5Bg+D5ghWEY35umudVlm3OAFqZptjIMozfwLtDHMIwOwHVAT+Qr6SfD\nMH40TVP7uytKGdjtNt6aOo6hPRrBjuehZB38gnx6mmZCZiOI/gP2pcKvObBytYieUKABYsMQiyxr\ng7S/aYf83NkGtEdEVSJi61DRqJTlQH6yqKqoqug+duCCKOhZAisPQjwszIbT/CA20AYRm8XXKh1Y\nXARGEbTygdPiWPPDMr75fRWmafLof8M4uAuy8uHOcTfwv2W7GN45hY1vzCPkMhVVivJvoCIRq15A\ngmmauwAMw/gSuBCp8LC4EJgGYJrmcsMwQg3DiEa+0pebplng3HcRMBp4xXNDUJRTCQfhhz+AFTYI\nz4HPPoFGyCfpMPBXAZzVGT79VURTFjAG2IKIiHVIvVUgUtTeE1iJzHYLQ9JbUUgbnGyO3UvQHSu9\neKLxZKTKWl5Wj8Dd+8W64jxgsC8XziqABKBXCbQKgcZFkJ5T6l+1qBBSF9N/6B0sSdgJHOLdtz7/\n+23uvOUZAL6fO4C736rC+SuKUiepyNdVQ5zWhU72Opcda5tk57KNQH/DMMINwwhAmnU0rvrpKsqp\nTVqiNz37vgsbcmATkITMUDOBab5w5vUw4Sf4uUBKtjohlgsgdULFiPjZBPwB/AD4ItGqBkgUqyUi\nDFzFRUVwLYY/UXi6iL68QnYHkqVbDgyOgeAC6ck4GijJ5cOPUpjduAH4GfBkb7ijAfTzhcws3vvk\neZ59ovy2NaPPW8jcZfDlVx4ch6IotZYa/Yp0pgtfRJIZc5Df2OUmFApdHrWhpENRPE2XzmUvb9yk\nAeERoXg3uh9+uxra+MHgdpJ+KkE8lXILYOLzkGLKJ7cFIpYykCjUNcAEIIbS3nYORHClIlGqFcDz\nSB2WKxX9JrCEiavjeE1hib+qCKvy9nMVatZrG+ALP0fCkjbA0wdElLYGfgbaX8c1PsWct3E7NDZZ\ns683REVDjwsgEhxpDo7lWlNSAg4HXHpJFcahKEqtoYSjdUp5VOSrMRmxzrNo5Fzmvk3jsrYxTfND\n0zR7mqY5ELkFbCvvjXxcHp7oUqEotY0mjeH5iR3//vvBRyOoFw7/eyiMtyZ2BtsfcEZr6OwD8fFQ\nD4lCLUYiKonIp9YHiT4lIgXrscAG5CdMIDKNxIH4MzVDDDCtmipPCSJLYHmqkbNrWq66XwDu5+Pe\n+sYShl78neIc5gv92gL1gWZ+MCAKYg1IzYNOhlzPXNj15RuQs5mJ/53OgzNg5s8VOB3DYPz1Z1Zz\nUIqinEzsHK1TyqMiNVYrgJaGYTRFkg+XAuPctvkBuA34yjCMPkCGaZopAIZh1DNNM9UwjCbAKKBP\npUaiKKcQs2bDF7OuIGDLBA7E1ufBR67ijP6H+WvB+9zTNQCW2fktuxXpv2cx5r7BMGkB5CHiCkrF\nx9WI0LIjEalGiCDYhnxKsxBbgBFIb8HWSMrwAeCsck7OvQ1ORbGsHiwxU9k6LEvoeSrlV9ZxXJfZ\nESPQDOfrLciMySaIAG0DdGwEhbugtwlB82GRyd3z4aWvJjJy2yfQ+EY+m/UY8VvTKnRKpmny89wN\n1RmVoih1hOP+djVNswRpmPEzUrnxpWmaWwzDuMkwjBud28wBkgzD2A5MAW51OcR0wzA2Is4wt5qm\nmeXpQShKXWJH4jJ+WunFo50y8H7pFZrGJlLyF1z3TC4cOoLjx9U4FgNjFshsPqtVjWuN0wrk540X\nMBgRUocRgVCE2DJ4IwXqVsH6QeBbxOSyrE9+dYSNa3sZeyUfnop4uZ5LWedmRcKCERf1lsi16gpE\n2WBg8N/icvzVuyHeF/IDIPUgWTnw7JuQnFfIde9l8tILT7IjsWKiymLf3sPVHZmiKHUAbWmjKCeB\n9h3q8dHVfnTI3iMRkmVIRMkB9LBBawNWlMCvlBakWx9VA5ka0guZSpILxFGa+N+GpAYzkPm6McA8\nZMZgHlJftdd5LPdixrrSJ7A8yhKMdmRWpVV31hJJl3YCZiG1agn+8Gp38FsCTdtAgRfYOkPeVsjy\n4c/0YoKztvHxvEJevvpCKP6a7pfCwLM7sunPjSxed6IGqChKbUFb2ihKLcLfK5Xg0D0w2g5xcRKZ\nAolANQXiTbjKfnSBtWt7mhRgMzAQSQEmUyoYChAhsQGYisSKtzn3W80/KyRPFY4V9cpFCv0vC4Ln\ngqE3Ijh7IEJzmAnRRdC8GePG50KkH/glgX878D5M3+IMOh4p5uXeDljyNR9+CPc/bufViwp47/O+\ndO8ZecxT++aH2tofSFEUT6MRK0U5CQwfANNnvAXhQ+DAU/D4l6V1VF6IEWUGEoEqqyGyDRFRLZCq\nRV+kcN0yPTGAtZTODLTc1q2/LcqafnsyvKo8QXkpRSvdeDVyTTOdzwuDYcURWArceTrkroWg6zE5\ni3MGj2DuTAMCosArXdKC/p3go7+geQ/MK88CxmG8djaMv4TRo17nmwXTCfEac6JGqyjKSaa8iJUK\nK0U5iWzaMohmAa3huymQb0BLEw62hfxA+H6VCB9LFLliRa7sLs+u6/4DPIMUuLsf43jCyn2busCx\n6rRcr1E94MEO8M1WiCiRiFU2/B4AA69tCvU6A+3A0QIcr8KunbCmAEJa8Nz0fO6/8yK8zdUw8Q+p\nVWsWA+H5EHcxo+9KJDU1mdUrxTt56NDmnN8hievHQGD/Gr8CiqKcYMoTVtqEWVFOEqPPh4jgNPh1\nitQ+Xd4QftwLfltLbRVci9Zda6xcZ+BZs/lc04ZLkWJ2KF9UHYuqzhA8WRwv02ZdA2/g+01SzN8S\nSZv2j2bX1hSwFUHhavDpD7teg8z9sLdEIlxpiTw8CPjjdejbGzoAVz8MwT5w4F049A1xLUcz6XU7\ns+d6A2Hc0jxbZmiGXIjkYxVF+TegNVaKcpJYtBT6DUiEbjEwcgykHISxwKgAqZ3y42h3dNcaK3dc\nRVAzJDpzRjVOztMz9WqSypznPsRxrx3SpDoH+CudqwFm7YOUYTBvEqzfCmuyYE0xXHC1zK6MPhNm\n22BTIQSeCwXnilCLaQIdS7jlP9/SxDGfjEU7OO/gelixhk9/hk4jFnt6xIqi1GI0FagoJ5HZ70Nh\ngynM+PgmtiXC1Oe82W28TXrSfVz0a5bc+AORmqCcMg7g+tPIMr1sg0S6CoBdiIAoL2J1rBYHdWWG\n4PF+HlppUhvSP3EIsBDx9vJHhGgW0NEGY1vQu2siy0c54BBSs1ZEqVWDlVa0RG77IHjnRbBFwH5v\nePgi6As7NwM+sCQV7vpCTPMVRTm10BorRakD/Ocag+ffGwzbcmHSX9CoRG7mGxGLhLLSgdaNPgDo\nFQBmHuw3pQB+LeJf5VrA7kpZhfGu1HZxVZHImiWsrG29nM/DkSbVfyLeVv38oNiEzwogH0kBdgD6\n2CEpGFZnlF5r6/lcb7hmJKyLhj/ektQf8OImMM67iLO7zWH8zblsO1VnYirKvxitsVKUWs7Td8K9\nz14LiVkw9TcIdYi5504kWmXnaGHkHqlxAHnFkGnCaXbw84aN+X+3bAH+WTt1vFoq6yujNoqriogq\n12tkucMXO5cvAeKR+jZ/YEO+9FMsRFJ8jYFQoMQB7QtFaO10O/7vDtj9CwxuIT0uvOR9Hpx0IzdN\n2c7ikO5sS9ZUoKL8m9AaK0WpBdhs0D0cmPgBZG+BdAc88JS0qgkB3nkQ7MbRjuXDkVluXkg91nCg\nZ6HMdGtaAka+CAZ/5KZfnYbGtfGboiJjcd/GNSWagUwSOIAIpiRK062dgKFIH8YgE/JyRWRZ1966\nHvklsCUDPlgNjx7kl8EQ/L5B4jdTuTdoATuXLGbIaVUdoKIodZHa+HWpKP8qGjby4q8vwhjUtiGE\nmcAe+WQ++IQ4podHQdKbMGccdEGEUm+gKBQGt5MZblfBvgOwdxtiApoGJNhEGLQHLkEMMd2pjNiq\nTcXsnvjmck+PWlG554DmSIpwN2CPgJKGf6f5yuSuuyE9mqENbuNI9jha9IRzPoG8FPh1hQfOVVGU\nOoMKK0U5yRQXm2QGD+DtpO4w4lpocia07epSJO0LqV5gzoDxPnCzr4iAjpmQtEUcxddLZmuREQK5\nBryHRL0uRwTBAiDV+YZl9dKrCLVlpmB1v7XMMl5b4upi5/GbI4X9W4EiX0gNkAiX6/it1zZg66sQ\nGAadbEz/OoXUjj04kAmJ9p60bde8miesKEpdQovXFeUk4+UFDWLDOHgwn4YNgtjwcBFkFsKoe+H1\nZ0U4nY+0QG8ZBl37wN7fISFfbvwbAG/I6Qhk2gjs7ICXkMhWoKxjHjK7zaTsgvSyCtvLw3R7PpFU\nVtzZy1hWVuG/te0HjeHbvVDkLP63+gvi8uw6gSDGDvcEcdN9mUxe+AtLfpvJRaM+IDjYYP++XIKC\nAyguKiY/v7ASJ60oSl1AewUqSi2luBgGDMxgz7wCNsTfD3sz4Uxvtu98Dl79CS5FPqljR4J/BqT/\nCnn58Bky688EWkBg0yACG/nA54iVgIGIqcOUGohC2cKkMmLF4MRHr47l4eUp6gF+e+AGE27kn9+O\nrmLM+Tp5bwkvfNMLv/b9OK3j+fTvv5WUlFDm/fYlANlHclVUKcq/DBVWilIL+HQaLC/sDCXx0NIH\nGpzP9KUX8OkH14Ldl28XGbz9el8oHAC7isR+wZvSiEtcAPFNG7Elr55YB4QDA5DXvZAZbq4cq6de\nRTlRRe1VFVOVOTc74vu1EvgfUlvlGpmyjucqKm3QMBAm2H/h9bMOsOrlCJi/AXb4892zI7jzYn/O\nHNSqiievKEpdRe0WFKWW8Mj9Kfy58k7w/xi8/dm0cTsTX9jP5194sXaNyVffHYGovZCMGH9e0wbi\n40UA5BYRvn0rjgAgFilyz0AK2ROQmLUlhKw2OPDPdF5V7BVc2+14Kj1ouD2fCPyALUjqdQPQDfEG\nW+Rc7xr1s87NxNm2Zjc0srHyiQKSm8J9PSDZp5hzXss4ceevKEqtQGusFKWW8N2cqxg26HNK1sdy\n+xR/pn0Q/49tRo45j/CIMB5t+xkxAwxo7AVfF4mIaoLYKiQBDYE2frCsCLJK4HVKmzG7uq2XZwB6\nLEf241FdU1FPRMGOFU1zTWNa9glXIQ71ZwGjkTTrZf1gajxsPVS6r78XPBYLj+6h0GHiM7sF/JQI\nPwPF4CiBorH16HFrBkk7ijwwEEVRaitaY6UotZxR507jx7kPMmdDYZmiCmDfvgM88Ehf1jcMYeEq\nf8iIhqY28bsC6B4B5zeRNi0FhWCUQGeO/qS7R13KSwtWFdeWLxX5hqns9hU9h4qsMxAbirOB24EH\n6sEfBgwGspfAVd6SSo1EUq9f3cifr+5h09iOdNgSBJt2wxnR0tAZWJ8BVz9bTMfOHTw0EEVR6hoq\nrBSlFjFuzHNM/cqn3PV//bmK66+6g8uuyeKKh238sKwpnBEEFzaHFoDRCuoHQddboMABTZF6LCuN\nZYkY17535RWje6pY3Hach6fTfZUprDcRg9DvgKXAS6mQZsJCmDkDkvd4w4Sr4BpEPJlJZF05gZyO\nPXl4XCDsMqV9UN9R3L4YlqTDl9d40bZpkIcHpShKXUFTgYpSR2nXwZcFP0YQcjgFYu2wtwg6T4HD\nD0NEP8hfBfbu0GHW0Q2cJwH3IKnDRGTmoKtJprvPU0VtGGoLxxJr7qLLclH3RmrTopzrQ+CRXTDu\ngxg6fp0PRRkya3BPEDzUHMxgzj73L+Yt/hYSn+WG/2zjiWmR+M9PIjIFOr0MO9JrcIyKopx0NBWo\nKKcQbRrByjXDCSlMBYcDviyCYm8w50JKLuQsg9+T4YJZ0hsvFHjBDmc4D3ATcDpwGxKJCUb6Evrz\nz1RZbTAFrQyVSQNa+AODEIFlAs3hv283wXdxJhgZUsO2DcjOJiklBVJTCQspJjBwJHc/v4FH7svj\ncHoJ+5r05eG0OwhoGMM3j3t8ZIqi1AE0YqUodYxh5zRj2jOhBLf0hXmbwZEN2wy4JAgOHhHbgMwh\nsOhX+A3og7iuFzkfBtAXKXSPRyIxlh9WHpI6LHZ7U6v9S23mePYPZUWrrOfBwGlIZG8H8GZ9WHWQ\nt5a25/a4zfAHf4//oxKD8ZcYEOvgzrduZP3a78k4XMC2eJkBeO4F/elzeiCPPzTXk6NTFKWWUV7E\nSoWVotQhzhgQx7TJ0UTvSoK9BmzbLwagD3nBpmI4CCxDLBYKgK6UCqYSZH0x4nMVAvgilgI4l2cB\nMyh7VmB1ZgqeCCqTAnT1pLIDbZDI3VVN4chuSPCHrgHQ0Y/L++/ls2v5W5Su7hTHhEd2gC/ke/dk\n1YqVZb7lB6/Atfd5aGyKotQ6VFgpSh0jIMCL3NzS0FFgAICdSe9EcFlQBnQtktmAbyO+VuuQm7+1\nyxkG5JsilqKd664GHgAKgbfCYHoGLERSYNuBTOf+ZdVW1eZ6q8pEq1wFmFXA/6w3dI6Fr3bBc9Gw\ntQC6hMHP+2FjATQzYHhXsm0T8Vs4GEcjb/pcWkz81trx/akoyolHhZWi1DHiN/djwvVLIKwlBAQy\ndsA6LjxvGPiGMGf5BvxWxTO4cxD8XAC+RaXpPAcQ5wNDAmBhhlgvNEAExDogGziC1FQVIZGt+s43\n/YpS8VSWiKqNKcHKiCr33oA4/24EjAdaBsOBIzBsMCQsgP6jYOJ30CIK+tVn/L0ptIhMIzTuaj56\nbz7xW5NrYECKotQFyhNW6ryuKLWUh+5ewqe3A2He0GsIUbHruDB6I/QZTG5BHI7obJiZDClIBMpy\nArcD3kVSe+WNPIKQqFVDYA4iJDoD+5BU4iFENFnO7OVhvUdt4nhTcNxFVQMk7ZeM1JkdAFoGwPgr\nIGc5ZPmKb1XAGNjwO4Qb0CGbdz4O4H+fXEqo99v0OO0X9u9Pq6EBKYpSl9FZgYpSS5kxD4Y/BWzb\nAtm+bL4H+HUfvPgtF3VbyOS3Dkjdk5X6s4SDAcS1gphxIrLGOrfZDvyA1FXlAGGIvUAAsBMRW34c\nf1ZdbfrWqKiosjyzegH9kJY/UTgFFPC/WyGvGdjrQdEmCEiDyGXgkwXdTGgzhMtueYV2zT4DYNWK\nfWRlFtTEiBRFqePUpq9IRVHcSM8BwoJg7UTqH0YE0pB8IJfZE0qgB0dbJFjC589tsPATsVmYDGwF\neiKxawewApiL2AgkIunBSc71x4tI1RZxVRFzUSsNGA4sagON7TDQXurdFQl0BAK/Bl4jKbspjg4T\nWL0SPnvWF6JMaHEf7JtH2J/jSNj1AjmOFuTkXsTIUb1rcnSKotRRasPXo6Io5XDBZcG8uDqKF+cE\nwjk9oRUwD/gfMMwGe4B8jm4LYyCpwVxEUIxsLDVUfziXNUX2SwCmOV/vo3KF6SdbXFXEX8t1fTTw\nYjz08YF23uLbFYEIynuAwmDWH2jFZ9PWUFK8jaioIloOuR6ie8KCtyGzL+T6AJ/z5TvZLHj7W15/\n64oaGZqiKHUbLV5XlFpMpy4+dGhZyA09oM+EG2H5VDjoBR27QFES3JougshdFFmz3fyBFsGw54hY\nLtiAM4E3kKiNZaFgFaVXpEEzbtuc6JmCFW2D49qqx4YIqVZAc2A/0DISRkWBIx76vsvB9JXYvepz\nxdg3+OrdIrK3hhDb24ScXMjrBN8sh4AGbNm6n4BuUL9pfeYVDufysdP+8dbTvjK46pLa8d2qKErN\noM7rilIHKcot5K17veg4xkbG01PJibVBSxMCV8H/0o8WDu6YSDRr8xGJzDgQobUHaEypaKrOTD/L\nB+pEUdXegiaS9tyF1JOZQIc0WB8PzfwheQL160USGfkl2zbnEBJhEHueCSFxJL+XywNvJ0JsPdi9\nn3aDYmh6yxj8owto1aaA0BBfQkNshAZDaICd0GBvWrW+znNjVhSlTqGzAhWlFrM1Af77dSdWrEjh\nz2X7eM6rIbdf3BvyDej1PawrLBVFxxI4JiJIXjdgnimpwY8RseEJ7NSsFUNlU4+uqUJr7FZkrbXz\n8SvQDtg7FhzTwPEVhBgkrvWBdfkQ1Q6WbKOhCS+FHoJzH4O056FxFmtnJhE3tA8f3vs7+5ZdA0F7\nYdOPkNwS+naj0/B/RrEURfl3oMJKUWo5c2ev4ZCzoa/dFgGNR4CfN09N+J4n+vlDsyIIKoZ3KF/Y\nWEJjlykpwQyOH2lyFSYVwUZp+tBTAst1Vp+nSANmI7MBm7SFxTOhvhf4B8DcvXLu24GifVCSB+uR\na5W7CDY5IAccjWIwuY5XLhoH3/0I/lGwF2gXD+Zo8IlGQoOKovzb0BorRalDjBwTwGfftoL8HWR+\ncITQNAPGB4H3ESirltoSJs0R76Z0xLcqF1iOiAzXSJN725qqiCTXFGN1sMRUVVJ/5bWw8UZE0kVA\nHLDUC0pKwGaCrw2SHOJUb0c8v/KQmZiuEbNuXeHFM8E3AQ7+ByaeI471XvD7uVdz5WXfkHEkH4ej\nttrUK4riCbTGSlHqODnpn/HZo2148cJ1pP11hNB1QKgJy47Ac36lBetW3VM4YoBpQ5owxyCz4foj\ns+RcZxGWR3VEjd35qGwKz9qvIjP/jnUcVyyxV4TMmPwS+ALIKIZEU0TpEoeYhYYAvRHH+pdGiCh1\nHcP6tTDiDTjnJwryLmdFImQEwaAfYfYX87jkqlgVVYryL0YjVopSR3jiKjsPXH0aFNlg7hrIzZOZ\nbkVQcG4kcx5OY1QMUrA+sjnkJkkaa6gPhPhBSZZErIKBJcBSJBqTgzRntqJTZfUIrImvCcvpvSYo\n67h2t/XujZhtSO1ZT0R8NUcc6QdQmmY1jt7nv6d3gbQDkJvCw+3AOGMA972xkMlf1NC4FEWpNWhL\nG0Wp4zzzqYMfNySBafBdj0IivZAUlDd4+aTR5XqkrKcBMDQNliFRqhHFkFMEPiPg+XnQp0DauZwO\nxALTEWFVHpWttaooNSWqKhrlMt1eG0j6L5XSGZW+SOTP5ra98z1GpG2h08vXkrBqNfj9xfLsCKbP\nrt7pK4pSt9GIlaLUIXx8INgXVjwL0XvtMCQcyIQNRdB/CHTwAv8RcPNtpREXG3ApYjXwJ9KI2YZE\nrpYi0ZkSjm+/UFORK09TnmBzL9a3/jaQn5iXdIFB+fBBvETyrOid9XCdfekj+6156iWmffAKT91Q\nQGHDdjStv8yjQ1EUpfaiNVaKcgrQsQP89gRE5wEjYqDvVRDSEjr3gN7NIT2U6R/eBj1awW4k6lIA\nLEYERBASgakHDC/nTapa11SXqQ8UrAMzSUSWe0rURmntF8Aogx/94YyeD7AtPoLnpnVWUaUoCqDC\nSlHqFKvXwJJtwDnPMH5CMuMve42EiBDGf1jC5DeSIOUAXjuAPo7SOiIbEOMDPt6S5moN9AGOIO1t\n3D2iyhNW1SkmP1FU5xstAOjWC3zcQlvuYzaAiMvw6hErb2mrz5333cBHXwzkngeHVOMEFEU5FdBU\noKLUEfz9/Uncvw7/9Xdy2uWL2L4nB4DAQNv/2bvv6KjKJoDDv7ubHkJCCmkQWui9SZMOUpSiIkUU\nEUX4RFEUxd4VFQs2sIMiKCIK0kGl9yYQekJNAZKQXje7+/3xZs1mU0hCEkgyzzl7kmy5+17P8Z5h\nZu68pKSYGHG3jh9eAGJMatPlOFQmJh1oggqo1gOjn4Bln6hZTodRM62M5N3OpqAb227WkuC1Ar/C\nSoG19fCWB/yVAB2zVKlvDWo2le25aoCzE8x+jIQ5H+CQaI/z1LGwfhGGFu14+jcfvvtqRWmckRDi\nJialQCEquLS0NEYNH0u8vTtJqRn/PZ+SoiKg35aacG1vYq3BB9p7wTPtwMlV9VCZ/MDbT5W5UsPB\nPwje8lcjBfKb3F7YpPObNXNV0tEQbkATI6TEgmMWnAVaP6X+u1nuGByhh6E69d+kpRtMagabFuOe\nAe6Ozm0AACAASURBVM6agRNvz8fcNJBNF+IlqBKiipPASogKZOumvTz69lmSMwq+oXfn9nt5fSVs\n+vUAeKdAl1aQ5gaXvXhvN1B9KaRfgNej1JYuNiMEcg3mLGjO1c0WXF1rLfmV80AFmu2AuXWhMao0\n+hTg9BEMCAJvZ7W/YlB7GDkIJtRiQfM60KYFjHkemqljvLAdzP37g0+LUjwpIURFJKVAISqZFi2b\nEXLkGL4+sOLPQUx/Zhdr3o4DDx1HIk20vBXYD3wNbEYNzbQwospgmeTcDQcFlwZvhrJgUYI82wDR\n8rcdKqB6oRqQDFGoEuqYVrAhDFqmwwkjyxZ74vXkG3Tv1YbQ+X0Irl4dErwZ8e0JxnSCtEbvM9bl\nTSaud8BgdOG3X2Q7GyEqu4JKgRJYCVHJ7Dv6GYN7Ps4TD8GT3YDuPhAeDc0mgmbg7sFHWPpVd0iZ\nDbehtnm5FXBFbeGiQ41kOJd9QMuogcL6rm7UoPGiZs4KCqw0VCD5Mmr0RCzQRk+9z4081wkmtQBe\nehZOz4YmZnCvD9EGki75MnTcETL1rvz+WSoe/ybR7EW4mqpDb6cjLTWrdM9TCHHTkcBKiCpi5BiY\nNwuId4PwdAgzQCugNlD7Jdj9FpwCZgMNUVkbN1RZ8GD2367AH9nP1wH2kZPFys+NyFwVNajKr19M\nZ/W8I/A6qrG/rTeM1cMJX0iNhJ2xkGKGLn2gWxJk1SEqIZpJz2dwa4/a2Nl34OUZM3j0IXj/IR3P\nf+XBkXBnNv0dUZpnKoS4CUlgJUQVMGlKADMnXMYx0QjnXeFcBhiz1Oyq7vWgfVsY+7vK0sSgNiK+\ngCoHGlE9Vh1RdxMuQM26igMWZr+noOGhUL7BVXF6vGyzVdaBlh6YhrozshGgeUJ0HIzsAnaZ8O1+\niDdDl17glMD49w4y7jl/hgyPyvM1w0dojO9mZvi0kp6UEKIikcBKiCrAwUEjdJ4Zr77D4PByNWl9\nOCo7FaEDkw6Ss8AbcAeGALtRAdYaVFaqA2pKexxqttNO1JBRy3T2wsp+ZpufZeF6gyrrhw6YCpxy\nhC8awU9H4P5nwNkLNBNkzQfjOEh9HULMePTNQmcHGRl5vgkARwfIyCzheQkhKhTZK1CISsbVCdrW\nh/FPt+DXb0P4Y3M/Zs10wK7xLnDyBreeMPwSpHjDme1gNoHJBC1QGayOqA2YOwKnUcHVcdT+gx6o\n+VfVUPsNns/+0uLcfVcWwVVx70a0fa/1HY+WwGp4O7C7BzYvh9HtYPVHEAQk6cF/KBnB0ezZdBfY\nN6Brjx/ZvDG8wK+ToEoIIeMWhKigXJxg+p2g7Q/hj0kabNvPMw334d7CE07ug6WhMP0kvLQ9J8DQ\nA3cCiaghog2Blq7g7aKyVUGofqyWqD6rTFSAVVyFjWooiZIcz3aavGVOly9wB9Az+7ntEfDby1Db\njp/nRJIZrEFgQ4jKhBg/Mk/FMmfhNgYOe4c27WqUxtkIISoxCayEqKCi42F72sOM7tmGlItmXnoh\nDrZcgZBQcB0IraOgrqYyR9aBSUMndSdgHCpjlZwOxzPgGFALlbmKQmWuXFElQ2vFuWpYl91KoqSf\nz6/8BypwHIbqMbMD/IGUy9Ahiz9X7yfDF+zssyAjAprfCrdexK3Bar74Zho9enXnkw+PlPBEhBBV\nhZQChajAZn30LQO+hEe/8+DgkHjV/+S3DH4Yrsp3kahAyIRV07Y71E+HS8AGwN6omrfHo2Zb2aHu\nGnQB/iT3VjdQ8iDH+nMF9WmV1uBR2+N4oQLMrkBv4AvAE5W10iCq1VsM7XeS2ITeUP0Hds/fzOGU\nbUx0hR4ja7Bmxzl8vfcTl9ic4PpniI1JK4VFCiEqI2leF6KC+2tbb0JD/Lk/cpHKMnmjMk0byD38\n06Ia0AVVBosBqgN7UCXCl8gJpIxAFjkN69aXisLuDrzRbMcr6IEHUHO5HkQ161dDnbs78LjGtBcH\n0LJ1DGfC4nhlWjwO1ZzgYITatNroyXdXh+J7aj53jIAZv3bk89l7y/echBA3HdkrUIjKKjQO78hF\n0LwuPBysylvDgG7kn/1JBf7OfhwGtqOCJMtuLCZUQGYJqiBvEHUzbWdjK7+1/YTKwi1HjZdIQv13\nagI4BBEXl07I4Wq07xiNg9+DEJMJrreBny+PfpxIvwtr6dCtNmNfBfdwFVR9+BH41HRiwiNNyunE\nhBAVgWSshKjg/tryG81bTqGOzxXmznuP0XXeAX87mB6jJqlbz5eyLpHZDsk0kzMI1GjzOdtyoJkb\nMxS0KPQF/O2IKgWmA2OBy6jgqpNGhv/v2OnfBO0g+i16SMoCTx1sNpH5SE0cPr0CIx8mo9FC7A0B\nGNIvYO9pR1bmcObN+YWAcDNjZsNNcjkVQpQDyVgJUUkd3DWC+oHR/L62D77VvmbEu2a6d4tRk9bb\nBqrSoI7C76q7B3gaCEBNW7+Wm20TZgvboApy+rkMQLo9NLaDRaiyaRpQ4xYcIx9Bf/gE+ot1obqf\nKgH+bYKN4HDKRZUNZ32LY1Iam3f35souV3QhjzN5dCSTvALZf0qCKiGEIhkrISqJVq1g9Bi4EhtA\ny9q1GF13Dxhaw5lDquxnm7XSUFmcVqigozlqGOhmVGN7YRkri2sNDC1P+W1dY/28DmjtDH5msEtX\n0+VbAK2GQ3AWzNkOuqbw+y7QmdT79VaftQNeg1b94YdpXrTNSORqm0lsTd/BsHYHqdbGLMGVEFWI\nTF4XopJzc4PAQJg7AG4J8oDa8Wrvv7Oo7Izlf3UdOSMY9KhymDNqr8Ad5DS9WwdWhQVQBQVd5a2g\njJx1wGUJkDqjror3ofquEl3hcgq0RU2Z90T9vhZ1x6QlEK0NF1yCCOoXAJt3cy7ezCfOzTAZkvn2\nmwtleXZCiJuMTF4XohI7ca4rtTkDG2NhQDt4e7e6C04HDAW2oXqLLgOTgH81OG6GNsAtrlDbDNtT\n1QbEmhFOAqHkznIVRM+ND66KWpo0o5ryd6DW/Vz25/QpcFcD8DVAmwsQC7j7gns8JGTkfEck+DRx\nJLHXY1Qf1oOIrYNI+uYjIsIvExL2FS0aDCqLsxNCVCCSsRKiEnB0gHdf9qNXv440WrUO6rnA4XjV\nL9UaTjvq0JI7EJx4AGKzoJM9HDeS2szEnrNe9LpqgiNx6m65GsBVVPBhPVahsODpRpcE8+utsrAt\nEVpvZ2P5aQ+0Ro2e6Ae4dYMLSbDpcO7J8zo4qcHvTf2Z/JKe6aPD+WU9DBgI69aW6hkJIW5y0rwu\nRCWWkQnTXr7EA5OPk+hggsBaMPENqOsDl8DFuSYuPbrCI21Vxua0AcJM6I+BZ1gshMWphm0TKsg4\nRd47/gq7WhTU31QeSvq91oGgE9lT2IE/gJA4CEnKHVRln2Pj1u4MHz2B6VP1RMWol2JiSrgGIUSl\nIxkrISqJu0fqmPck6HabqP4UPPeCjhcfM3HVzoNnp/ny7dvA7pOqLAgqUHgK2AL0bwZTT4KTUU1g\nfwW1l6Btn9W1RiyUd+aqKPsHFpSxApXpsgN6oYaHriCnBJrfuTaFjYNuY+igvzAZTRw+7USrhiXZ\nTFEIUdFJxkqISm7pryZe+d0bQ9vGhF8axtnDJlz9oX5AMs1a9IfY2qp3qK0d+Dup6eP77aBpLfj8\nGPQ28vy/wIeoIZq2QUtRNkIuz8xVaW3y7Ag8OUBl7FJtXrO+g1IHdy+EVu5TCdl+JykbNKqFmOh7\naxCbt9RHk6upEAJpXheiUpn9wRUSEhqQlBjDbyvUczq9jqjIaA4mRtI2QINWOrhoD/vSwUkHPh4Q\nEA59YaZ3b9i+EcLIKYNp5M7cWPYeLChzZbnbsCyzV8UJqq5VwjQCP/4Nd/vDmChYDESQs3bL+Wuw\ntCdcDJ1G3LEA6iSZ+d7gzZ8/3ct3Cz7FfLOMnRBC3FDybywhKpG3XoI/ft3Jb4u3//dcRnomcz5d\nzKmIgXR71gX8gqBaB9VL5ZgJp0OgBxA0GjwPQgPAI/vDms0Dm+cLU5QMV3GV5jH1QCAwCOhkhKOx\n4NcR3nLKCQ5bA7cBDYG7gNkrePPLcNqYDoEGPcck8M63x1m1vV4pLEgIURlIYCVEJaJV9wRd/v9b\nTxj7Ef+eTMHT4yJfLTpIeN8AyHBieWwPWg5zIHXfEkiIh0jUpHE7VPBlj5pzZR1MFTXAKc1AqCTH\nKuxuQR3QDJj2BHQ0Q3wmrNkL69LhzSZQyxfq2pP1vx8JmwJhARCW/CSzx6UR76yBmz1BNZ7iq4+X\nM+Sux9G0m3EUvRCivEnzuhBVzLsfDuHx4SnMfukfnnxGB/WbgXtNIBE2XoRPLqvBojUBF9Qdcw1Q\n09i3kbcMWJwZVrbN8IWxDuJKErMU1O9leU4P1AUao8ZL+AK3A0HAUVfoeResWk/8He146wMH1qw8\nxG2DG/G/4P1EtX6dnukfknj4LI/+An/8W4L1CSEqNGleF0Kw8Dt4vFcieAfy5AAnCJwO7s/COUc4\nFAHVb4EWI+F/tVWAUQPoA9QB+qO2vWmAKo9ZFOcqYr29TFEfJU0EFeVz4UBHVJDlhgoivYGjKbBw\nAVy9jMfZvXzwwi0s/NrE+bOX+OmEH2Gnj3CxZjJTloCPbwnXJ4SolCRjJUQV8f3CBowaswEWDwS3\nlvDXUmjoBB06wOVtatubX1HlsTBUJior+6cDMA3YhdpPsD7wA0UbHnojXCtbBSqYqgbMBLyyn9sF\nNd+AK0+gzskIZncwdx+ErmMCHt47MBjKdOVCiApCtrQRogrp3M2R6CtGYqJNpCab6NPdmYCACbBr\nBPRtCke2woMaxDvB19tUIOWEyt7URmVtdKjA4w/U8MxZ2X9fRgVY1ix3Ct4srpWtsgRYAcAiYCpw\nDPCCK2F3wcrfoQNwAWKbwm/Lw7nFfSpm8x5UtJnjkYcdOX/BxLr1EnEJISSwEqJS8ve3o3cz2LDD\nzKg7oLqdHd1r/AMtBsCBz+CUFxwBVsWrgEgHTAT2AK6oMmA8sBJoBfRF7T14ApXpCbsBJ1VUBZUP\ndTav61A9VoGAoyvUT4EgF0hvDg6/qyDyjt58MWk3/e+qyX33PE5WVlaew27bZUdSUt7nhRBVk5QC\nhaik3F1g3v3Qb6YfV1+8hI8roHeDy0lwBZV4sTST64ClrvBFitqYufVYmLcQ9gO9UWMHTgGrsw++\nFVUqs758FDbbqjzldyegpQG+ZvbP2kAIUA94AsjQQX0TOOrA7A9XI/jgHxg67gE6tFiAu4cLV2OT\ny+0UhBA3P2leF6KKefSpjgy4syF9u1zCxwkYNBBaZsArg1WgBLlHGPyYosYsbAY+X6g2ZE5Dlf7C\nUBmsAah+q/zcDFeTwoIqB1S58zZUo3o71BiJIKC1B9zyOTTtBFciwNWeBx57mulPnKdBPRPeXim4\nupbXSQghKjLJWAlRSfXtBf0Gt2PqqFbw/XxIBJoCp4Fk4Aw5GSYdMAxo7AzJbrAtGs6Z1RiCc4AP\nauuXRNRUcku2Kr/Lx41qZC+sYX2EIxzNgNdRzfc7AXegBXBfACkedfhuzjEG96hPsG9rMK9h9fIE\n2vUaiV+DJEhdycgHDaxaW36nI4S4uUnGSogqpmYtT+Z9fxT2nFRjEloDwxxUSe8ceUcarAT+zoK9\naXDRrEqFdqhA6TxwktxbvRTkRszJLGzWlQZEGaGLKziPggxgIDAYfoyDsNQnsbOfTot20/ligSd3\nTDwJ6fFczrInfemPjL//DGtmG9i9N++hfb1h8n1ldlZCiApIMlZCVHJxSfNY9uJDaMEwrJaJOybC\n+s7kDZBsNhzGC3gAeA61KbMlE2X5WVDGCsq/36qgCevWDesuqP4xM2pcRFdnuNsHQ1Z/7O29IOsP\nHhh9mrnzn8Fl7SwY5ggfGAi/YOLDy/DxdKCzJ4aMAOydXgSzC6dPB9CmSceyPz8hxE2noIyVBFZC\nVHLV3JxYu+oezCQzYNBKomcZ1GiBDNSATMh/uxpn1B6Ch1HZLEuzuyUgKyywgvILrgoqAULuwMoJ\n1Yg/wBXCUtTw03YwYy6897UnxHSGPatVY39NZziWpgLKOwBfX+hUC9Kv8OYjSbz8oStsjsD1nrI+\nOSHEzUoCKyGqsAbBtRk3wZF33wwl5lcgHXXH3xGbN1oCrAHAWdT8qgPAFsBA7sAKrl0WLOvgqrCg\nCpvXHFDDT12B9kAnB4jLVGu0B4w6WGdSwZTluHpUgDm1I/QcBKmpMOsjGNSGtz84jb1nEq9/VRYn\nJoS42cmAUCGqKA8PPau/MfL262FsGwGkoAKG8+SdRG5CBRUHAY/sv30o+X59lsGhZRFcFXdNRlR/\nmR0QC9yjg4XZfx8CWphU+dMRtS9iKmrd6cDKQ7D+JLg7QqKJmS8c4/3NmXi7l+L5CCEqBclYCVHJ\nVXeBp++G2okwqn72ky6orE0T4DN7aGcAT9SU9eYQaoTgIUAoavzCnXbwcJYKymxnYRZl4nppB1cF\n9VTZ0tn8br1XoZ6c4KxLLRjhC677YSPQuA4sOZ/rsxcMkNgRqiXrqDuyPadrpNKm2dHSOBshRAUk\ndwUKUUUlpsKrC4DqqCnjelRJrIsDpNtz9N4gTh1CZXEaqtfGzgcWAItR276cdVazn6DkmStLIHM9\nNIoeVNmy7g0zkbMPIsDw+vDrfliCytSl9s5Za/ZVcksM/HwMNjYfAH5OjBokQZUQIi8JrISoAvq0\nht6tUNu0TJ4PXe8HoxFq+ePtGUWN2qi5VkmA+VbmPOitRhK4oLJWYUlqeCjkvWoU5yqis3mU5HNF\nVVAQZ9uArwFhW1QPWRyqXLhufu7+LXe4ryUcCoUHJ/ry9aoULlwpxlqEEFWGBFZCVAH/HIKNlyFt\n9HBS/Y+TWjOS1BrjSHNtwz97a7B9n50KLPRA9d20f+Qq/A0MbQPDGqsG7sKyTcXJRFmPddBbPazp\nbR4l7fG6Fh3wLmDygUlvq0Ar1ub79EBzuP8y7DoBw/vP58EJoTRqYoeTk1MZLEoIUZFJj5UQVcSU\nO2DeBkjNyHmuuivMfRw69hlBYMyf4J8J9s7QxAkuxKlxDNGoietLyJnWbnt3IFx7/EJ5yy8Y09v8\n7oUqdfZANa3vJ6dp3fZzowHnevwTdZaQ8x2Y+mgU3/w5nScfnVYmyxdC3Nykx0qIKu6LlbmDKoDE\nFPhsC8z95TfShxsgA5b9mkb4oTg1bqGtBzRygy7kjCGA/McclFVWqSSutRbLa7fXgoEu6m/fatDQ\nRZ1XrZrwWFfwtudqFixKRY2mSHOgyUGI37GPqAueElQJIfKQwEqIKu7fgzB3EWQZO0FAAH1Htce3\n5XAuNYEXZiXCuRTVuG57V93NHlwVRgM6AW0TYfLHqmE9KBVqpalBol6Z0L873OaL+zd23P6iGwS7\nwIGTnI2H6v2GMvbp+Bt7DkKIm5IEVkJUcc7Ojjg6OQAPg30cbk1qYO90GL9mvrzz1iDIMMEI1GDN\nBqjyWRugKzl3+91sV5KiBHfHgJBE2P6yatrP8II2HjARaBZP5Lx0RvzkhD4pC3ddKnhkwZtj6PZh\nE0ba/cmlUxfL9hyEEBWSDAgVooobPKQZ/VoZsLfbApkanNsOCenQyQsS09TwzGaoq0V71CT2IcCf\ngB9qOvtF4DI5d9nBjeu3KijIs22QT0GV9xo1gePRcJ8HbIxXARcQcu4Tvvi4GXjqOXTFjfX7dHDg\nZzDqyTgDSZlldwpCiIpLmteFqMI8ariyefk9BEf+Bi09YX8UeJqhbpYaO/CnPTgYVLCUgppCbkBl\nr27J/nsfKmjZSO6G9hvRzF5QKdK6bGl5jzswYyx0rQZpOgjfCU2T4ftQdY4a0NKHK3Wi6Ttez5kw\n43+Hq+MLMz/Tc+9Io+03CSGqCGleF0Jw8ij8s/UeHBztcHPTERHdieCmx3lkYSYpvuMhxABLs+AZ\nYA5gNqj+ozpAd6ADqgfJ3REa1IerwDvAVvIGNOXda1VYf5eWz/tSgR8XQvRXUP8nyLgA7omqUf/5\n5jAFen+SxFXP7rmCKoDzl6FW3YrQTCaEKG+SsRKiijn0d3+OhlVnWLeDcC4cmj8F7jHw2vcQZlJZ\nJyNq/EAH1LY3GuAL/AX8CzwPHEXNugpHDRG1fM5WUba8uV7XCqp0Nr9rqF6xyajM1Z3+nP0hCvtm\no6h18nfwMkLPFqzfNpA7h79f1qsXQlRAkrESQgDw2xZ7hjXZD7+fgX8yYelCuLAaMOWU73SooaAN\nUGMXnAGvIFX6c0dlrexR2+T0ovSGh5ZUUb5fh9rSpzfwCKp8mYYKHGNS2ZI5iL1rFkN3N+j4Pb/9\ndQfjx39ZpssWQlQ+ElgJUcWs+3M1Hyw/x5GzqKCj+kXYHAlPkJPN0YBMIAEVaO0Ffo1QZcEI4CCw\nHjVQcwmF91KV5QiGax3beiyEB+qOPwOqf+wWmLUJQmKBmnaM6r2JFQehTvd4Rj3+LYNuT8bPP5Od\nB3vke+i/tv1TmmcihKgkpBQoRBXj6gqN68K346CxHtaEgGMU9HEk70R1e2C8PbgY4DugFrAFNY3d\njCr9WZcAr9XLXZplwaIEbJbtcNoDzTSY6AcrUuBkIrjqiLh3HDWaOuLiuhcya/LyjLUMHtGJLjX3\nQYITGNL5+4CRx2bChYicw9byh5irkJ5RwPcKISo9KQUKIQDwqAEzX2tO4z6j+SRWz6Ana9Ln6VvA\nXp+7B0mPCp5+MMBcIAs1cqEJKkDKIm+gZDvSwJbl2NerKEGV9etRQJYOtpogMhFGARMcOZVwhsTE\n7kBD0Pvz5hRPtny4Gw4Z4UQNvvnSgaOhsPCLVjRs3OC/w02ZBHWCSuE8hBCVjmSshKiCAmt5EhDo\nzfmzpzkb0RDoCg8shDSDCpYslwXrxm8dqoH9AnAYlZ2yZK2sFWUCgdnmZ1EVp6xoXdbUoUZEdAGG\n6qG6EWpq0OIZ0MeB4R844gieYxk4+A3e7Z/BcRdoUQ1aPtEPYj04FdmVeM2X/R+N5ZNdEB0N6enF\nXL8QotIoKGMlA0KFqIIiwq+SmJiBn58jv/7si/PP8xnyRzs4mgrvnFB9SJD7brpmQGtUUBVC0QKo\ngmg2PwsrEV5vj5alIV8D6gG/GKE+0MUdPH+DqDPqnLwcYdXrrK2TCWHQRocqhbpO4afFofisfYoB\n38/glqF6ruj0fLBEJoQKIfKSjJUQVdTLbzzGc8N/gItD4MQi6OUP/0SpuwAvoQIRR9SdgHpgMKqh\nPRX4hNylQOsgy7ZP60axLjtagqSGwC0NwHAWHE3q+WPZ72vcCuwyYN9J9Rkt+zNPPgSXvlNT2o2w\nsfsteNRszD1DFxAVWc7nJIS4aRSUsZLASogqLOXoENiwAiJRQcYjwDpgO9AT1Xe1wwhjfcH9MuxC\nTWD3qwZLklVQkkzewOpGTF23ZrtBtHVZsFMDMJ2FCFPOJPnhGnRxhoOp6pxSrd5vD5sSwH30fbS1\n/5lNYTVw79qUeybsISpSuteFqKqkFCiEyKtpDcj4FJZPhRbAHmBQN7hfB69thWZG1VeVGs3I5+HX\nAaixBVdS1Eyovfkc80bvFZgfEznN+LvDcprzdcB0YKcZTqWpcmcIufvKTNClKWi9gqnbUcOQEQN2\n20lMvhnSckKIm43cFShEFXZg+16it09l8GJIHriKxKDGvP6lJ707boWXnoUTqGyUoQa/vmUPfs6w\nDbjoCivICZ5sryRlObvqWmyzVQUxo4LDCFRZc48ZFqPOV89/oxp2x8NXITWp1/ETTl2aT3wqxCea\nMElcJYTIhwRWQlRhdw89zroo2HwC3ntzM09/cBJX/QpGDwJOLoTO3aEm0N0XnAyQlaamsbdwh6YU\nbThnebvWd1qXKVu7g4d9zvP5HGtj744k92yLt48Pb7/2dOmtUwhRKUmPlRBV2Oq/fPjf2GjOX855\nLiAA4uLg+Jd2fB/WmhmdL4BrtAo8nBvA7ii4JRMmZUEsOY3qBTWtW49vKA8FzdKyPG8JvOyBtg4w\nNgvaBsHe22HJF3nX2sKHaP8kLh5Ph0awLwKmzSyTlQshKhBpXhdCFIuvnxOH/m6BW8i/4JYFnZ+D\n8+9BjFkNDD2IKqHZBlQFbcRcHpeawgaUWgdWGuAJ3IbKyGka+JphZfZ73uwDH2xhwD9mFj1pxOsy\nYASP98AgJUAhBDJ5XQhRTImJRpZtToZhwRA4FGqsViMJXB2hVfab7AB/1GbMntnP5XdVKY+yYGFX\nM9vX7IHngLuAepDWzYGd54HuQK9mXK4eyNHHe7Lu32BmHW0D7XyhpR33di2jtQshKg25K1AIkcdb\n779J4ybODO5/EQ6vBi0N4s9DNW8IB+Id4LVAWH9WBVZZqA2ZE7IPYCRv5ir7DrsyyVwVN3AzAH+g\nBoVmQoIugx+PQZcHgYYGdH+fZemJRN49eIEFS+rzz3IT8xabmfedH32X6Fm004u1qw6XwYkIISo6\nKQUKIfLY9e8wWp7aAIFZ4NYSMg9Cggl2ojZh7gac10GqSQVQbsDdwFogFDVM05DPgctixtW1giqN\n3HcpWn73AloCWWCa8y+ZB3ridMUEJ5KgGmQ01chs/y7BjWZgyISMTIjLaMGuH44xdIqGwXA9o+eF\nEBWdzLESQuSr/0A9dWvB0RPNgRjOn7sMocvZa3CgY0ptWLtfjSSIAlxQ08vtgeYmiEcFURqwGjWp\nPQMVOOnJm7WyBDWllbkqaqbKNqjSAR1hHtC9c32Cv+mJ09R7YdX3eM+Ehn7wwRvNITSZ5OScw9Rw\nDCmFRQshKjPJWAkh+PEjuPuJd+D4frZcSqBJ49r8/uPPTI5IVwNCD6L6qO7zgL0pMAjAGdYlQoPG\nkGSCQ6dV4LWIgjdotnY92SvbLFRh77Pe79D64QXcDtzWD05uhb7d4MB+Zh9L4PSFpkSEZ3Lo4CWu\nXE4pwQKFEJWdNK8LIQr04izo1PZd2LGGHkcPUXPbZiYHZ6q9AfeTk2E6kQKZWZCaBSdTVU+VhLEA\nFgAAIABJREFUeyT0nKQO9IAdfO9ctC+1zh4VleX9Rc1UWR9bQ+XoHVAZN2egRw0wbYF69mDnyvM/\nJjD5Dhg1tiFHDl0mIUG2rBFCFI+UAoUQXIyCfaemQtTv8OMxiIlWpT/LBHIjak9AX1ewS4F1BhVc\n3a2HKUnw+HR1NbknC+Kycg6cXznQmmb1Pov8mt5LckehdVDlgOoDexH4CxVUpflD/zuAaC4fXo6v\nbitJPs6Y63TnwRYbwJRBjRouXIpKzufgQgiRP8lYCSEAWPjDCkiA/Ua4GtxX3TEXnf2iJfBZFw/p\nBjUYNApYYVT58LdQd9nFZ7/vejoM9DaP6x3ToAHNgRF+4IoKskbB5e7pzP/2NLExdsz+oSYEzuHu\nMd2wP7yBsNVtWPyRO/s23prncLcNGnidCxJCVGYSWAkhAHjqsUO8/nM6y2MgorVBZXgs2SLLIwHY\nDsSgyoONyGlGz8r/uDdsWxvr7z0PRGepfQ7dAFc9476JY/NGR15+LoGZM5MheR7VUg+AzgzbD+Ps\nrUd/dS2e7vDQCHWYH5+HpMSkcj8dIUTFIc3rQoj/6DTQ6WDb/gW0bLYAzJ7w8V+wN8bqTaigRY9q\nYj8ELCWnYd22Ib2grW7KUn5N691QQ0x9gOeXkGaegp1dEKasUziGJ/LTO1B9iDNDV6VBvS7weBtw\nWkt6hgMLZ52kxhV4dAEkpZXzuQghbkqypY0Q4pq6ddUx5t5q9HRLoX6iEW73hsVZsC+7xmcJquyA\nHqgrywlgPQUHVlC++wXaNsRbb2HzOFDdCVreDh4HwSkGLrSFjzaruwSvACnq/d+l1+S3NANresaB\nEUI8IdYNBk8sp/MQQtzU5K5AIcQ19etvT/1aeuon6OEK7P0uhqPVW0FLnRql0KM51HDLzvzUgNbV\nYEId1Y9Vo5ADl2c5sKDvigdmA5+mw8lEOHgG5jrDAS94piEMQI2WyPZQR0/WPOwODWBPMqzaCEMm\nlf3yhRAVmwRWQoj/zP/BwAOPxHHKnAn2ENwIajc7StcfTPBSS2hwAYLSiHqoMTNXJMPmNNh1Re0d\n6F/IgYs7VuF6FBRYmVB3NkYAX/wLswCzC8Qdgm2REAKkk5OVO3oC1pzjUsdlLDkHYSmwfU15nIAQ\noiKTUqAQIpfX74Hpd1Ujsnt3AgwexCTUwqvVKqJ3naXmyjQ1A8oNqIOatp6OKqOtIGdUQkGDP8u6\n30pfwPPWDfg6q5/DUGuOyV5bltX69ICXnvBJ3jRuc7kMFy2EqIikFCiEKBp/YNgAOjTfxLcrQhly\n3ywyMu7l17lGCHRV72lzN9RrqDJVDqgxBtajEQrKGpVl5qo4xzXDJSP866gHOy0n4LMOwFr5w8w+\nrNg0nofug6DAsli0EKKykYyVECKXxvWhQVMPVq+K/++5gbfXYukrl8CzNmyPhEbdoXYKbNupSmiu\nwLeo7M+1slaW10ozc1XYEFHbDZiz33vVBa4OguB0oBpqJIP1moK8oL03f587Sd8ugeyLyKDPuBiM\nsveyEALJWAkhiujkGXIFVQBrV4VTvWsWnyybBI0aACch8AHo7KiCqj1Wb7adfZWf0sxclXAyu6cn\nBHuiypjNso9jB8zfpH72dISE8/TNAOIi6DDaGZ1cMYUQ1yCXCSFEkfTs7UztoBBoeD/Uvcjqr59g\nyMTGGIOANKCBBm1QDzeKFlxd72T1km538/WbHBsGv+6HPY1gm7c3PPoyM89DBj7w1S/MO1yTIb/Z\n8fdZmP0NDOnpSlbWjZh2KoSoSKQUKIQoko9nuvNI3yBIPA31qkFKGnj2gpmr4ZwZ2ujAwwS3AJ8A\ntYEDwDmuPcfKUoIryuXoWgGbLduZVjpUQNdRfd8vaZDq58SEns3g3AF49lPCzvvy9ReLePKZOH5b\nfCstAn+id+tueLRcjMFQ3tNOhRA3o4JKgbIJsxAij8XLhjJq+J///b370GI89o+CHUfUyIJTRrVn\n4IFVah8+e6CNSW1wfBboANwD/IzqvdIoPGiyBD+2E9vN5M2rFydpZPte616rWx3B1YllbyXwy1ev\nwPcvZG/L8xv+Z5NJSkqhT7dwHB0uAlf4eMZSMEtQJYQonGSshBD5at+xFvfem0UDu0vMeB9e/bgH\nsSv2MGFMOnwNGIBegNEdumfAYR1sTYUAoBOwHNiKamY3Uf7b2kDeoMxSetQD3wCHnEHLhEcd4HhD\nOHqMcx2y6NsDLl0q99UKISoQaV4XQhTLitVL8bx0if414cArELHjBBM61VEBiRnV9B0DPN4ePIMg\nKBi66eF/zhCjQVNyZ4zK+2qj2fxuCaos5cBdQOs60KQaxNqDORq6tqRDax133V3OaxVCVBpSChRC\n5Gv82Bn0rw1EAXHwaIcrEHtFvahD3Q0YAPz2jxoSmgic0UE7I4Sa4Th5s1TXKgmWBUsw5Qw8DZwC\n1gDuLtC8I+j/BrfmcPkc1GwIHGbOF+W8RiFEpSEZKyFEvo6E7OJ/09tg9kDtE2gCtpEz3Twa2AGM\ntld3BR4Gdpng/kxYBhyl/IMoC9u7BZuB2RnYnf33ZNjRyh9X3wUculAX7APUAK/jvxKT9CtrNnqV\n+5KFEJWDBFZCiHxdjTVx57TqfJV0L8b+LSHGNSdYsQRXZmCcQQUsNVGT2I3k3hrGOmtVnLv5Ssr2\n+DogE8YHOoMPUN0R6sLeXW68+tYQWrdNgdjlhJ9swOUzQNhVWmS6MnyEM126BdC9F9Tygf59vNBk\n2oIQ4hoksBJC5MvOTk+D4Dp8/vFOnv6mBnPPOkBDVEktvwBJA14AGnDjMlWWddg6Cz+Ms1dBXg89\n3AIOjqH0ve0qJEeCvjdJC7eSXL0lzJ1EWrPp3Nq5CYu/caN1M5jQG96aOQE7u4I2IxRCCEV6rIQQ\n+UpJSSP6ykr+XP8s8AfOy5KhtgucT807G8oXqAvMA651N50l8CmL4KugjJIZ0CdCBLApFfzgfyPT\n+HTeHlzeNtDUcxNNE+Ig1gVSTES+8C6OmQl4ZaUwpQZ43AfT3p2PwSD72QghCifjFoQQhVr0gjvD\nXBJUia+6B3cvSGFpVwO0bwKtU2BxHIxNhnrusD0ZPnSAC2mqoR0K3hewsL0ES6KgMqMlyWQHtEcN\nLnVB9YClukKjDPDLAj9gFSpobOwBParD6Ytcun0DXVr140piKa5VCFHhybgFIUTJ1GkOHjrCA904\n6NiCpZ+6wTOtoaUrnIuDO+uqOwJ/SIB5RpjopzY1vpbS7LcqyrGMwF7UfK1fIPIw7AuuC/6u6u7G\nY+SMZAiLh90X4HY9fpkDeWmKfyktVAhR2UlgJYQo1Mz3dpBZzYTLnc/g2c2bKR8mgj4D3GrB2XT4\nK0RNY/dC7RG47CxY7+F8rf0Crze4KuoxLNmx7IGlLj7gZT4KxxNgH2qshC774Q50aQ0eLzP0ITNz\nlqVe5yKFEFWFBFZCiEIdPQc1xkNtr1do1noZ8//IIuvyCUyblmMaMh766qBhOzgDvFNL5cftyX11\nKexKYxnYWZIAq7iBmVVJ8rgnLL0KVAfiUIGX5XiBXry8LoWj5/1Z/oM3/5s6Ve4IFEIUiQRWQohC\nTXsC7O1zP9dgoAOz49pz4Hw8XDSD3h/6O8KycHiC7D33yH2FudYNdZYAqygsmaXiBjtWewV2cYLp\nTWDrRavX9Oq4q/6OZbxdKM1XP0LE1susWPYH7TvWL+aXCSGqIgmshBCF+vBjMBhyPxcTncmiH6+w\n4JstGNsHgVsqNKoLjVDDQXXk3pfPoihXHB25Ayfrh+X5ospvA+feqHU+2R7udCd6pAsvHwKa6Pg+\nS+OJvRA5EBadhsg48OjSEk/PTPbtOVOMLxZCVFUSWAkhii3AH0beeZG2da6gS4gC573gPhY86qlp\n7B2BB4EtTiqQsc4uFSfLZBtYFVd+nzkA9AXmHIelySz4JJ3JS9pCXRND37qfp9e7sHUtpGfC1b6Q\ntD2UDevOl+DLhRBVkQRWQohi+37R0xjTAxnf1B6t6WOwJBn2/AmzY2EK6q7AE8DadOgGPIAKsIpT\n7rteBX1PIrAC8EqFq0b++MaHwLUH4TzMevBH7hoMD7/aDWNwI3SB8+j2bBqTx2eU06KFEBWdzLES\nQhTJXff05vclG7lvLDQI9OPZ92bDd6+A3SnYjmoMb46aFRWGylz5oe6w0wM/A9l7OGOi7Kez2/Zg\n6ax+joEIB4hIhVseuoNvZq9kYrfqUMcE7bx5YloM336ZXMYLFEJUZAXNsZLJ60KIInE1hLPq+z50\ndDiMa0IsfPQ2nIxUoxXMQB1UCdBBD8FuYIhX09jXooZxxlkdTIcae1BWbEuHlt8tPVrLodpr4BsO\nuJ6khQ/glwmtunPnsH9Yv14mrAshSkZKgUKIIjkXp+PWse/imuRN61kGaBcC5uScJnV3YCewzQh/\nxUMIapRBQ2Ak4GpzwLK6+tiWGy1BlgMQiMqi9dDh7h3MgtjBHL40li63V4NePRg7/h82b85vTLwQ\nQhSNlAKFEEX29ih48m53cEwBkxcsuZxT0nMCmgAdnGBluppk3hlYjBq/kD2YM5eCtrspqfx6uFxR\nPV/PobJnmcDHPdi67yrd+/WD6LmgtYAUe2bPcyao2RXuH3X0v487OUOjxhqH/705rpVCiJuDbGkj\nhLh+dTvy1gFvuM0djLG579jLRGWpfkhX2SE98AtgoGzLftbyu6LZA/1QTev1gbFOYJfA669lAc3A\nqz6cPgoxbjzZ0YNHxp3giSdg2N3w+deTeOdxcC3KFj1CCIEEVkKIYnhvbgi9B08guEE8r3ydBcPJ\nf1BnFtCzCAcszbsEC7sLcCXQ7zGIAepqUM3IL3+8BqnHwDQSUjLgqJHHfjrLnpAODBz2HP9sgK7p\nS7i9I+zcJtkqIUTRSPO6EKLIZjxnpJvLS4TO8IHuo2DVZ6pvKRpwROXG/YAxqC1ubAMujbx3A1qG\niJY0q1WU4CwFuHwM/KpBvBkOheLNaDgNbACcNbj0D5/rAXuY9cRuLj0Dp9p0ZeikEOBcCRcnhKhq\nJGMlhCiyzWszidFGgscV/v3+M0LbuMPLnnAb0AtoC9zvDS6oEqA/6p9vRRnumb2dTLEHiBblKmYG\nxv4Dq5PhpRTY4QHzgVBUH9irD+YcZzXM7Q+0ac2G+Vv5c373YixICFHVSWAlhCiy9VvgiqMG3j7s\n9X+Uk6ZnwXUMdLwVLqH6maqnwh7UbKt0ijevynrbmsICLOttb4rCjCpPXkQlnz67pCawJwG3DofP\n9+d8505Us3vXWA7FZDL2wQXFOAEhRFUnpUAhRLGkbf8F10kAcwCIiNuOR8p8aOoIBzLAXVPzq6JR\nJbitVh+2NLpf607Akm5hY8s68DKismKm7Odb28MVA7yzTD1n+c7PX2LL5HfZMWccB0J/5/ixE6Ww\nECFEVSHjFoQQ1+1M1LMk7t5Iw8xD0DITHF0g2ghLMuBPVOBiPW3dTNlPXoe8GS3LzC1X4NMhsG+F\nGguRafUeO9jSqy/PPPs3F+IhMb0c1imEqHBk3IIQosw8PO5D1oVGQmdfsHcABy9IylA9VpZMkO1G\nzKWRkSpMQce3ZMyiVkDTIPBxBVd7mNgaJo6ACbfSOOxvvn8ZageW8RqFEJWOBFZCiOuWmXkrE24f\nDK6REOQGAf2hRTNYAviiNmKeRd5G9rIOrqxZrnavv0jLiy5QAz6YE8nRRqkw2sDitcdZfWUtdB2M\nbxcdzbvZseZF2L7//XJcpBCiopPASghRbM1a5I6I1v3UGZfQH2CHEcydIeR7eOcYvILamFkDNgEd\nHWF6YPHv/iuu/DJilr9ffZsjk1NhqY7p08fwwfomcNiJUVMnsWNDfarpX+CgzouJHwUT5e7KpUuL\nynChQojKRnqshBDF9tIrdhhi60INe4g4TuNWDRlVrybEbwddW/jroJpy3gs1jf0UUBM1rDMC2E3O\n3Kqy6LfKbxNmSzCnB14F3NyhVU2o5Q6f7VMBoH8Q3u0vkpauFjRpSm2++uJiKS9OCFEZSI+VEKLU\nvD8zi+pZMbwytQmvdNBoFewAf59UwzbXHFQbMtcGvFCN4c1Q29yEo5rFrZV25qqwbJXl5xZAr4NM\nHew8Cf6wOhz6jI8nIzMnypOgSghRXBJYCSGKLdMAZ/GBLXuIv2LmjfePQkCMelGHygolAhuBNu3h\nAjDOFR5FzbayVZrb2uQXVGmAB+CmAzc9zPqTPdFJfLLMG9zdaPOSRnSmC7v3JmIqzU2hhRBVjpQC\nhRAl8vBYfz6ZnMFDc6/yXR9UFsgyI0oHDHaBhFQ1x+oUaqZVJjljF2y3sLnekmBBdxq6oybBb/KA\nX9zA7MTv9v54eEOf/u0h+SwkL2PL30HMW6Wx9NfzGMtr02ghRIUlpUAhRKnatAceel/j6x+aQ8A0\nfj4HlyzZKBOwOlVNMW+KGhiaSeHBk0bJxzAU9jkNNRE+PRPCr0LtSB59eAsPjt3PyqV/QNoKnpoC\nPWpozPsiiO++1/HMCyNKsAghhJDASghRQqGno+g/yp8Ggach9luGvgE+PuQOcuyzf48p4kE1ihdg\nXeu9OtS2NZeBX1KhZip4p3LsQnPqBaXQt3dj+N2XSZkwfXkNcG/BPfePpk//kbxwDzSWOVZCiGIq\nUmCladpATdNOaJp2StO0GQW851NN005rmvavpmltrJ531zRtiaZpxzVNO6ppWqfSWrwQ4sZyuxjB\nuYOrITIJV7f70Nf1B2fUHYG1PCAQaNgMBvZQQVZRWQ8Vze8qZb2fYGEBmOU1E9CyHkSYwd0Bzx1H\n2TQGnL9bB2GRNHaHD9L/hUVz4Z1FtNk2kjOhYOfpX4xFCyFEEQIrTdN0wOfAANQNyWM0TWti855B\nQAOz2dwQmAR8afXyJ8Bqs9ncFGgNHC+ltQshbjRfX1jbjzP+AezecxzuSIbB/SEA6OwDE5vAqSgw\nnFYbG1srTr5cZ/MoLjPw4FnV7/VhBrwB7EWt8+67VLM9wF+AE8TVd+Ocix9dutUrwZcJIaqyolyi\nbgFOm83m82az2QD8Agyzec8w4EcAs9m8G3DXNM1X07TqQHez2Twv+7Uss9mcWHrLF0LcSM+/coKs\nIY/jfXsQK47W5II+CbpnqPLb6dPgeQk6xMPZqJz9+G7E5HVLb1c4aiREJtATOAisP5g7Q9YCrtZr\nx9mwRL79ckc5LVAIUVkUJbAKBKyHuYRnP1fYeyKyn6sHxGiaNk/TtAOapn2taZrz9SxYCHHzCAsH\n95qf4e+1i48/X0PTJmDcuZWU+sC9DcDekcRIMwwBHCl4aGdZyO/qZgmwqgNXgQTg/NmcwOrBenjf\nqfHGSxGMvb8LeulCFUIUU1lfNuyAdsAXZrO5HeruxOfK+DuFEDfQZ0fdeOUn2DQvDLPpBead94K0\n2mq8Qn7BVHkHLzpgNNDWSQ0x1eD3CAhzhQurzzKqlZlpDUM5f+hv/HzKeW1CiAqvKJe0CCDI6u9a\n2c/Zvqd2Pu8JBy6azeZ92c//hgq08pVp9ZAxMkJUTIG1+uPXxpOjjv7A+2RpZogwqUzRKz4ql227\nGXNpB1eFNbW3BO6dqUZA9IGXj0KqP8wzw5wk+Oib0TRpC2lXIeJyKa9LCFFhGckdpxTkmgNCNU3T\nAyeBvkAUsAcYYzabj1u9ZzAwxWw2365pWmdgttls7pz92mZgotlsPqVp2quAi9lsznNnoQwIFaJy\nSEldR8bBgei8NOxdIOWgCddV2S/6azDZDC9l/72N3HsGltbU8/xKjJYGdUegZzVwSYb7IHkPuHjr\nyOjmglmbjLPxa0bc58LCz33oNuAIJ86W0pqEEJVKQQNC7a71QbPZbNQ07TFgPepy9Z3ZbD6uadok\n9bL5a7PZvFrTtMGapoWi5is/aHWIqcBCTdPsgTM2rwkhKoHNGwYx49k1zF8YBKY5OMaaYaUZLoCr\nP9AZdfU4bIb3UfntLHIPC7Vkma53Mwh9Ps9ZMmIaKni7K5nE03eQ6NKGWtU+gyw/nDMjGTtpLstW\npACJPPfRJTKucylCiKpHtrQRQly3L1+E+/ujGsIbPwgfzssJnB6yAx8dnMuETai78Tah9hFMIm+W\nyrLlTXFZ+rcKet4SuNkDgyG8zx1cjFhJlwB4beOdkLyH5X9lceqE1P+EENdW4oyVEEJcy/SPwcEf\nRjkCC+epwMgSyEQbIcyk8tWnUD1OIajNmPPLUukoflnwWlvaaKjBpf1R9y9P8qdWNW9qBQGeNemu\nGRh6m23rqBBCFJ/cTCyEuG5tmkKvXveQ1TAQapJ7q5m1ZthjglhUtmoWcB6V0SqIhirpFWUUg57C\nxzboAG9gbYjKVr36CVecW4F3AgQHglcT+tbazbx5g3B0zKkjznipIY2b2E41FUKIwkkpUAhRal57\nuxbP+ITDEVSe3EIPdGwFWw7DAVQ2ypKRKkrpL7/Nm4vyz0JLcNYPFfB1AFrVx6/pOS4lrga2wuFv\n+XF7K4L1V/hifQYuGSdYtLIIxxZCVGlSChRClKn7+kJwWLi6664GqtRn0RwIyAB/SjYQtKibMufH\njOrn+hIV8DW4wrdzzLDiLTh9EM6l4XZkA05NPZlax0j7llDPCG+vKeH3CSGqNMlYCSFKhb0e9j0H\nwT6oyeZNgd2ohvY7e0DIv3SelsiuLkAoORmr0hyzYMtS2dNQ0/VWavCzGRYAP9nB71kq2MpA/TNz\nYlPYexJjLV9e2OTD57MPl9HChBAVXUEZK+mxEkKUigl3Q0BfH7Y6wdZ4uOpVR2Wthr7BF5/uIDI0\niV1DUIGWNUs/VWmzvbpFAB3M8DHgC3yUxfy/IDQ25/vHjj7OX2YTX+6IkqBKCFEiElgJIUrFhVRH\n3tvgzcDJMPAp2Lu3I3QCIj5gyrvBBAzUQ3egTvYHbP+dV5p7Btoey5KYt/RzTQQawPiaEOyR/f7a\ngB8MexxOxPcvxcUIIaoSCayEEKWiV99bWL406r+/n3xhJ+Zue8AvFbJaQuOvVPN4E3IP7MTq97IM\nrqytBDyBFtlr0QFx8O4rGrtnwLv3HuL+0aW4FiFElSE9VkKIMuHl7YaTkzOnTk+AxA/BazKci4X7\nFql+Jh0QTd47/ko6INQiv0GhmtXz3sDPwGYgwgGGv4tx79dEdRsHG78mIMtAvaciiEm4jjUIISo9\n6bESQpSrbz67lVPbH4CT70K8H5iqwbpFanubUcBkoDeq0d12Q+aSZq4Kmr5uYQaGAKEaJAKDg2Dn\nqyS3HMeE0S/Q+IFzpI/+hXt7l/D7hRBVngRWQohS5etrzy+L/Fi3Yg3mw7PgF+Cni5C4BbxQM6XC\ngUggEDWaIb9+q+IGV9cKqsh+vWY72K8Hex9wcGLG4iRmzHiDsQ90AmDcqIf5dFkxv1sIIbJJKVAI\nUarqBUDIJ2BorWE/26xGGZiAZhq0NatS3EnUFjNpwE5gHXlHLpjJfzBofqwnvRf0GqgS5PsBcPHS\n/9u77+ioyvyP4+9nJoU0Qu+9SC/SBSmKCIgUOy4oooKK2NayrmJ31VVcV1fF1bVhQ0UUFVBQUBFE\n6YJ0BUInIZSE9OT+/riZXyYxgUCmJHM/r3PmSGbuZL73nDmPnzz3ud8HOjSCqs3JrtGa/cen0a6Z\nRW5u+RgPRaT806VAEQmInp1h9zY4tjgaJre1n3QBtS17v8DZ2Jsw5wBrgQUl/CLPDNTJWjGcbEsb\nz/M1sWfM5uxl8ZE8ht2fypMfNiAjcxM3jo+lRUuFKhEpOwUrEfGpWvVh4gewok5/eH5DwV13P2Lv\nFxgO9GkCjwCfU7oZKfcJHifi6ZHVD/jbAPuOxGGXsz7yGeZ8eyP9z40n/UgMffpV4ba7mp3yuYqI\nFKVLgSLic1eMiQYrjtdvPID5DntNleeSXBcgLAr+nQ65FO7A7uvhyBPqagLnVIMO1bl3QW2mPP0Z\nsZGXQE47cIexbXt9lsx/mNTcMxg4cB1dO/qrFbyIhIqSLgUqWImITzWsA199Wo1a27OIPpIK27E7\nsOcCZ9SGC3vDu5/CXOA4/gtW3uuuwoDRQB2gd1WIPAJHq8MrKZCVCTGQ0hdcByDmhol8/ParXDPB\nh7WISMhRsBKRgGnXGEZ3hdhwmPh4f/hlGezIhJFxcLgqbEyA+cAmCvet8mW48l607sa+BNkEiMDe\nDHpYTdgRDT/vBBcsczfmx9RsKne/hDtu/Y+PihCRUFVSsAoLQi0iEuJS0uGFbyHxKCQ2Tub+C/Ls\nvlHLM6BhOvQNh1eyA1eQBWRjL553A/80MPsw/JH4/+u0jh9PJ7pbX/5298uBq0tEQo4Wr4uIzyUc\ntEMVwIp1Luh3F9zQD5plQ89usLBVwV1//tjWpqTfkwcMALZYsC0HsvKPi4Dd7oPcc/sn7Epqytxv\n6/qgCBFxIs1YiYhfzZ+3li7tspjzxg7q9hsDx76Guin2i97hKpeC5+D0LwmeKJzFAH0rQVQG/K02\nvBYFcbWgcgrj2qczrs8OOGQwrsbAvhJ+iYhIyRSsRMTvJl5Ui7ptY8BaC3HVYI+BFol2mKoMrMdu\nFpqT/4bTDVcnm/GqBOwLh52ZvPS9oZm7Kh2HNaN+6+OQ2xqipkGDC3nlr5+c4geLiNi0eF1E/Grt\nhtd47d8TmHx+FA1/TYf0MOifB3XyYDmQhN1fqhZwE4XDlFXkvydyss7rnp5WfwdWwnnfwIf3QGz/\nZzm2+x4G/iUOclIgLIbftx07zbMVEafQXYEiElCz5lzO4AFNYcEcyKoBi76zZ6SqARcC7Q28a9mj\nUyXgdezXSxqSSrpj8GQrRb33EAwDOgDPf0C6WU965nqq1a7MsiUw8Ox3Tu0ERcTRtKWNiATUl7N/\nwFr8TwjbDDnLCpp1VgXigdcsWIkdfFZgh6YTXcbzBKSijxPxXsM1epzdZqFnBByczLQnXmH12spA\nJYUqEfEZBSsR8Ys3Xt0PZ97Gyko1mDM3115PZYBk4AtgP9AHmAH8ysmD1elwARdeCRfjOxhBAAAg\nAElEQVS2gNtGQT2YOiePkbdl0nf4TQxsvA3S1vDGvT7+XBFxLAUrEfGbuDrPk5QZzu7sbIjCXuN0\nHDtUGQMtuhfcDegvcz6ABdvgkYvg0Zasj2/EOx8t4b7bH4fkn2DGci7/xzRScvtx0aWdSfzNz/WI\nSEjTGisR8ZuPX4JaNSfQLfk1OILdpDMTey3VeODbtvD2hoItbzx8EbY8lwANdtf1i4GOQId6EN+R\n5Ge/5vBWi+ZV4f0dsPgYTLy9EvujLS4dnumDAkQklKnzuogE3GU3w8yn34ALLoHIReCuBiu2Qa2a\n8EkSRFazt5jJKPJGQ9m2tvEe6izsoPYF8DNQby903Etmb8PRDCAN9hwFqsLUlzI4a1RkGT5YRJxO\nM1Yi4leN6wER1cA6xoa1rWHmehh8F3w61Z652gwsww5ARTdkLkuTUO+FDp7ZKzfcuRseuQJiK+V/\nXgbkdKnGG2nXcP89/6JGLUPCzvIxLopI+aV2CyISdLPmxLLwbTiWkc20+6Jg/RH4CthK4WDl4b1B\nc2kVDVVQKFgxJQo2pMNBr9frRPLZb5ncMBNSdRVQREpB7RZEJOi++7Y3fYe3YdrL1aDHo9CgK9Rt\nC60q2aGnpEBUWsWFKm9VgfQcGAwMgKWRcLBDT5jQiJb9z2XScAhzn9IpiYgUomAlIn710D/6//+/\nn5y0iwsbr4WYYfDLdPgjEfofhkY5MAzoht3jypunX1Vpe1wV95pHJrA5D34E+lWnTj2IGtKdC0ft\n5J2N2RyJrkZe0VkzEZFToMXrIuJXPy34nknjYNJAqNJ6I5PGwhMt/gdX5x+Q7rIv9x0HjgKpxfwS\n7+1qvC8ZlnZGy3NMA2BYLvwG5OTRLN6QHRbPoiVZLFqy+HROT0SkEM1YiYhfHUyESRdWommW4cgs\neCIW2AOsAWKAxgPgurPhIiC2FL/Qs1bKTelClWeU81zi2xvGvANAdGO4YBz9hr57KqcjInJCClYi\n4ldrfoPrn3Mx+X0DkQPtJ93AWuytbD5ZCA//AE/kPwe+G5m89wgcCHQCWgwhqXY3nnspDWqP4t5J\n4T76MBER3RUoIgGyYPEoenfvBp9MsdsreNZFdQA+AA5RuM2CL9Y6eRbEX4x9qXFQW+6YEc1jz75B\n2uHLqLU9Gaolszs8l5mfwP1TfPCZIuIIuitQRILmrruh2+H17Nx4JlP+F8P6w9ihp30te91T0b+q\nTnZ3X2l43m8B8+D8T4Eu+3juwdbEpl1ErWc2w8eJ8GYuEy6AqpvhyWdvJrJSRBk/WEScTMFKRPxu\n5erOpDa5jIWvj+WCR65jhrsB1DXQrr29zU1d/DsaZcH8HsAzh5kz5l0yX/wdmmMHuFwY1QaoCUt+\neI3cnCw/FiIioU7BSkT8LmHHQTLC93D36ymsWz2fx29NgTEWRC2EXcDZxbypLLNW3ncLWtgd3tcD\nC6BZC3BnAgcKjuvULAZaDuX3rblqtyAiZaI1ViISFG43HFuEvbbqMPAS9rqq4oLNqWzKXFyDT0+7\nhjBgCJAbCWmZBcdXhpwWkNVnCI3afEN6es4pfKCIOJHWWIlIudG7b3dG9gM6NINBTWCOC+oDZwKV\ni3lDaUeqk3VNrxcNraLh3ilQDzZkwJHOPchoBv/5Ejp1+0qhSkTKRA1CRSQgHn0yjry82/lh4WO0\n6xDFUyOA/RZszIUeQAQQhz0qraDwLJWnd1VJGzN7NxA90WttXeC2IOkBuPAuPvrbVDZ8HE1UKkTX\n7k6Pnhl8NmedD85WRJxKlwJFJCBq1HTx+wdVeen1QzTNhBHNgRZAF6DFBTBrrt0wdB8wnZJD1Kny\nBCsX0B64HOgIK3bN59sPz2fmPNiwBaKiKpFnWWRmaBdmETm5ki4FasZKRAIiKTGPsY8mM+POMKie\nAx8BCdhrqtbMhRXwXhS0ToCuvvxgT6iqCVQCGsRDrVzCfzifnfsg27QEtpKenuHLTxURh9IaKxEJ\nmC49XTz9ayQ75mCPPseBbcBWIALGLIWuCT78QBfQpTlcNxGusG8MfPqdemRaQ7nsNqiVB/M+PAeA\nDh3hjFY+/GwRcSQFKxEJmNdnRNG3UXOq1McefVzYl/uaYa+p8u64Xpp9AE/E8/59yVB1OeyPYm3z\noeTEDsJ9cAWzHoaHr6/Pw0+8S7Xq0Yy9ZgBJiWX8TBFxPK2xEpGAcRm4Y3g4j47O49jhXMLCIboT\ndL0YVm6qAx/2glc+K7xw/XT7ShmvRxegKnyUDBHrYNSVwEHsRRK33krK9y8w6zBMurNMpyciDlLS\nGisFKxEJmDrV4akHzoUae/nyi9qcWW8pt1/VADbthqSOMGMlZPHnvlWnGq6K3iXowl5R6sZewN4B\nexud9UBTmLh8OJF5X/DGe6d3XiLiPOpjJSJBt/8QXHP7Qq4Zu4nwiDDCXNkQnQU1gIbugjBUdKg6\nlcuCJbVeyIWlR+AXN3a39w3YI2AEPD8mgtyjp3o2IiJ/phkrEQma8HB4cdqDjL16LvyRBNfusLef\n8ay38h6eStN+obhQ5XVJMONsMAMh8megVgtodga02cuBL9bQ4e9wPN035yUioU8zViISdA0b1eLR\np66hS7equN1w5Mgoxo5ZBgeu4OrxO+weU08CDYFYCockT9sEF8WHp+Ke934dqFQpnMiWzeHuV6FF\nHg9/l8OMpXfS7SGYfLnPTlNEHEwzViISUJNvakLn7tFsn72B+64ATCU4mgkdwiAnDrYk241Dp2I3\nCy3rEOUJXC6gHnDrUJ79+FvuvDmWRZs7ct3N6zmwP6mMHyIiTqMZKxEpFz6euYO8zA3cdxGwGlie\nAb0sOJoLu9PsS4Grse/aK2vLBSjceT0eiJ7HM+9k8WvOLTz8z62kHEv1wYeIiNg0YyUiAXX9ja3Y\nsyedmZ9ugCmxkE3BXoCJwBYgk4KZqqJ3CJ4Kd/7v7gnUNbyXaDHx31ClCvToHsn7n0TRv88R9u4O\nJzMjmzStsRKRUtKMlYiUC/97ZTNt2jaAnXdDR+zw4wIigUsMNC7yhtOdtfJ+Xx4wNoom51Rm9CWx\nbPvC8OnVmcy7+QgdomDrkjZcPuo0P0dExIv2ChSRgHOZvWDOgs71oUVvCK8Jeblw7FV74foW74Ox\ng9GpTK4XvTvwEJB9H332/pM+5wO7LFgNF9eBtXth/FW/8sXKMp+WiIhmrEQk8Pqdm0tOwx5c82hD\n6DYSdn0GcZ+D6Qy/5R9U9I7AU5258j5+O3DjU/BhCqxKtfcmzN9O564XI3n03QanfzIiIl40YyUi\nATfi/F3AFQA0qLaMB6Y+RWTuY7Azzb4kaCg8Q+UJVqWZufIsVPfwHH8sFfpFQhsLtmaBgV1N4d6b\nMtm5c7cvTktERDNWIhJcm7dC5s7FPPqQxYL91eBsoDdQlz+PUJ7WCcXNXnkWwBd9j+f4MKB5fWhc\nDwYOg9o1ef3H9lQxMPMfPj0lEXEwBSsRCarBI8+kcuWFDD+YRtvt2+F8oFoY3DMZirtC5zrB42RW\n7YHqZ8DAqtC6JjRpy1uLYOSDPjsdEXE4tVsQkaBwuyDhVaiSjN1mIQIYBNQGWkbDx2nwIbCXU9+E\n2ZsncLnhk+PhRIyMYfgUGHXBEc5oBi+9VqbTEBGHKqndgoKViATFmHH9qe5OY3z8cs4IByphd1xP\nBRr2hulLIQF7jdTpBivPZcBa+b9/4Flw47WQ8hRLl29n0MCyJDYRcTL1sRKRciU9LZOcuBzCBhmI\nxm4KuhHoALyyFHZRsPC8LL2sXMANteChV1lcJY1lS36AuK6c0aIl09+Op3GT8DKfi4iIh4KViATF\nrI+XsePH1TRLseC2ARAOtAY6Rtl/CkLZtrTxvNcCSATXg/S6pD/dfpsFf59FjVe3svntY7w1PrsM\nHyIiUpiClYgETe1Whh+jLiazUhuYZPj3Avj+znSYN9S+w8/jVPtYFT3+SQvuPUL4zPWEHTsO17kh\nO4/7elncNg0+mHWVT85HRER9rEQkKNxuw9ArLmPwiI+YOKkJzcMt+5LgGUDW7/ZB3v2sCs1AnUDR\nAOZZo3UoA75baP/+tzLt4FYPbhoFK797xwdnJCKixesiEkSNmzRg5w67OWebNjUZO/ZMzuySR/9P\nv4HN2Bs051F48bpV5L/eipvZ8u5j1QsYD8yEtRasihnJ+A6r2N+2B80bfeK7ExORkFfS4nXNWIlI\n0HhC1aadV9AweQ7E7IS4c2Dbz9AwBXYAXYHpFIQrU+S/peEJV4lw+41RPD4hnZrnLmIwP9Ft8Hz+\n94JClYj4hmasRCSoenWGj18Pp9rGbFgHNAUGDYOv5thh6GMgndNvueDp1h4FjIbvY3tyVrWV/OXF\nbsz7cplPzkFEnEftFkSk3OnSrRav/68R1Uy23V7BDSQDX8yBw8APQFYZPsDTkT0caAkk1SSmEZiu\nF/DfN2sz6pK+ZT0FEZFCNGMlIkHjchnCwwHLIvkN7D5WBrsLe1Pgv0Au9noqz+NUuIHBwATgrWg+\nqDeYyJi6XNx2OhzIIKfvUHJyUziwbyRtm93hq9MSEQfQGisRKXfy8iwyM+GtW+B4GOyvGUfzenUg\ndiscj4IabjiQWvjuwNLyzMfPB3LhaMM03pn6KX/rA6wC6lUhLP4IYQ0m0raZ2i2IiG8oWIlIUI24\nOIzb3slhXYZh0PnxLNrZkOv7bYW4RhCfbAcrsINSHqULWN5/Q1rAIohvAXNvjoGGFqxIgwNHmP9J\nGt8duM3n5yQizqVLgSISVHXqGpKSLFwuaN7Q8PcJFpdcDfwaAY9l/XmvwNLsHehZsF705/5uez/C\nP3IBOFgJkppA9zG+OhsRcQotXheRcmn/PoucbKhduxZXjAnjkpsfpVO/6pCXBXcCbarYd/R5GOy1\nUyW1Wyj6mncfq1gDI4ZA1QgyL4ggo3sU9zznj7MSEadSsBKRcmHT4mu5+8I6MP1B1v56Adv3w6at\nwLX9oCF/DlIu7BBV9FGSuDAY1RSSUuC8y1iZ05k256fTtb9fTkdEHEprrESkfFj7L0iNhz2A+ZQo\nN7g7NoQaDeGPMvxez4yVy0B9F5gUiL2fB8++EICpz/qgdhGRfFpjJSLlwvHckbCkOcz/lz3z1AJI\nAL5xQXZe6ReuF+UGrgYOu3m/Tm0iIwdxSceZLD54DkMGfOnDMxARJ9EaKxEp17q1mA3H34bK0fbI\nZIVBTjhY+SvVT2e0cue/bz8kDh/OAzfupWbGzxAeSd8GLXnl8cb8743LfXcSIuJ4mrESkXLh8Qdg\n/45GTLzsIponPg8tIuEHAwsz7M2Y4dRmrQwFdwN2hnQLftwEg64DNtmHfHUQbngPko75+GREJORp\nxkpEyrXX3oYX30lgd9hHcIEbut4E7rp253XP0OXZouZkPOuqwA5iayDqNxhUF3vrHAOr98GaqldQ\nvX4TX5+KiDiYgpWIlAs5VhwA147bR5ezLA6kbIC4wxAL1K8OlePtAz0zUSXxnqnykpgFE3KjOVgj\nmrxaEbTpXJ3LG32ISdnh83MREefSXYEiUi7cfHN7EraspX6NbG5pn817T67nmmsaQ8ox6DcAvjwM\nPy60D/b0siraKLS4wJU/exVVCc7tYPF1Mlw2rDarkqYwqO8N/jwlEXEgrbESkXIhJhqeuSOStrVy\n6J6UCzWA86MhrAG8uQWWYF8WPFWeGazKwGudoUYMHDqHc0bO4Zdlq315CiLiIFpjJSLl2vE02JJV\nm+5V4+zZqMPAp2lw2xZYyum1WgB7lOsJ1rlu3v1qPzM/rosV+zSPP53gs9pFRDwUrESkXGjYKIZ+\nA3qT3Lo1nBEDLQxcXhnal2GY8ix2rwXHxr9JckIzLh3RlbF9DFPvO8SUG6BpQ1+dgYiIgpWIlBO7\nEo5z8bAZTHriKPcsi4BeYdA0Gv7iNdNezKL0k8oFkiH+nZe4tfpq2GN47/IwPr23Jpnudmzf5cOT\nEBHHU7ASkXLli8828r//pkL9f4CJgE351wCLbqx8Mt7HLAUWboAOf4E5/4TcNDijJlRp57vCRUTQ\nXYEiUg61aGmYPSuXw2l1uGZ9Ipkx6aRkQY1cICf/oBOtufLuY+VhpfD5uteJ2AJDLq/GrvRG1Eid\nR2QkZGb65TRExIE0YyUi5c4v07NovvHvtDVr4ZY6HBoLy5sDcV4HlTR6lXS50IIR/cC0hKye/Rky\nag1Wo5ZUr+7z8kXEwdRuQUTKjYsuq834CecysNWP8PYu6AukVYdNh+w7BWdz6i0X8nteHXXDG2fB\nmrVw8Gglfvguw+f1i4hzlNRuQcFKRMoVlwuiwuDgQ/lPhBlYCGRb9uW/UwxWTyTAkOfgzJjqvLfn\nMaIq/YfbbtzCB7O7MWTAzz6uXkScQsFKRCqEuXPakvrTBupkx9O1eyxcUAt2NILJs089WHk6tLeB\nY1fB9GkwuT+wFy77GDYfhd93+OMsRCTUKViJSIVwwTkwdxE0blqD16dfxlk134WccLg12Q5WFn/e\nyqYk7vz/hgHNgP5AEnAMfu9Uh6vu3c/a33x/DiIS+tR5XUQqhLmL7P/u3J7E5t/eg0ZVoFJK4dGq\nNO0WvI/PA/YA4UA84IYGkYfo1cxHRYuI5FOwEpFyxxiYdGM1dq11k7jnJcioDqOBhhTs/XeicFXc\n6+fAlxkuvo67jc0jpvN7bjZZMX46ARFxLF0KFJFyJzICkr+Nhe9ToR3QYiSsmA3fAHuLHFzcZcGi\nfzK6gMoGnujG3O+PMvaWLWRm+6NyEXEKXQoUkQojKxseeyrVXiO1G5g/G34CjhRzsKuYhzc30Ba4\nMpZvdg4k4WAin8670Y/Vi4iTKViJSLmTmv0BD4yHbANWOtAk3F4jlcnpjVqVIan/M8z64EVubJ9F\n/8xXOH58OndP8m3dIiIKViJS7uRyjNnU5OHEBhzpHQH9H4Kx9U79F3km6aMgbsmNXF85FQ4dh19h\n9vNXs/V3n5YtIqJgJSLlz6TrH+cvlybyy88RmHbj4MjXsC25YA/A0twVCAUj3Pdw7CWYthRIBtyw\nYi189rU/qhcRJ1OwEpFy5923dgFw4cgmxMXFceGlKyA6A67D7klVmnBVZHQbsiGOZ+bdAD0MTLiO\nt+f5oXARcTzdFSgi5U5kJCT/CiwB9sPWRo1p2bY3LP4AvsRuEgold2Ev2m7BBYfDXAzZXZ2J5ydy\n74uQpq0CRaQMdFegiFQYubkwdQb8GjEUKsWy4NOd8NkHsKHIgW4KQpTn4aZwqKoOdIfIAeFcNroN\nr843XHdTPPUbhNPzLP05JyK+pWAlIuVOTg7Mnwm1m22DyCwm9ccOTDuKOdjTMLS4VgsAmTB5AVz5\nheGsuoZ/9bJYvyqDT6aG0++cWP+dhIg4ki4Fiki5dMHw86lSNZ577p9Jy0QLsoDXgUQK9gwsDRd2\nKIuDD+MgMgtGdQlnabc2DOr7q5+qF5FQp02YRaTC2rO1Dbs/20j7jEhYnHnqwcoFVAFuC4c12Xxe\ndRg1onswaMRDfqtZREJbScEqLAi1iIic1JldIToGRlx0D9ayr8jODIduYVAp097aJo+ThyvvS4M5\nwB/ZcHZXJp71NWe1neO32kXEubTGSkTKpd/Ww2Vd4a2XX6Xq4V85c2Q29K0HEfkHnKzlQtHXomNh\n6Bho1hiMi/m/+KduEXE2BSsRKZeyMiG82V9560o3ZAPfA5O3wjwKZqpKClfe7RYMcAWsPgqvvBfO\nN3PcdOzU3O/1i4gzKViJSPmV+hIjX0nmjZVAx4ZwUe0/H1P0rsCio5oBwuDDmFRWLv2Y8yLmMP/z\nzoy5zM+1i4gjafG6iJRbTZu52b0rl8VLIugQFwnf5sKcNHvGKq+Uv8QFNILsMEioC82rwrB34cBh\n2LjZj8WLSEjTXYEiUiFVjo8gNTWHylFhzOqTRc8YwHJBWl7p7gz0NAyNBy4BEitxpH4Grf4SRmpq\njj9LF5EQps7rIlIhrfq+H3dMrMGemb3p+SRww7lwXdXSjV7eQ149oCVwxaO0HhPDLX9t75d6RcTZ\nFKxEpFy785ZveHTAQdjxHWwG1gFfHLJfPNEIZgpef2wLpDSD1xfFQeXDQB5PPrrGn2WLiEMpWIlI\nufbA9UB7IBOoDHy/EHblv+gVngrxvlvQBbc9CL2fisEdM5LZs78Bspk1R9vZiIjvqUGoiJRr292w\nZuVFbFz9KVemQRs3kOt1gGfj5ZJYcM/9sO6841D1XdgFDea1Zc36HX6tW0ScSYvXRaTcq1U7ljfe\n6szuPZ256usX7e1pdpfyzZ5ZrS5h0KshmL08OzuTbVldmP7GKv8VLSIhTXcFikiFtXxhOG1zq0PH\nenCsNqyZB29TeOaqJJ5g9dZ7kHknuPIYMjyRA6nV2bIpyb+Fi0jI0l2BIlJh1W1YGTbvh+WroGE3\nWH0Kb44AKkHi+1eREtuHcbe3YvEKS6FKRPxCwUpEyr0XpqVC7xrg6gBpT8Ov2D2sTjaCuYDmwCho\ndWceHz/+CX0aLubKIX4vWUQcSsFKRMq9P3ZYfPydBWdfBj9RuD9VcfsFej+3GVgB/+kGOQdgYjvd\ntSMi/qM1ViJSIUSEw7xFtenV5ADcjL2+ynv48v530eDlgry7IXMVRIVDSlOoMzQQVYtIqNIaKxGp\nsKIrwdTJ0Kt2ZXI/gs3DukOfPoUPMhQ/e5XvUJU7uXVlf8Z931uhSkT8RsFKRMq9Zk2rcN3wzvDV\nVnLbwaYPl8P6JSWGqEJcQHeISf2JUZdUA474uVoRcTItNRCR8i83jekLdzLtLfjpQRg5AliIHZpO\n1HLBlf/oAANv2gqsJ2FHCgu+gUHn+b9sEXEeBSsRKfdywhrwe+4Apj70PlxaCV7wmnVyAXklvNFg\nr716F34akA3nHoP90Ola/9csIs6kS4EiUu5t2vAHU598A2q3JztyGt/vAjxb/XkagHqvsXJRsM2N\nBeQA/3yCbXtgex1Y+2uAT0BEHEPBSkQqjhUruP7al4kafRXcdTlE599L7AlTnkcxdwXeeOOr/Bwx\ngGsegTHjAl24iDiFLgWKSMWRCtPOWkz0ymWwBsjMPvl7DDAFnmvVlPCIxsydl81nM5f4u1IRcSjN\nWIlIude0eT3mzRxG+761iK4L9MguXagC+5LgarjmvDmEbVxM2A6FKhHxHwUrESn3tv++l6GXzuH2\nj6qT2XM4Mz6i4HLfiUYxg72w/Sv48L+tYeNKAKY8UtW/BYuIYylYiUiFMXBwJFlVWzAnAXh2PAyK\ns18orp+VZ70V2C0ZwnYxJy2e+b/BzA9TA1KviDiPgpWIVBixh9cQ98FzvHMXcPxX+CWr8F2A3g9P\n2DJAJOyOuYg/Eo9yLB2OHY0PSv0iEvoUrESkwnj/M+zQlBYOc9dBSubJ32Rgths6NX+DLZ/DtcNg\n3Zbn/V2qiDiU7goUkQph5MVdqB61D85JhMqjYMcyYFep3lttN7x/Oww+A+h5B9dc94JfaxUR5zKW\nZZ38qAAwxljRwS5CRMotl8tgWRZVqkax+9BseOVp+OYbuwHoiYax/LVWLRbAtmeBZm7qXJhLyvHA\n1C0ioSkNsCzrTys8dSlQRCqEvDwLy4Ldq1+ABRdC28VwX6OCbuvF8YxwBja8V4uFUTEMeSRSoUpE\n/EYzViJSYdxwE8TthEeuA5KA74Cs/BeLG8oM0AkIh/uSzqBO7Sw+eD+PX9ckBKZgEQlZJc1YaY2V\niFQYl4zuRc0aSUAMfBcOuSsKXixp1monMBouWr6FL1ZFcUaMhbYKFBF/0YyViFQoxsDEiefzr5di\nYMo8+CPD7lNV4huw/4S8BMiNILHFMNoNmMPx1KwTvElE5MS0xkpEQsLksfCvmzfAoVXw+MV2+4UT\nyd+UefrGCLY0OY+LbvhZoUpE/EbBSkQqlKee/wdsTIK0VHh5hT1bVdJI5um+PhRufTyPNz6sSnR0\nw8AVKyKOozVWIlKxVHkEBp8FVhb8tsp+ztN9Pc/ruPyZKgB6tyX5kw0Qt5Hxe3MCWq6IOItmrESk\nQolxZXHVhO9Zn3CMrLi8Qi0Vit3SxgIe2oArpiWuGpl06HQA98kuH4qInCYFKxGpUCIjI7hqxEUc\nXP8bD2zOLvW8e2rTGtz136Ps33cAl0Y+EfETDS8iUqFkZWUz/+PFnBsBN8Vir7EqqdUC2KNcTxg8\n4ifqN9jNtP9AdnZgahUR51GwEpEKxbIspn2exLup8TR5LH8I815P5c2d/9pZ7VkyG66rBkO6BK5W\nEXEeBSsRqZC+XdCMtH1h0CD/CU+48jw8o5sFH/91Pel7XExbBttSg1GtiDiFgpWIVDh9WsOYQWsJ\ni8+CcyiYrXJ5PbxmsBrHQGqrCF6bBynHAl6uiDiIgpWIVCixsZF89dsEzmvtolVf4L2TvKE19Hgv\njO5tMnjkdjiwPxBViohTKViJSIWSmprJ+f2XMG9bOzbNcp18FNsKfJXDjhWtGdMNLh0ZiCpFxKm0\nV6CIVFjb97ip9W4uHAT2Yfes8uZZbxUGU47FMGLcCK676wP+2BbwUkUkxGivQBEJGUMu6MGGT86m\nenxnGHETJFN44XrRB3D5g2249Pr5ClUi4lfa0kZEKpzc1F+oEmPY/oZFi5Ur7V5WUHzLhRbA6HFc\nM/IdLr6wMTsPxDJ/3s4AVisiTqIZKxGpcBb8AF/s68mMpOvtPw9P1CD0d+Cfb7NqVjhXddrO9s0K\nVSLiPwpWIlJBHWDKI7/DJKDrCQ4zQDgcDbuPB6fD0aMBKk9EHEmXAkWkQsrOuQTri9cwbWvA6iS7\ny3pukYM8ndcHhNGkw8NgQU7RY0REfKhUM1bGmCHGmE3GmC3GmL+VcMwLxpitxpg1xpjO+c9FGmN+\nNsasNsasM8Y85MviRcS5Jk+YSmKLcH54MangSU+QcuX/G6Au0GAih7d04Nc3oeeJZrdERMropMHK\nGOMCXgQGA+2AK40xrYscMxRobllWS+AG4BUAy7IygXMsyzoT6AwMNcb08O0piI0aI64AABM4SURB\nVIgTjR1Xl7ij0RxpVRvqeL3gdScgAHuB6S9Dbh1+2NeWn5YHtk4RcZbSzFj1ALZalrXTsqxsYAZQ\ntMXeSGA6gGVZPwPxxpja+T+n5R8TiX3psXw0zhKRCq3vgPZEHUxkRNVDcPgkB7sgOX4o9zzxe0Bq\nExHnKk2wqg/s8vp5d/5zJzpmj+cYY4zLGLMa2A8ssCxLfy+KSJntWb+A9XvSoecjkE3Jo9nAWMZt\nDKfagjt4+qrMQJYoIg7k97sCLcvKy78U2ADoaYxp6+/PFJHQ9+iz8OaGJhD7KZwJVOLPbRdcwKJU\nzndlk9Y8ioSMMFq11j07IuI/pQlWe4BGXj83yH+u6DENT3SMZVnHgEXAkJI+KMvroRt3RORE7rx3\nHE9engfZg+EQkIMdrFxej3ztzoHjTUby6uw8Dh3KC0q9IlKx5VI4p5SkNMFqOdDCGNPYGBMBjAY+\nL3LM58DVAMaYXsARy7IOGGNqGGPi85+PAgYBm0r6oAivh7ukg0REgGefepuq/RJg9T+gMnawKk4r\nuGcGmC9ncORQHkmJClYicurcFM4pJTlpsLIsKxeYDMwHfgNmWJa10RhzgzFmYv4xc4HtxphtwH+x\nW/aBfaPzImPMGuBn4Ov8Y0VEfGJRRhzUBGJLOGAr3NccarRrw4tT6gayNBFxoFItNrAs6yugVZHn\n/lvk58nFvG8d0KUsBYqInEjaqhTohP3npGeNlUWhtgvHm0JKmzq8ddfxoNQoIs6hLW1EpML6ZSEM\nu/dz+zJgKvaIZrz+a4CW8OoSyPjie5YuTghitSLiBApWIlJh9TgXNv6xmddmVimYfzcUbhK6DZ55\nAMJiLRo1jg5OoSLiGLrvWEQqrJtv60Wb8Cdoc0d9mHnEnrUqysD3i+BwnIsu3aqTsDOtmINERHxD\nM1YiUmHddV8G1PoLHPgNMvjziOYCmsDq7dC3qoszWmvGSkT8S8FKRCqsprXXcPb5P0Ls3wvWVbm9\nHgZIgJf//QQtGmbz9D82B7NcEXEABSsRqdDO67YWIv4NtUpe2fDNK/dBj3YBrEpEnErBSkQqtIen\n/gWsdDheQofQRpCzH+IORTN+Qs/AFicijqNgJSIVWqOms5n6FPYeE0X3CgTYC0OmVKFSh6acdebq\nAFcnIk6juwJFpEJLWH0cjgFVmsLj2/8criq76XveUUzdNRxKqgbsD0KVIuIUmrESkQrtzY8qQ82+\n8P7B4g+oFc74W2rw1Vs96NCpeWCLExHHMZZlBbsGAIwxlm6EFpFTtXxdK1b8Ek7XaptotyAHiu6x\n7AKGRZJYP5MmnYNRoYiEojTAsqw/LUDQjJWIVGgTL9nKZXW3csbKEhavu4DWT0HNiwNal4g4k4KV\niFRoyVm1eO6Xa0ioUa2gj5Vnv0DPv/feAZtnBbNMEXEIBSsRqdBM5n6G96lE8wubFCxc9zQLBbCA\n+vW57fmglCciDqNgJSIV2q4DMO/HadAou/h2C61h6GX7eExXAkUkABSsRKRCqxQFX32exW/3ryu4\nBOhhgC0w75N+NGpXj79NqRekKkXEKRSsRKRCO+MMWPghtLu1gx2kvPcLdAE14LU3viO7dRc2bUgP\naq0iEvoUrESkQtu0CV6bMxzqjij+gFToVwcyly9k9crjgS1ORBxHwUpEKrTsbBfHtsyHI13hbopZ\nZ+WiZp8u7K/1KAk7s4JQoYg4iRqEikiF1qhJDe67uREcXsVV6dgNQj3DmgvoUI0nfzrO5u2ZfPxt\n8OoUkdCiBqEiEpISdiQxb84qYlo3gG4ULGD3jG7rk0nfl8kzLz4YvCJFxDEUrESkwmvdpxEXd06B\ntcW8OLAxi/bH0rbr0wGvS0ScR8FKRCq896YnsMH8GxpV/nO7hUU7+c/YVNLSMoJVnog4iIKViFR4\nY66GtjXehIaVCy4F5v934U64eEqQCxQRx9DidRGp8GrWgtpV4OeLgCJ7MR9Ig4Pt4HC7qxh6zjtB\nqU9EQk9Ji9cVrESkwouNc/PVy1Fcf0cqK6+h4K5AgAhgQhgxzXKKf7OIyGnQXYEiErLO7leV+oPu\nYOWr4QXd18n/by3gcA1Gj9VwJyL+p5FGRCq8r+Yksf27WdDGKghWnnVW+4BaAzicXD5m50UktClY\niUhoaDAWkoq53NcGqNKdr+cqWImI/ylYiUhIOPfsv0OHK+DcOwtfCtwFK7/bFszSRMRBwoJdgIiI\nzxxZA99/WPhPxmjYsnRa0EoSEWfRjJWIhIQ334uAeknQvsgLh2DugqCUJCIOpGAlIiFh/Jgsdu8Y\nBztMwaVAgLMjeOenO9hxMCpotYmIcyhYiUjIeOnRf0GbMHtkc+c/djbls7ezePetvCBXJyJOoAah\nIhIyjh/oBi+uAO8MVaMBSyIOc/7Nx4NWl4iEHjUIFZHQd2ALXPxQ4ecO7eb+JxWqRCQwFKxEJGRc\n+TDg2miPbJ5HU+hybnhQ6xIR59ClQBEJGcf3xsC2eFiwt+DJusDozsRUWxO0ukQk9OhSoIiEvL6D\n0yA2o/BdgUeAbVuCVZKIOIyClYiEjLefsTi4IbnwXYHZMPrGtCBXJiJOoWAlIiHjpS8HMH91pT89\nP+OtJoEvRkQcScFKRELGgf3pjL3mzsKXAjs2g8ravUtEAkOL10UkZKTmNcSkpMBnRyAh/0kDjK9N\nTP0DwSxNREKMFq+LSMhrUG037LIg0evJdi0hu3z8ASkioU/BSkRChwUYF3i3rcqsC664YFUkIg6j\nYCUiocOyIOIYxGNfAjTA3jXgTg9yYSLiFApWIhIycvNg3/pc+1KgJ1i1c7Fze1KQKxMRp1CwEpGQ\nkZIK971A4Rmrg5l8/llucAsTEcdQsBKR0BLX0H549go8nsP2P7R4XUQCQ+0WRCRkVKkSya6DA+GL\nubi25j/Z+yxyGv1BfBO1WxAR31G7BREJednZWbz0/DJ+/NHrya2rmXKf1liJSGAoWIlIyMizIDPd\nEBVFwaXAcDc1av7pj0oREb9QsBKRkJGRbvH7Dmh7ZnzBk4eOc9WInKDVJCLOomAlIiHDsuDA/hZk\nZ7cBN/bDgnseDnJhIuIYClYiElJ2bP2ZHduWFTxRE97+8PLgFSQijqJgJSIhpVOXpnS+8QGoFG2P\ncBlA5PBglyUiDqFgJSKhxdUU1i6F7LT8zutX03fwY8GuSkQcIizYBYiI+NLuPxayqxI0DAeygRXT\n4WCwqxIRp1CwEpGQkpUNWavzf3ABDYHYIBYkIo6iS4EiElLWb4B1UUC4/fPz78G6rSd8i4iIzyhY\niUhIyciA9KVAHuCG2yY3pEM7TVmJSGAoWIlI6GmA3cMKYOMurhoVf6KjRUR8RsFKREJPU+xLgQbe\nXgr9L2oU7IpExCEUrEQk5GTknolFOBgY1xeuH/lTsEsSEYdQsBKRkDN5wmoOH8kGAxv2wpm9+wS7\nJBFxCLVbEJGQc+11EBNn/zvbgvCIiOAWJCKOoRkrEQk5vQd0IDLK/ruxUxP45YdFwS1IRBxDwUpE\nQs5jD27n2LFccMPew5CWEeyKRMQpFKxEJOQ88Eg1Ksfbw9tWC45YQS5IRBxDwUpEQk9eAphcMND/\nXDf16ptgVyQiDqFgJSIh59ZJURw+ZsDA4w/lsmqFpqxEJDAUrEQk5IwZN5romCi7+7pGOREJIA05\nIhKC3gGTBsCoS3rTpFmdINcjIk6hYCUiIadn715EXh4DLmjfaTXVqiUGuyQRcQgFKxEJOddf9SPJ\nCRYYePN/sWzeGB7skkTEIRSsRCQ0fZ8GLhg/oRGt2sQFuxoRcQgFKxEJTW7PP5oDlYNYiIg4ifYK\nFJHQFGnAbfH4Ix+xakWwixERp9CMlYiEpsEjgl2BiDiQgpWIhCjLHuHUdF1EAkjBSkRC1C8KViIS\ncApWIhKi3ApVIhJwClYiEroMClciElAKViISoty6FCgiAadgJSIh6eB+Ay6IjYsgLFxDnYgEhkYb\nEQlJXdvtBAO3392Pjp3qBrscEXEIBSsRCV0uwOwEUoNdiYg4hDqvi0jocsFT/9jK6pXBLkREnEIz\nViISugzk5IBlBbsQEXEKBSsRCV1udFegiASUgpWIhC4DE2+uRdt2UcGuREQcQsFKREKXC2a8l8LW\nLVnBrkREHELBSkRCl4Fb7+xGh061gl2JiDiE7goUkdAVBh/NWMHv2zRjJSKBoRkrEQldBi4ZXZtm\nzaODXYmIOISClYiErmZtcLvbYkzVYFciIg6hS4EiEroyU1mwYCm7d6UFuxIRcQjNWIlI6KrWnDO7\nV6FGzchgVyIiDqEZKxEJWQPO+o5LLwhn29bcYJciIg6hGSsRCVmjLm1Irz7VqV27UrBLERGH0IyV\niISs/fvT+WpuErsSgl2JiDiFZqxEJGQtW5qkUU5EAkpDjoiEtCmPDKBLt3rBLkNEHELBSkRCl4Gv\nv0piV0JGsCsREYfQGisRCV0Glv+ynsSDwS5ERJxCM1YiEtpMsAsQESdRsBKR0KZgJSIBpGAlIqHL\noGAlIgGlYCUioU2jnIgEkIYcEQldmrESkQBTsBKR0GXQKCciAaUhR0RERMRHFKxEJHRpxkpEAkxD\njoiENo1yIhJAGnJEJHRp8bqIBJiClYiELl0KFJEA05AjIqFLM1YiEmAKViIS2jTKiUgAacgRkRCm\na4EiElgacUQkhBnAHewiRMRBFKxEJIRpxkpEAksjjoiEMM1YiUhgKViJSAhTsBKRwFKwEpGQlZxs\nsWlDXrDLEBEHUbASkZCVl2vIylIjKxEJHAUrEQlZNWqG07FzbLDLEBEHCQt2ASIi/vLbOkjYqUuB\nIhI4mrESkZDVrkNbrp04PthliIiDGMuygl0DAMYYKzrYRYhISImNjSW+Sjx7du8JdikiEmLSAMuy\n/rSIU8FKRERE5BSVFKx0KVBERETERxSsRERERHxEwUpERETERxSsRERERHxEwUpERETERxSsRERE\nRHxEwUpERETERxSsRERERHxEwUpERETERxSsRERERHxEwUpERETERxSsRERERHxEwUpERETERxSs\nRERERHxEwUpERETERxSsRERERHxEwUpERETERxSsRERERHxEwUpERETERxSsRERERHxEwUpERETE\nRxSsRERERHxEwUpERETERxSsRERERHxEwUpERETERxSsRERERHxEwUpERETERxSsRERERHxEwUpE\nRETER8oUrIwxQ4wxm4wxW4wxfyvhmBeMMVuNMWuMMZ3L8nkiIiIi5dlpBytjjAt4ERgMtAOuNMa0\nLnLMUKC5ZVktgRuAV8pQq0hQ5Aa7AJET0PdTyiunfjfLMmPVA9hqWdZOy7KygRnAyCLHjASmA1iW\n9TMQb4ypXYbPFAk4pw4OUjHo+ynllVO/m2UJVvWBXV4/785/7kTH7CnmGBEREZGQEBbsArxlef3b\nnf8QERERCbZcSjcLV5ZgtQdo5PVzg/znih7T8CTH/L+cEv4tEmz6Pkp5pu+nlFdO/G6WJVgtB1oY\nYxoD+4DRwJVFjvkcuBn40BjTCzhiWdaB4n6ZZVmmDLWIiIiIBN1pByvLsnKNMZOB+dhrtV63LGuj\nMeYG+2XrVcuy5hpjLjDGbAOOA+N9U7aIiIhI+WMsywp2DSIiIiIhISid10vTNNQYM9AYs9IYs9oY\n84Mxplmg6xRnKOX38QdjzKr87+MeY8ys/Ofvyn9ulTFmnTEmxxhTJbBnIKGqLN9Nr9e7G2OyjTEX\nB6ZqcYoyjp2tjDFLjTEZxpi/BrZy/wr4XYHeTUONMT2xm4b2KubQl4HhlmVtMcbcBEwBrg1gqeIA\npf0+WpbVz+s9M4HP8p+fCkzNf/5C4HbLso4EonYJbWX9bub/7AKeAr72f8XiJD74fiYDtwCjAlBu\nQAVjxqq0TUPzgPj8f8cDewNTnjjMKTWxNcZUBs7F639eXq4EPvBHkeJIvvhu3gLMBA76sU5xpjJ9\nPy3LSrQsayUheONgMPpYldQ0tOjdghOAecaYNOAYxc9qiZRVab+PHiOBbyzLSvV+0hgTBQzBvgtW\nxBfK9N00xtQDRlmWdY4xpodfKxUn8snYGYqCssaqlO4AhliW1Qh4E3guyPWIQMmzUsOBH3UZUIKo\n6Hfz38DfvH5WSxsJJsfM6AckWBljJnkW+GJf0jth01BjTA2gk2VZK/Kf+gg4KxC1Sug71e+j1/uq\nA92BOcW8PBqHDBriPz7+bnYDZhhjtgOXAi8ZY0b4p3JxAj+NnSEnIMHKsqyXLcs607KsLsBs4GqA\nEzQNPQxUNsa0yP/5fGBjIGqV0Hca30ePy4AvLcvy3n0JY0w80D//d4mcNl9+Ny3Lapb/aIq9zmqS\nZVmf+/kUJIT5euz0ElKzqQG/FGhZ1lxge37T0P8CkzyvGWPmGGPqWJaVi73GapYxZjUwBrg70LVK\n6CvN99Hr8MspflZqFPC1ZVnpfi1WHMVH383//3X+qVKcqqzfT2NMbWPMLuxlP/cbYxKMMbEBKN3v\n1CBURERExEfK8+J1ERERkQpFwUpERETERxSsRERERHxEwUpERETERxSsRERERHxEwUpERETERxSs\nRERERHxEwUpERETER/4P2MURNKYim2UAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xa5b7438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mandelbrot_image(-0.8,-0.7,0,0.1,cmap='hot',maxiter=1024)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Win."
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"Let's zoom further on the 'sea horses on the right' . We need to further increase the number of iteraitons to get a crisper result."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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