{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Scipy and scikits\n", "\n", "Things that you may want to use, so you don't need to `reinvent the wheel`.\n", "\n", "http://docs.scipy.org/doc/scipy/reference/tutorial/\n", "\n", "* [scipy](http://docs.scipy.org/doc/scipy/reference/)\n", "* [scikit-learn](http://scikit-learn.org/)\n", "* [scikit-image](http://scikit-image.org/)\n", "* [statsmodels](http://statsmodels.sourceforge.net/)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "try: \n", " %matplotlib inline\n", "except:\n", " %pylab inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scipy\n", "\n", "scipy.io\n", "\n", "load and save mat files (from Matlab)\n", "\n", "scipy.linalg\n", "\n", "* inverse\n", "* determinant\n", "* leastsquares\n", "* Matrix Decompositions\n", " * svd\n", " * eigenvectors/eignevalues\n", "\n", "scipy.sparse\n", "\n", "scipy.ndimage\n", "\n", "* multidimensional image processing\n", "* correlate, convolution \n", "\n", "scipy.spatial\n", "\n", "delaunay triangulation\n", "convex hulls\n", "vornoi diagrams\n", "\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#when you import scipy, you do NOT import all the sub packages\n", "import scipy\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "scipy.i" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "scipy.linspace(10,11, num=10)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "array([ 10. , 10.11111111, 10.22222222, 10.33333333,\n", " 10.44444444, 10.55555556, 10.66666667, 10.77777778,\n", " 10.88888889, 11. ])" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# you need to import a subpackage to have access\n", "scipy.io\n", "\n" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy.io as io\n", "io?" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "## note about namespaces\n", "#import scipy.linalg\n", "from scipy import linalg" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "linalg." ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy import interpolate\n", "interpolate" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### B-splines\n", "Example showing how to use B-splines in scipy.signal to do interpolation. \n", "\n", "The input points must be equally spaced to use these routines." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from numpy import r_, sin\n", "from scipy.signal import cspline1d, cspline1d_eval\n", "\n", "x = r_[0:10] #matlab like range creation \n", "print x\n", "dx = x[1]-x[0]\n", "newx = r_[-3:13:0.1] # notice outside the original domain \n", "y = sin(x)\n", "## find cubic spline coefficients for a 1D signal\n", "cj = cspline1d(y)\n", "## Evaluate spline on a new set of points\n", "### dx is old sampling space, x0 was old sample origin\n", "newy = cspline1d_eval(cj, newx, dx=dx,x0=x[0])\n", "\n", "plt.plot(newx, newy, x, y, 'o')\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[0 1 2 3 4 5 6 7 8 9]\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "[,\n", " ]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "## example r_\n", "r_[1:2:.1]" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scikit Learn\n", "\n", "Machine learning in python\n", "\n", "http://scikit-learn.org/stable/\n", "\n", "http://scikit-learn.org/stable/auto_examples/index.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Gaussian Mixture Model Estimation of Density" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "from sklearn import mixture\n", "\n", "n_samples = 300\n", "\n", "# generate random sample, two components\n", "np.random.seed(0)\n", "C = np.array([[0., -0.7], [3.5, .7]])\n", "X_train = np.r_[np.dot(np.random.randn(n_samples, 2), C),\n", " np.random.randn(n_samples, 2) + np.array([20, 20])]\n", "\n", "clf = mixture.GMM(n_components=2, covariance_type='full')\n", "clf.fit(X_train)\n", "\n", "x = np.linspace(-20.0, 30.0)\n", "y = np.linspace(-20.0, 40.0)\n", "X, Y = np.meshgrid(x, y)\n", "XX = np.c_[X.ravel(), Y.ravel()]\n", "Z = np.log(-clf.score_samples(XX)[0])\n", "Z = Z.reshape(X.shape)\n", "\n", "CS = plt.contour(X, Y, Z)\n", "CB = plt.colorbar(CS, shrink=0.8, extend='both')\n", "plt.scatter(X_train[:, 0], X_train[:, 1], .8)\n", "\n", "plt.axis('tight')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "(-22.5, 32.5, -23.0, 43.0)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Lt976F9nZ3/Dpp4vJza3k9ddvRaVSMfIKGfDGDIXZi+DICejRwP6JFzLAS+Zm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\neXuHyPqvRH7+pEjiPJH4S0T+7UmRDZtFOjrP6JS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qNde/olaN3EeGgr+v8nn6eoOfj3JT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\nSmzFAqaxYByrxNMUC0ZNSE0xYIxTz4+y5bFHFXYbVB6GkgPKYu0qZYc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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "C = np.array([[0., -0.7], [3.5, .7]])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "n_samples = 300\n", "np.dot(np.random.randn(n_samples, 2), C)\n", "\n", "np.random.randn(n_samples, 2) + np.array([20, 20])\n", "X_train = np.r_[np.dot(np.random.randn(n_samples, 2), C),\n", " np.random.randn(n_samples, 2) + np.array([20, 20])]\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.plot(X_train[:,0], X_train[:,1], 'o')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Scikit image\n", "\n", "Image processing in Python\n", "\n", "http://scikit-image.org/\n", "\n", "\n", "### OpenCV (see also)\n", "\n", "Computer Vision C/C++ with python wrappers\n", "\n", "http://docs.opencv.org/trunk/doc/py_tutorials/py_tutorials.html\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Scikit Image\n", "\n", "Use a Sobel filter on a greyscale image" ] }, { "cell_type": "code", "collapsed": false, "input": [ "##Basic scikit-image example\n", "\n", "from skimage import data, io, filter\n", "import matplotlib.pyplot as plt\n", "\n", "image = data.coins() # or any NumPy array!\n", "edges = filter.sobel(image)\n", "plt.figure(figsize=(10,10))\n", "plt.subplot(121)\n", "io.imshow(image)\n", "plt.subplot(122)\n", "io.imshow(edges)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Tl3jWkYJeOzgg8FFHa6c5gK0TpTn/Gt1rMMT76/dpN8hqqU1V56ugXXWNr3Od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XU8quP5LnREecwR8yatRKPkel1o4Ni4Z+98HHrUuEP6oy7en3E5D4k5S0L2zJdH3Lzn7OxsKADI\nl1Q3lpSUZBkth2glZSkNxsbnHdLm574hfWyOzrgCJuUF8ZJ7u+wgBz53PI91c6Oa5A4iL1zJlF/y\nckSNeXVD7nOFvCedUWTcP889GIujauwz/u3ViEmn4r1wsdbebDAp10nD7GhLMshhb3sJtpPVuZcH\nd6wrqJYHnzyHPb+awU4GPT4+9Cjpda/IdUQaY+djQ4bYXz5mN1xuxBkfgaSnsHk2uhseFR3YMbZJ\neeM7PJfGwm78Mc6uA5gD/34SNQPRR/8zVl9n17PsGUeMmD9HP3xOPGCljQLUCLcLPl7e21Emd0b5\nuetASVmpXEkxR47Uuay6I8LYlpaWwgY7Us6ceiCY1LHMHWPF5vjvsFGOHLosoSf9ZzzDUTofl//t\nTqLPp9vTd7reNUcKY+G9iqSVCA+D4krbFxB4DqXEBltcXAyjhiCiZIj63FHCOCcNRjL3ChEb8q20\nEiVSHcLFAoN6kZ6jrJ9ICuPuKMrU1JSKi4vjIGWUJXCjNy71Z+J8+twkFYo7QzwXp5PPefUY40qm\nDPgs7++Rp29UNiPj5QgEeE3cB6EnivFUImiWQ7w+v6A3KCGHeLkvxoRoxt8NEiYb052XJOopraBk\nyCcRmN/f0TxXkh4YJB0nvwfzgAPPcyH1UybMz11pcU+q5Rwx5L7+fPYEe4kraexYF+6Jg+rOo/Mg\nkEWPZt+LF7KNocKguuMgZZeiO1rMfqMyyAMPR0SQDfaFpCyZdyfC90hyD/t+c8SB5zpqz6HlPBN0\n1h1BT2E6B5CUnL8jpxpglHguXB6qyrin63D2JsgEDhbjwZny92D++Q7z6w4LOpF/u4PgxhidhIOD\njUk6MP5eHsDjQLn9Sa57MsjhPZLODHqGgDKTyUQaFrngO6Bh7nyjw/iTDN4c4ECvJMns/M3v3a7g\ntErK0hMg4s5jc8fH55L3cUcRBM0dduQAGXf74yiS7y3kwp/NvuSzvheQxR+pB37kb3+GV1K5sjg4\nBy7oHpExCclN4UhVkhTL3+l0OovjlE6nsyoPHG1wR8QjedJPKCQcGhcwHw8/80jTyX4eXaTTK03m\n3FDyb1dwVF8knUDew4nqvLdHH74RgNX5vkdCLowoSf6dTB8yJzQ8cyHNZDLBa+D5SUTInehUKhXn\nVRGJwd3wyAYEE4WP4mADIi/O8UHRO9fBI0b+doXil6OSGAqPQFOpVDR+83viZGA8uD9pYxQi8k06\nDlkaGBhQQ0NDOPQcsM0aORyNwue9XS5RPA7lw5VgjO4A8MfnnTE6zO4RokP/q83he+Fyw8o8MI8+\n374/fE+A5nA5YsMasXaeKnF9wLPcGLmR4eec58ia8L2lpaVo8+Iyj5zwXh4kSCupO56FniMt6HxF\nfs/94ZH52LgYv+tED5DQ+dzL9zhjJTDx+eRKBuTuTHowmHTEcPJ8/7pj6u/pfEx0jp8x6AEW+tQR\nPNJe2AfmBB2YzCgk3y8pb0kZdDuFHGIH0M2+px1F8+fAgXLEhvd2OXTOpDuxvDtOafI90CHJ+cR+\nOwfKPyetoEruPzDnHkQwFnd6CZA91exjW+161xwpkCgML1EDl0dvHiUkYTtpRXiSnq0bkCSM7QqJ\nSIpNhBPCQvpmkbKFnmgMmNmVHD/jOBtga19UogqPnJIpJO4nraTzcDi9UzXKyr12d1Qw+o6yMC9+\npAJ/kkiU80FcSXn6i98zX3yGd34n5eyGmfstLS33noITlSRdOsqIgmPtSEc4GuO5csaGw8NZiC5/\nRFHuiNJji8jaIWmXPd6VC1lIOhU5OcsVYB5pOxrKvKXTyy0POGyY3l7upDEnyLArS9bPlYsjSL7n\nPJXCOzga6vLo64uxc8Xtc/peupLFMCh6/z97lzlmz7gxd13m6+W6TFqJ7F2ncY/VuB3sbUc4HdHw\nwDInJyeCA9/XGFfXjX5v7u8XTobrTAIFD97cmeHdfV6SSJ4bdPYbc+sBn88LaK6ntXh/d7x8TMl9\n5PtaUpau5l5eQMSe4Z441nQ39xYUfGY1+gapMudokmb1PQ4aD0XE0SZ35JEfdyx8Hdxu8X/vPs/n\nkuk6d7DQedgo0CdkCwfGnVTG6LLFvLjNdZ2SHCdHbTnfGj3KZz175QGy200PQh3VSsrqate75ki5\nklltoG6Ik2kLF2y+58gHfzui5IrL0TCPEpPwnXN3/POO3iCUbrhYKDYBRhrl6+P1DeU/80jKN7U7\nHNwnmfPlO8mo0CMH5tbnOWnkXbC4p4/fjalf/hlXgu4gueJLppX8PXCy+dvX38cLQkkUgQOCEvWz\nBHnGOznJPkduRNLpdByO6dGPK5V3yqUn59bl3R1dN6pJRYJD6QgbDprfk7lJOsZJ58ajUzckIIou\nk55G8StJdufZzqVI7qv3wuUGCrnzy51q5teVvBuS5L5NoknSSvTNs3093FFzxCYZSEkKZ497Y/gc\n+WHMyICn6B0ZSz7LA1Q4XtKKHvH9RwAKMuG6043bO+111xtJWfX9mBwDhtvnJLlX+D4OkesI1sF/\nz15MGv+lpWUeF9QPP2bJHRinQqCnaH+SyWQiGHfEezWZwA7xTlyM0x1pdCPf8SyB73HG6gGX2wxH\nEF3WQZsYH0Fifn6+SkpK4vgcCpiSTpLvHf+/39PtZZKygkPq68MfbILf0+XGgYGkLXun611zpMbG\nxpRKpeJcKa8g8A2R/BlwpxPHHFnB0WAzu/fPxKFIkkoMRMmRDncinITG59ypSpZtwinhVO+pqaks\nThIRoXv1oBFwnng/j9CIfpeWlqIq0SuyvMSfqMIdTzeqzHPSmWSepBWOmTsyrki5+DdrkYzA3ekE\nFvbNgbOFoDNni4uLmpqayiLauxPDu6IQSaMylzyL57BZcHaTilNa4a05koCzxv190yX/lhTk4WSD\nP/7NPR29kBSkWMbPui8uLmrTpk06ffp0oHA+F16R5I63R56ulFxW2Sf+uyTc7TLI75xXwFrwhyvp\nfL0XLg8SkqkeX2MpG5Vj3zrlwD+LfGYymayUu+85fwZ7hbVzfp0Hock97H17eK6vb2FhocrKyqIR\nLvqQSkJ3CJEp5M/3adL4OeLqTlcykGKM7iQ6VYK5873rwY2krHYkSSeDcblzweV7ZbWAkeeSLuU+\n3MPHBCIF9cCdaV/vJE0FFIdnuf5ypykZhHlQ75kB5mJxcTF4WdgnJ3AzbsYBkkZLFndseZb3qvP5\nce4Z611RURHBKONy/eNz4A6N7zf+nQzw3dn39XK75c9h3Txo8Xu6vObk5GRxkpPXu+ZI8QIYDb+S\nCJW/IILh3IAkYuURTNJQS9mVU/69JOKy2sS6YDqh1r11NlBtba2GhoY0ODgYQunwtI/RhcGdlWRK\nEuXnzS99Q7lz6YqDP8nol7/95zyLeXRn1cfqguqXw+7JC8cmudEdFWFMubm5QQz3Em/ftCh473wM\n/L0aiROFknQYPPpxo5b8m7JllyVX4sgBJHTGj7JMzpO/vz9nNbRwbm5OXV1dMbfJSM7H6v/2tUSu\nHLXib0+FMFaH/B2K9324mqJzpzyZ/nkvXDRCJKBzArj09nnzn3kw5kEg30eH8FnkgWcRdCafgzMl\nraC+7tTm5OSorKxMmUwmTnBwmgLrR2d1zmHEqKXT6UiZ80zQB+SAPeCOX7KiLWm8nHvkskTA7JyY\npBPEfLvj5r93/e862nWe6zS3AT5GD3qYUydSu/H3/Uta0x1cLyKQVqglSV2L/kvyUHGGGBNOsgcx\nq+nKVCoVn2UszB2ygGPlesGpBtzTdTUpPZ97xpoMqAYHB+MEh2TfKq7kmJFnp8HwfXfo3GHzi3cB\nGPHgEXn1OXbeXNIGvNP1rmk4j9KlbDQDVMWjkdXSaO7d+0t7hI6wJZV8ssEan8fD5ucOX7t37TB1\nSUlJ1iZEMAYGBrK4Mr7JpOzUikdpoFvurbsCcgQGAeJ3EN8ZfxIB4bm+SZK/98iK3DxH2+Tl5cVZ\nXj5uj7JZX+eLuJAzDygXNgnr5yRExsNzWRPfoBQA0PWYOafVhEO/rvTXrl2r8fFxlZaWxjy7keJy\nB4nNTEsLxulcL9aan7FRKQxIOhjpdDqg/7KysiDQu3KQlNVfCmfRU5FuXJ0k6ali/zeGDqXI30Sh\nS0tLERk7Wd/34GqXGyre4b144VwkDZa0olM8OPL0qTsTHkT5Z31vS2/nw7G/icJdDnzvuwPn5GU3\nkN4jydGf8fHx+Df72Tkv7ui5bnPE0lGGpFORdIR4vss/+8hRNJcp143JoJR97cU5PlaQL0cxMNZJ\ntMcdsWSjSdJx/l7oChoIM+d8lndnf/GuIN7OUXJnkmdwf39f/u12LOlcw3fkgGg/847xUDHt2RVf\nH/93MsXJ+H1/oPdTqVR05V+No+UBmusY3xeMM4kCe7Doc4x8Y0+TDnKSapJErpIAxGrXu+ZI+cBd\nCbky8Y3mBsijBv/7xykzFzS8esbgz0pG2H6PJHIAUuDPSqfT0eU2uck9OnN0gGotJ6z7u7qwcT9f\naATTBYoOvijVZOqH3yUvn0eUCmgF0QoKYnZ2NpQw4/AeK25kVkN6+I7D9n5kC3O4Zs2aOOzSq0Bc\nhnDwIHf6s+GycHFfGuVxLzq341B5qwvmHycqLy9PExMTwW1Ip5cbgJJWJJpGSXoqMymntbW1mpqa\n0tDQUBb64JFzcj/45cZstb2RyWQfDeP3Td6HOUw6Qh7peyWN3we5Zv1Xk6/3wpVEQ3yuXX/5v6WV\nQNEDPyl7Pf33yUDIA0cCBDcuONarPdf3E7/nWVTOpVKprA74Lm8YN99X6B0vVmFukoElP/dAjXdz\n9ML1MPqEsbCv/N5uG5IImaPozJMHwZLexqt0h4/x+bp4oOpz7Q4OOhiumBc05ebmhp7xz4GaeACE\n4fd1c4csk1lOu1HtjX3xVhDJ7A0oJHPnJynwfH8nnu1BXVK3FBYWxkHrBLTJK7neyeDB5TGpNxif\nN3oF7WcMUGLI/DhtIqnvHHV3J9TH6jrQf7fa9a5W7Umrc3aYFIdA3YlIOgzS6jwM38B+efRBNICA\n+Gcd4lstv87fCL4vljsSvJNHfP75dHrltG4UY1IRelTn38Wg+bgdgua7vAMbbbVxMp8IDbn92dlZ\nFRUVaWpqKloQcOZdcXFxKIGkw+rKKmlY/XkoJBQQKJgjeR6N+5xykd5bu3atCgoKNDExIWmFG8Im\nZCxsQuad8aM0GKe3ymAsIHTewHR8fDwcTjcaOMikgXzMzA8n1+fk5GQ1QuW57vyvdjmaiQNNSoYr\nKXPJKJC1wJFl/t1pRTmzN1ZLyaO0knyR99rl1WwenEjZ6Lqn4JkX36+rybL/3/kjHshhINGRrKd3\nKZdWDAY6wY2YtBKEwMdxg+RndTq64+vuDp2jZG6I/V1AtnJylgtAcNx4Fxx+R1SSwY3rKCn7NIlk\nwIwM+zxyRAttU9gvcGrZA8wp+hLnylEN5pBnuA5zB86pAElUDd3krTO4P+gwdA4cXubcA3F+7mvv\nMuaOg6fuvV0NR9a4o4QjmOTTMVdQL3C6CIR9Ldw5StoZdAt2ubCwMHS+O8wezCZRItaFMbjD6Y4g\n+tt1NHPke8n1ltvLd7reNUfKmfWrRdn+M3eYkp/jSqIdvpH999zPvWAvGX2nKylcq93L038+zv8T\nQwKkK72dX+FOj7+bR0bJFCBRRdJRdcTA7+lRtb9jUnFNT0+rrKzsbWiYz1MSSeF+SYPDd5m7ZHUF\nDQFptEovFubInUWfC0mhgHxzo7B8HX2zJJ1kV6jeaRfegyRNTk5qzZo1Kioq0tLSUjiBLiP+Z7XI\nxnuxoJCSzn9y0/vl0DS/Zw59/nk/5siVe3KtknthNeece3jA4Y4+75R8l/fChZFPoiN+uSF1J3O1\nz6ymezwqlt4eTDly7joSmXenxvef7xl3BpFD7sFnkk5RUr5AMubn57M4Pa63XH6SDpvztPwZjkgh\nty6nSZvge9fH77I4OzurwsJCTU9Pa/369VGok+Rngtj4z+BpErisNgY+j/71QFFItV0AACAASURB\nVGQ1Xcu7evqez0IhKC4uziKtewCNU+doDnJCxoBAjt9DMmf87mh4wY2nK5M6yeWBDADIPs5ZsjIQ\nh9DnOicnJ5ByT0cn9wTy5sR47J5znviso4XSSkZhNRnxPcFcOsqbLIZY7fqx5IXPfOYzqq2t1c6d\nO+Nnw8PDuuOOO7R582Z94AMfyDq48k/+5E906aWXasuWLXrqqafe8b5MMgYuaRySG341Yi2KwAl6\n/jOPwNkUySjac9N8j0X1cbiBx1FxNMhRDMbp3BMEyMeYdELWrl0bqTS4Th6pEXnxfxcGSPs8myo+\nUAT+ThpNR+ScH8Qz6Og+PT2tvLw8FRUVaWJiIvovIaAIMu/LeHydHSp3occo+REObIaFhQVNT09n\ndUT2OU6nl2HxqampUBCgRbOzs3HPgoICFRcXx7NRcER4rvTn5+eDG1JSUhLH0YyPjyudTmv9+vUq\nKipSTs5yFUp5eXnwmkpLS0PZucy6XKI0uUgf1tbWZnXJZ+6SThkXhojP8TwvZXaZ8HSh/97nFGW6\nWtQPUpA0aA7Do1xJbePEvlvXz0p/eYrIydXsB3c0nGMm6W0K3NFA12WOcLkz7gEXe9vXzo1mMuDx\nnzEe1tP3r6MZ6A7/HN9zBEZaoQJg7DKZlZSyO344bo6YuaHn98hzklObl5cXp0Swl9Gf/N6D8ImJ\niXBKcZ7YM+wRPzXCU5Wsb25ubpz3ybsUFRVFn0DWjjYFPMPlAL3guiHZ0oDPeQdw/7zr+mQw6egj\n68McLS4uqrGxUVu3btXevXt15513qq2tTRs3blRTU5Pq6+tVXV2t+vp6tbS0qLy8XEtLS0FVcPly\nW5WTkxN0Bz+JgrE5mZ65wLnj9A+cMJw3R7/cGU4G4sn0G/d4pwCfe/rPWVuXW+TUnf4fdeVkVguR\n7XrxxRdVUlKiT37ykzp27Jgk6fd///dVVVWl3//939dXvvIVjYyM6Mtf/rJOnDihT3ziE3r55ZfV\n1dWlvXv36q233lo1UvvsZz+bhQa9U9WLRxYOCfJiTPhq0V4ySnOlBxwJCY3NDoyJkko6dG6EuHJz\nV6rL/JksiHv83DNJcPtxF0KchLBRBgi1nwLu3CgUGfNFChHFw2fZKLwPaT0cp2TUiODzTAytH44p\nrXRo94oTn0ffIA6h8ztPAyY3BMqquLg4yzHn/XB8GZe00lAxOfcYf5QBB/7iRG7YsEElJSUqKCjQ\nyMiI+vr6spBNyJtDQ0OanZ0Ngjz9YVy+HVVDIcBFo60Fa+JyknTkUSLIhq81ysBRDTeEPr+Myw2f\npwOYEyJjd9r5N5EoY8Io7Nu3b1U07md9/az0lzdYxAgjB5KyFLo7Ke7E4Iixl/heMqj0veb7JTc3\nN6vH0MzMTAQijhTyDP6fjPz92VI2URxHJmlIHKFw5wqD7YgCjrl3B3dUwfUZ+oOAxvWeG2ZSdHzX\nkTPQG97Jjay0UvGNgwC3B13qfFDu4Q6y61H0iFcVJ9c7lVrhODE2Rxq5H79DVzFXyX3ozVN5T1/b\nnJyc6GHIfE5NTam+vl6NjY1aWlpSc3NzNAIeHx/XunXrwjmamJjQyMiIBgYGNDo6qoGBgXBEPYBw\nOwAAUVhYqNzc3DgsHlnAzrgt9IDDZch1pOsMt2ncExvIqSG8M59HtyLX7rC6b1FYWJhlx9Lp7FM8\nVgM+/Pqxqb2bbrpJ7e3tWT/753/+Z73wwguSpPvuu0+33HKLvvzlL+uRRx7Rb/zGb2jNmjVqaWlR\nW1ubDh8+rPe9731vu69HyhgDP9qDTeYbiElGWThh7Ee9JAYTGNEhaN9wyYVybzcJbyYdAR+HV3S4\nEv5R3C7y9s7XgmRJlMY9/Hv826MmjJ7zgEAGPHJKIm28e7J9ABwCR96SELIjfggkkZnn99lASU6F\nr28SSXFF4vwfxgMEDukS9IvvUGbrHaDZ0B4REyWhCKamplReXq6NGzeqoqJCbW1tKiwsjKMUZmZm\nND4+rpKSkpDpsbExVVVVqbOzU7W1tTp9+rTOnTunzs7OUNCgTqnU8uHQnEuWyWQ0OTkZCBpr72he\nEp52hIl3cdSTOeUzLjdugPxnOELsS77n6BWfcUfAjZUbuHfDgeL6Wekv1xvJVBs/l1baYDA/yL4H\nbnw/OV+rpcic7I1ssA7OZeE5BHeOmCEr8Pk8+vd0jVMG+L/rQcaF7l6t67dXTv0oJ5EAjnM43XFE\nn/Bu6DK+J61UJJJe9+97gCGtVBQ7UZ/3IUWZnC/XrTxPUlawk/yMpEjVu9OB4+voI444up6f40h6\nsMXcumPo74dOXFhY0MaNG3XJJZeosLBQ4+PjOn/+vPLy8vTII49ocXG5x2FNTY0mJiaUl5cXyFJz\nc7PWr1+vu+66S7t27dL+/fv193//91nVym6j0S/MPXPj6Jijc6y96wzXMUk5RIbcoXe77ulz5N/v\njR7zQMSdUeYu6eTynj/u+ok4Un19faqtrZW0nI7o6+uTJHV3d2cpnaampuh7k7wccvafoUiS8LNH\nP0nln1wQ9/RXQx2SKJdHaI6EuaHid0moPHk50oBh8+e7gZdWFg5YmbOUfAxStgedHF86nQ5v3A+r\ndWfHjaA7IYwtmWNGwSKgrrARaJy7ZJsGXxcfqzuZTpx055I/TuT2CENa4R+44vCOwCgs1oLv4jzz\nbu4soAhnZmaiCWhdXZ2uuuoqVVdXa35+XtXV1YHMTU9Pa2RkRJs3b9bExEQ4qxws3NLSovHxce3Z\ns0df+MIX9Ou//usxz37IcjLVjIzx/ihI5oD39Xl1+UwacndwkqgHc40i8mMk/G/Wx8fga5yMGvnb\nEdifp+v/hv5CwSdl0+XS0zGsFX88PeHE9eSe8TVIOqsEIxg3d5i4MBSO6rhhdqPBuJKomeu6ZAAm\nrfTUQm4JVt0B8XdJOlT8fHFxMQI2HHpJWQGFO51Ox/CgiXFyb9ALTxtR/IEugfieNLa8u6d9fNzo\nEA/8MOToSp9XaAdQL3C02H8gaOgID+ZxID2A8T2LTqatS2trq37hF35BkvTqq6+qu7tbAwMDEbgR\nFF64cCHmlPXu6OhQX1+fDh8+rK1bt+ojH/mIrrzySu3fvz+cWvigvDNX0plE1zsahxy4zfDnO8rl\nn/H1d72HI896ejaC73uBjO/FpDwzNq+wT6LSyeunJpsnN+5qv1/tcm+ai0n0zeqKxx0fh9RdYflz\nPdrB2fD783wE2yNBKbsFviM5zonwCIEx+XNxRpIKNBklgsJQeSYtC6CfpeTRngsb8yApIjqUGpvd\nKyvckeR3KBCPJt1QO9yMs1FYWBhK09+H7/I9z/UXFBRofHw8S1H6mrExUSbOB2GuHMJlrXxt/GKz\nr1mzJipzJIXCprM+3KrFxUVVV1dr165d2r17tyRpdHQ0K4Kdm5vT6dOnVVRUpPb29jj7DsU2Pz+v\n4uLiiDyfeuop/e3f/q3uvffeeE5lZaVycnKCg+Zz4MrXHUqXL9bPg4jVlE5yryX3VfI+yISnPlOp\nVBD+HeHAQPnaODqTDHB+Hq+fVH/hnLBveP+cnJwsJMjTZEk9hXHBMU/qMJ8/9jcGlDlOBpyM2dEX\nDxzcmHjA4Yg24/CUMvfBAfDxIT+gEcipO5m+3z3QdWTHOUQ+78ybn4Lh7wiSzD5OBg2OVGBsSeWA\nDtMCgM8iF1T2uZPl56WCLJWUlGShSOxZvx/pO9be95HbFagE/NxtFDaA31NpuG7dOhUXF6uvr09t\nbW26++67tW7dOj3wwANx39HR0Thlo6ysTJOTk9qyZYuKi4t1/vx5jY+Pa82aNRofH1dubq5GRkYk\nSf39/Xrsscd0+eWXKz8/Xy+++GJwUpNNUnkfR9B4vrTCLUxmmpJOK+vqcpJ0dPgO+glZ9cwCQT7B\nOegY8+qngCTHg83CN/hRyNRP5EjV1taqt7dXdXV16unpUU1NjSSpsbFRFy9ejM91dnaqsbFx1Xu8\n/PLLMdDa2lrV1tZmKaRkVOITy4uy8ZOKOmk42NC+mCiXZPpjtT/+++Q4VvucR/A8J4ms8a4IFRuM\nMZP6cfg9aah8HtzpQVglZTkyfnSDb3qcTM8hO88FgfM0pisXb9bGvZNRnL+XR/MoA+7rChCn140A\nfauSSJUrJN+AEEMd6ZSyz/paWFiII2jq6+uDeDk1NaWZmRlNTk4GL2Pt2rUaHR3Vnj17VFtbGw5T\nd3e3ZmdnNTg4qIWFBTU0NKinp0cjIyOqrKzUwYMHIwItKCjQ2NhYvIc7NP7H588NqK+7y747Uj9O\nhpPyy/PdAOM4Mn9+eUTsyolraGhIIyMj/0ew+P/r6/+G/pKyzzqTViJjd25c4buzxf+JpJPIkOsq\nl92kfEurd7Pncj3p6IYjXP5d9i0IFhQBkJIkKswzPEUGORweH0gMXKvkuB1hcKK1N4Tk2UknA11E\noOgoK7LpThBjxKkiQPIAg/uyNoxfUuhj1j4nJyf2Cs6gv9tqaIvvG0dMvIIRXc8h6QsLC1nr4PPP\nGKenp7Vjxw5t3LhR3d3dGh4ejvEODg5mcVbr6+vV1tams2fPRrPlurq6WIf169ert7dXr732mqam\npjQ4OKi///u/15e//GUdOnQoS5b9XEV3zt3+Mb8E3ch2UubdOU/KsweRvueklSaxDqB4j8Pk/PMM\n6C+sudsIPkdW5kddP5Ej9Uu/9Ev61re+pX//7/+9vvWtb+kjH/lI/PwTn/iE7r//fnV1den06dO6\n5pprVr3H5Zdf/jZlT4QA6uDeq3v1w8PDKi8vl7SMwPhE+0UUxUJ748VkpOlIEn+SKA2Gj/t4BOP9\nmZx/44gKm5fP+OJwT1J7LCrozbp16yQpK5qUVqI1FpsUE5vR54B3YjxEj3T7TVbqQF7NZDIBz9Lw\nrLCwMIsLxj0ZG3NJB13ukyQGojB8rohoqYZJp9PBE/KmkmyekpKSUBSUNDsnyjcKGw14m4qtvLw8\nbdiwQTfeeGO8+8mTJ9XU1BTGJT8/X5OTk6qtrdXs7KwmJyd14cKF/4+7Nw+OszyzxU93S+p9X9Ta\nd7ckWzK2bDCG2GYnEMIEghkgUwwJVCAJE5hMErhkI1tNwhCyEGaGgglMERKWkDiYkJjFODYYGxvw\nosXaLalbW+/daqmlVuv3h37n0duCzFL3TnEvXxVloaX76/d732c5z3nOg6amJiwtLaOGHR0dskdr\namqg1+tRUlKCqakpfO1rX8ODDz6IYDAoozpUhIBrt7i43E5MwqbaiMH9pmazvJgFqkGs+ixUJ64a\nepPJJIgXg1U6QiIr/Bn/hkaLxlJFFwDAZrPB6XRKQrCap/RBXv8n7Je6p4AVLS91uLZa9qEjsVgs\nMquOazczM1OALvHsms1mtLS0wOl0ora2VlDCiYkJvPLKKwWdaKr9Up2C6qhVdAoopEmojn11Vk9d\nH9UhMUvn3zIgobPi3iXyQ5FEFc3nPagoPZE7NXjnetKuqvdIDhXPM+8HgHyPe5NoOhsi2Bm9Gg1R\n0VZqLPH5EXVT+ZZEiGiLVE0lrhtfezWnlzabgSA/E197NQrN1zWZTPKMWfKrra1FS0sLurq6MDQ0\nBLfbDb1ej2QyCb/fL0iT2WxGd3c3hoaGsLi4KOffbDZDq9Wiv78f7e3tohvI0jFnL37pS1/Cc889\nh0gkgkQiIftfRaZ4z2rFiXZFXXPaZJXHSoBDfR48czxLqq9X31PlB67m56r2lsGsipitvi9gBSnV\narWiq/a+9uAv/uT/v6677jrs27cP4XAYVVVV+Pa3v4277roLO3fuxKOPPora2lo8/fTTAIDW1lbs\n3LkTra2tKCoqwkMPPfQXoXF1s3JTc5MAK6RydbG5uBzpoeo/zc/PF0zYnp+fR3l5OaqqqlBRUQG3\n2w2dTodUKoX9+/cjHA5LO7sKE9MgcvGAwllnKgrG38tkMhL50jhyY+h0OglUaKxU8unS0pIQqPm1\nCh+rwqXqWqhZlvpzlW+VSqVko6gZjCp4qXaK8Ofqa1IfhERuGhTVOahdOTTWXBc1gGMpg9kdDRO/\nTiQSQrhnBsZs3WAwCL+BToF8sEwmI+9LYToG4zy4KpRLVCydTsNms2FmZgYulwtlZWWYm5tDNBqV\nNUskEvKebrcbBoMBHo8HADAyMoLKykq8++67UqLx+/2YnZ3F5OQkTCZTwT6oq6uD1+tFVVUV+vr6\nChyPigSqaIS631T9FzodnU6HZDIpzoFf0yCzjBGLxWC32wveE4CQUMntYmDFvaZm9XxfriOfK58X\nna8a7FNh/oO6/qfsF1BYRlCdoGrYWVLieaZEBhMk2hAadT6fT37yk9iyZQu02mUOVCwWw9zcHCoq\nKtDa2opzzjkHJ0+exOOPPy72j8+INoj/0l6oQddqx0eHw33BvaA6cia2Khlbo9EUiEGqeyKfzxeM\naWL3L52aWv7lZyC6rSYIq+2myolSP8Nq/qOKLHCdGeiqwRHXgkmaWprkGvD3VKfLgE+v18Nut6Ox\nsRFnnXWWyKNEo1E8//zzGBkZQTKZLPg8tJ8AZD1zuZwENQwCgZUzR1+nJs5cp/r6etTU1OD06dMY\nHx+H3W5HLrcy63Nubk6SNwZvLGfOzc3BZrNhcXERO3bsgN1uRyQSQSqVKlAPn56exr59+9DS0oJt\n27Yhk8ngV7/6VUFZVj0bXHvuG1ZHVNqI+ixXd4dSLLm5uRk+nw8ej0cC23g8jrfeegvhcFiePd9P\nBQxW0xl48Wv6J/6t2rzAffJ+1KHV138qf/A/cWk0Gtx0001iiNTMaTXiwmyHh03NsIhsqEFEIpFA\ne3s7vvnNb+LEiRNYXFzE5OQkSkpKUFVVhXg8Ls557dq12LNnD3bt2gUASCQScDgcAJYNC79WN6ya\nQfFS0Q8e2lxuuSsmEokIquV2uyV4I2dncnISBoNBDKma2TGIYsCgBlCrs6fVZHQA0s1Gp6v+npr5\nZjIZWCyWAidNWHlubk7W32QyCSqkBna8GMSpASWNFEep6HQ6JBIJWCwWTExMoKmpCVu2bEF9fb0E\nw4FAQEjds7OzGB8fR1dXF/785z9LUEVuA1FMPhsaYtV40ykwuOT7lJSUIBqNoqGhAdu2bZOOuVwu\nB6vViqKiIoTDYZhMJmzcuFFee3BwEB6PB9PT09i/fz+ampqwfv16DA4Oor6+Hg6HA11dXSIRQEcQ\nj8fhdruRy+XQ1taGz372swUojnqp+4jPfDXnjvtwfn4edrsds7OziEajMJlM8Hg8+MhHPoL29nZc\ncsklmJqagsPhkNeYnp7G7373O5w+fRoHDx6UgJmlShoO7kGVu0ZDTGOjcgpVdFZFDvbu3fufwuP/\nr1wqIsGkRyVC82ySQ0inqAbJfO58Da7v+vXrpezy8MMPo6qqChqNBtFoFNlsVpD6VCqFQCCAH/7w\nh+jp6cHXvvY12Z8q2ZlnESgsl6v7jkkeHR3LQSrfLx6PS4mNQWMgEIDZbJbPNjU1JbwalUSt7iWW\nydQAjkGmel9cEyY+qg1b3SFH+8u9yddXkW+13KrSFPhefGYqKV+tgnDsCbmVDocDbrcbZ5xxBjwe\nD5aWljA5OYmxsTGkUikMDAxgaWkJV111Fc466yzU19djenoaTz75JA4dOiSoJEv9HOelyrWoekz8\njESBc7lljTuPxwO3243Gxkb09PSgq6sLLpdLhEcJTJSVlSEWi2FkZEQCJZ/Ph/b2dgwMDEj3cFFR\nERwOB2ZnZ9HZ2SnrzcSUNm3dunWoqqqCwWDAM888I89ORS1VsIRJNINVNvSo3eX8e5vNhh07duDu\nu+8WjlMwGERPT498Hr1ej+rqaiwsLGB0dBQnTpzACy+8IMkl/6UvVX2SisJS5JkolopS0X+pPvYv\n2bAPTNlcdcAq2qQGLCyj8aDzw6hzinhoaDQuvfRSmEwmHDlyBFarFePj47JozOq0Wi3sdjtOnDiB\n9vZ2vPDCC5iamoLb7ZbsoKKiQiBNHrS/lJ2qsDzRC1WviBuJRHAGUTU1NQgEArBarQgGg0ilUhgb\nG0M+v0yspIZTIpGQOXNms1k2w/tlJ/y+qvPDjZDP5wX5mpmZwfz8PKxWqzhONTjh58pms+IoWDJU\nCe80PuqzVNdldeA5PT0Nk8mE8vJy7NixA8XFxSgrKwMArFmzBg6HQ8Qwg8EgiouLcfbZZ2P9+vXY\ntGkTDh8+jP379yOZTMLn8xXAvaqT4gFU9w0z3vn5eXg8HpSXl+Ptt9/Gpz71KYRCITidThH39Hq9\nmJ2dhd/vh8VikUM0Pz+PqqoqhEIhjI6O4tprr0VzczP6+/vhcDgkcHK5XNBoNEilUjCZTIjFYmLg\niIYBECOq7vnVEDnXmKgcZxlyXfV6vTgwu92OlpYWXHPNNWhtbcXIyAisVqv8jdVqRTwex8LCAurq\n6lBeXg6Xy4X9+/ejqKio4L7UZ8n9/X6B3+osUE2QPizB0390rUbNAQg6yhFB/L3i4mJxlqpidz6f\nx/r16/GFL3wB8XgcjzzyCAKBAJaWlhCJRFBcXAyXy4VYLCbnNpfL4f7778fHPvYxrFu3DqdOnZIA\nRHUgPPu8B9oDtcS2tLQkAQ3tFc9QKpWSRGt+fh6f//zn0djYKCgWy+nT09OYnZ3FgQMHcOLECYTD\n4YLxI7TxDFZUh7uaY0MSMPeQWqrU6ZZFSIlE8z1YGeDfM7FTOZRsmtBoNO9RKleRC9WeqkEmEVsK\nWdpsNoRCIfT19WF8fFxGZ/n9fkxOTuIXv/gFnn76aVx00UXYsmULPvOZz+D888/HAw88gMnJSSk3\nci14cY2YJKr2WxUZTqfTuPjii3HkyBEMDg4im83K8wqFQlhaWkJ5ebk8G41Gg3Q6DYvFgtbWVsRi\nMVxxxRV45JFH4HA4JKnu6enB2rVrMT4+jkgkApPJJGhScXExrFYrJicncfvtt+N3v/tdwRB1dQ1Z\nKaCPJprNxFAV6+V+PO+883DjjTeiq6sLb775JoaHh3HgwAEAK+NjtFotmpubUV1dje3bt+Pqq69G\nNpvFwYMHkUgk5D74uirooKJh6t5U0VS19Ay8/wg69frAESlgpbbJr9WLh0QNTIhC8bVmZ2dRWlqK\n66+/HiUly5O2iWgAgN/vR0lJiZRgYrGYQK87duzA3NwcBgYG8NRTT0nGRNFFdaH5fqsRKQZQdG4q\nBByNRpHP52GxWFBWVoY777xTyn1Wq1VKeRMTE8KnyWaziMfjOHjwIA4ePAi9Xg+bzVaAKBHdUddO\nvR8Vccrn8xJAkuui1S7Ph6uoqBAjmUqlBIKORqNwuVziFFXUAyhUa1YhZ342GgIeQEb+TqcTF154\nIQKBgJRXh4eHodfrYTabEQqFYLFYsGbNGjidTlESDgaDqKmpkefR09ODhx56qKBExQNANIB7hoYS\ngExhLykpwczMDJqbm7Fz50709PRItk9DQU5BRUUFqqurodfr0dnZCQDo7+/H66+/jk9+8pOIxWLi\nhJxOp5TbfD4fDAYD+vr60N7ejmg0inQ6LchPT08Pdu/eXUCAByCkWRXV4XN9P2J9NBoViYbm5mbc\nf//9iEaj4lxOnTolycSZZ56JoqIixONxMZos7b300kt46qmnpLyq0Sy3SPPe1AyN66wafxUtVYOw\n4uJi7Nmz50MTVBHtUMvFKiWBZ0IthdFJq8EvkY50Oo3HHnsMw8PD+MlPfoK1a9diamoKExMTaGxs\nxPj4OBYWFqDX65FIJMSJ6XQ6bN26Fd3d3fiHf/gHNDQ04Hvf+x6OHj0Ki8UiHCBe7+dE1PIW0Sbe\nt1oSq6mpwVe/+lVoNBo89thj6O7uLujGNZvN0Ol0cDgcOPfcc9HW1oaSkhIcO3YMDz/8MEwmk3As\n+Zrcw3S2vCeiVCraBKwE6LSBZrMZbW1tuO6662CxWKDTLQsjHz16FKdOncL+/fslCGLpPZVKFSRe\nfF5qcLeaU8PfKSkpwc6dO1FbW4vTp0+jt7cX4+PjMBqNqKurw+LiIlKplAQsnMhANNHpdCIcDqO1\ntRX33HMP5ufnceONNxYko0TQGEgy2C4uXlYBz2azEjDq9XqsWbMGN954Ix599FGcOHFCHL7f74dO\np0M0GhV+LRNL8qmqqqpkXY8ePSqUD61Wi1gshlwuJ3aluroa8Xgc/f394reuueYa3HPPPfjud7+L\nxx57TJAdnhGVX6T6LjVgZWA6MzMDj8eDj370o3C5XBgdHZUS5V//9V9Dr9fjlVdewcTEBN566y1k\nMpkCP1teXo5bbrkFGzduxJ133okTJ06gpKRE7oFBsxrk8UyopVOeBf4MKLTLf8mG6b71rW9963/X\nsPx3r3vvvRfr168vyFxpYFajPqszF9VIMbpeWlrC97//fYyOjsJsNmPXrl2oqKgQPktnZ6coUC8s\nLODMM89EJpOBx+OB0+lEKBTC9u3bsW7dOhw9erSgmwAolKlXH4CagQIr2R43C+9zdnYWVVVVuPnm\nmyX4YT1Yp9MJYkAel06ng8/ng9vtRiQSweTkJDQaDRKJRAEax4tfq/em8ssIcxI6VbO/Sy65BOef\nfz4uvPBCbNu2DW1tbaivr8fS0hLGx8dlU/E1uP5cC3VT8vmp/Cn+TTqdRkVFBTZv3oxAICBZc3Fx\nsUwuj8fjMBgMMpqA2ffU1BTKysowNjYm5dvKykq8/PLLYszVNvylpSUhuKvkVx4+cohmZ2exZcsW\nFBcXS8lPo9HAZrMJx2BmZkYC+XQ6jfHxcWQyGQwODsLn86Grqwuzs7Oorq6Gx+MRfoXT6URlZSX+\n8Ic/4JxzzhHElJ95enoaF198MZ5//nlZKz4TOhq1kYD7Sn32aiMAOVg33ngjvvOd70gw9sorr+Dw\n4cNIJpPo6OiAyWTC5OQkvF4vdLplxePKykrk83lUV1ejoaEB+/btK8jsucd4j+r5W53lqXtfNUQD\nAwP4AEzN/8h17733FpwrNQunTePXXI/VhGOVm3j++efD7/fjscceg8FgSt1FngAAIABJREFUgM1m\nQ19fH3K5HNLpNKxWqwTnNTU10Ol0iMfjsNls0Gq1sNls2LdvH8bHx3HLLbfAaDSiq6urILAF3qvQ\nzXtTAxhgBTmjc/n617+Oa665Br29vfj973+PP//5z9BqtXC5XFhYWEB9fT3Kysqg0+kwOjqKkydP\n4tixY3A6nWhqaoLD4ZDAi/cErHSbqbIs/I9rRwRELRlptVpUVlbi05/+NC677DLYbDZB6YxGI6qr\nq7Ft2zZs3LhR9p5qm3muVAFRterA50VHDCwHvnV1ddi6dSuGh4exZ88elJaWIhaLIZPJYHJyUgIZ\nInlzc3MIhUIyhzOVSsHv92Nqagqjo6NYu3YtQqEQJiYmJHFZ3XjCe1IFkRmMAsCmTZtgNpslECLq\nDKBgdFZRURF8Ph+MRiPsdjtMJhMOHz6MUCgkwZ3L5YLFYsHU1JTsFYfDAY1mWUTUbDbj9OnTYsNM\nJhM2bdqEqqoq/OY3vwGwUmnieq72QarPpG1mwHr22Wfj6quvxt69e7F9+3ZUVVUhl8uhq6sLb7zx\nBkKhkAR2er0eU1NTghIuLS3hzTffRCQSwU033YREIoHR0VFZP5W7yD2kVgBUTjTPsPo7/Ex/yYZ9\nYIjUjTfeKM4eQAEMrQZXNOgqCkQnzAdw6623YnZ2FhMTE1haWhKeysjICIaHh3H++efj1KlTcLlc\nyGQycLvdAq2zBm+z2RAOh1FRUYG3334bv/71r6WbQm3ltdvtQuJWF57IED8THbVer8d3v/tdTE9P\no6GhAb29vbBYLBgfH5fPMzc3h5aWFvj9fpw8eRLRaBQ6nU5qwFqtFl/84hdhs9kkgid0r9Z/DQaD\ncGRIwiaxleW8xsZGtLa24vLLL0dNTQ3y+Tx6e3tRW1srfKNMJoOhoSGp0X/ve9+TchsNLImjwHIZ\niHwmADJZHVh2uolEAhqNBv/rf/0vyX5UQUSS7YeHh+HxeFBcXAy3241Dhw4JH8rv96OpqUm6DNlR\nMj09jQceeEAIu3xedAI00qrcAY1VNBrFD37wA7zxxhsAljvNamtrkc/nMTIygrq6OjQ0NABY1pIa\nHh5GT08PKioqkMlkEIlEUFNTg8bGRrhcLhQVFWFqagrxeFyc19atW6Wzpa+vT7LyXC6Hiy66CD/6\n0Y/w2muvFRhgZp7qyAKeEe5Vjp7JZDIwGAxoa2vDN77xDfz0pz+V4JQGk4Hg1NQUmpqaUF9fDwBw\nOByIRCIi1cAAsLe3Fz/72c/EwNhstoKzRwOjlqVonFTjz3U2GAwf2IiY/4lLRaRWE5BpE1Tjy724\nGqXL5XL44Q9/iKGhIfz+97/H1NQUvF4vnE4nuru7hdNWU1OD48ePS1laRZvMZjNcLhempqaka+yG\nG26Qsh8DCJWMvppCwftVGzPIZ7n55ptx4sQJ9Pb2IhQKCdLLRopwOAyn04l169YBAMbHxwV9icVi\nGBsbw2WXXYZPfOITuPXWWwVRov1SESi+bzqdln1G0ng2m0VlZSU6Ojpw/fXXo7i4GLt27cLRo0dF\nh6urq0t4aeRHnnnmmbj++uuh0Whwzz33oLu7+z2Brnovq9eGjtZkMuHHP/4x7rrrLrS1teH48eOi\npZdKpaQr0Wq1YmFhAbFYDA6HQ/zLGWecgUQigWg0isnJSTl79913H4qLi3HnnXfKWpDbQxSZaA7P\nGu/baDTi3nvvxR//+Ed0dnYikUjA6/UilUoJYuXz+eRsM8BKJBIIh8PCczvnnHPw7LPPisZUQ0MD\nDh8+jJKSEmzevBlHjx5FMpnE+vXr0dvbi9nZWVgsFpjNZmzYsAHf/OY3pbuVASrXT+VO0V/Tp9FP\n1NfX44orrsBFF12Eb3/72+jp6ZEqUjQaRWlpKTweD06dOiVJOoPEmZkZmaMaDofhdrtx7rnn4o47\n7sCtt96KkZGRAj+/GghQzzTPAoNABrcMqP8jROo/HVr8P3WpSA4PF40O/2M2zq/54VW+ype+9CXM\nz89jfHwctbW1KCsrQygUQm9vr2TZHLLL1wkGg4hEIhJ1rl+/Hi6XS9CQs88+G9dff71sXDVjYgvn\n6rKLqvRKjtL8/DwaGhpgMpnQ1taGkZERuN1uLC4uYvPmzVizZg3MZjOsVmtBzZ/dcV1dXUgmkzhx\n4gQuv/xyeW/C78wMuFFJFgRWunBisZgc0NbWVnzyk5/E1VdfLfyLaDSKwcFBWeeFhQXpfiQ/66c/\n/SluuukmFBUVIZFICOrCAIdrQcOnQtUUgTv77LOxYcMGDA0NYc2aNeJsp6amMD4+jmAwiNbWVlRX\nV2N4eBj9/f2oqqrChg0bJBNcXFxEOBzG4uIi7HY7MpkM7Ha7BFsGgwEzMzOS6ZMkz4vOnvfGcimN\nOAODwcFBNDc3w+FwyDy9U6dOAVgOPgYGBjA0NCT8srKyMiSTSZSUlKCpqQnJZBLRaBRtbW1SYmOJ\njHsqmUwiFoshEAjIPmQQuHqQsmrQaUQWFxeFw3fllVfipptuQjgcRl9fH3Q6HSorK6W0XV1djbq6\nOjQ3NyOfz0s5eWFhAR6PR/hymUwGqVQKHR0d0rHkcDjk/oDCOVj8HQDvOaMq6vBhvPhZiQKozhlY\nUdJXf19NGouLi1FXV4dIJIJ//dd/RT6fR319PRYXF9HZ2YnKykqkUinY7XacOnVKZpiZzWaZiWYy\nmRCPx6VDVKtdbmH/6U9/igsuuAAOh0OehYqArw6G1Xtk8KvRaHDnnXfivPPOQ29vL6anp9HY2Cjo\nWElJCXw+H6qrq5FOpxEMBnH69GkYDAZYrVZMTU2huroaLS0tOHToEHbv3o1bbrmlgNjNchnpDAz4\nVHQvk8lIV+2tt96K66+/Hj09PXjiiSfw6KOPSvLC5JLK4QCkoeJnP/sZuru78Z3vfAc333yz2EM1\nkVeRV9oBYAX13bx5M4aGhvCRj3xE+DocWOx2u+UsmkwmlJSUwGAwwGg0YsuWLSKvMTExAQCiW+d2\nu/HMM8+gpKQEVqtVSupAobwN7b0apKiI8Pj4ONLptGhOsdxMLahwOAy/3w+/3y/7xGKxCLrT09OD\n0tJSNDc3IxgMCvXAYDDg7bffRjweF16nytdMp9N45ZVXMDMz8x4KgkqSV58p9xZ9fi6XwwUXXICN\nGzfic5/7HD7zmc+gubkZOp0Ok5OTmJ2dxcjICE6ePInKykpYLJYCZJLJhkpBee211/D000/jsssu\nk/dbzSslMqyCNquDJDXW4J76S9cHVto744wz5AOshlUBFDgWFQ7mYS8pKREeDR0Ha6qZTAYNDQ1C\nRAwGgygqWp4jNDc3B6vVCrvdLgHB6OgoBgcHYbfbEY/H4fV60dDQgP7+fgSDwQKiHYM7PgiW0RjB\nUj8lHo/jRz/6ETo6OiRg0Wq1ItJos9lErj8YDApXghwev98Pp9OJfD6PtWvXYtOmTdiyZQv2798v\nB4obikgS7zGTyciByeVyqKqqwo033oi//du/RW1trdTOFxYW8NRTT+Gcc84RLoEKaefzeUHgAODL\nX/4y1q5di1dffVUOK1tsiaao9WaiUVdddRWuvfZa6Yrz+/1wuVyw2+0ydmVgYECytIaGBjgcDrS2\ntkKj0cDn8yGbzYo4JgDhjeVyOXzsYx/DCy+8AACiMMzOI/WgsFbOzJcCdlNTU7Db7TAajTLItKio\nCKWlpchkMigvL0cqlcLQ0BA0Gg3a29vh9/uF7D40NIS5uTnEYjGYzWY0NzfD5XIJcT6bzcJsNiMY\nDIq4JzPPSy+9FE888YRkWjzoaoeXWkIjd4TlpO3bt+P666+HwWBAMBjEqVOnZD5gRUUFKioqhBcX\njUZhNBpRUVGBkpIS4QHyHgGIwnZ7ezv6+/uRSCQKJC1obFiaYtamnl+Vx8IW5g9baU91uCpivhrR\nWP0fn/GZZ56JO++8Ez//+c9hNptFlToSiYgT4veNRiPGxsawtLQkJR46RaLjsVhMStRWqxXPPPMM\nnnjiCUQiEfT19UngR/Iy74/vtRphvOGGGzA5OYkHH3wQer0eFRUV4mQBwOv1FpTRDQYDxsbGMDs7\ni4aGBlRWVmJiYgKpVAotLS04fPgw7rjjDrS1teHVV18tkHzgWVCdHPmiCwsL+OY3v4lPf/rTeOed\nd/Doo4/id7/7HU6dOoX6+nq0t7ejqKgIfX19cLlcMJvNmJqaksS2pKQEExMTOHDgAJ555hnU19fj\nwQcfRCKRwODgoOxTIl+qs2Xyc8stt+DKK6/EV77yFYTDYSF8p9NpVFZWwufzSSOQwWBAeXk5iouX\nR7WMj4/jwIEDCIfDgpSn02k4HA7MzMxgbGwMb7zxBu6//34cOHBAnifXlmsDFE5yYOm/ubkZx44d\nEx+g1+ul5GqxWKSxhAihTqeTsUhEauLxOBKJBGZmZoQzabfbEQqF0NjYCI/Hg4WFBcTjcTQ2Nkrp\nT6fT4brrrsPs7CyOHDki3FjaWwZXamlZ/RkAfPSjH0VzczN2796N+fl5bNq0CUePHoXD4ZDxTLFY\nTPz3+Pg4GhoaJMgmam42m6XxzGw2o7+/H7fddhvWrl0rpWjuc9oylYLCwF1NFFl54efK5/N/0YZ9\nYIiUyjsC3jumgl/TuasPRqtdbp+86KKLhM9DkcNsNovGxkZks1n09vYKTOx2u2GxWFBTU4NsNouJ\niQlMT09Do9GIQ2EUT32Nq666SjgJdK6Mvlcby4WFBdFayuVyaGhowNTUlPBQ9u7dC7PZDIfDAY/H\ng1Qqhbm5OWSzWdTW1krbeWVlpQSHhNAtFguGh4fhcrmQSqUKygSzs7MS0KhaPtQOKS8vx9atW3HZ\nZZcJRK7VauH1epHL5bB582ZMT08jmUzK4WJrLQNRliiPHz+OTZs2wefzyQZMJpOS4a6O7klmbmlp\nQSKRQF9fn2gspVIpjI6O4p133kEkEkFbWxtCoRDcbje8Xi8MBgMGBgbgdrsLgijC9olEQkiulZWV\nQnYlWsMuQ2AFAWA2xwCa8hMAJBtcu3YtFhcX4ff7odfrYbVa8c477wjZNxAIYGpqSpogSkpKUFdX\nh5qaGimtkFfV19eHYDBYkHmrvBWKgXKPMwBZDTur50UNtFwuF1pbWxEOh5FIJNDZ2Smty729vYhG\no+jt7RWU02KxoLKyUnRuGExarVbpTCSptaOjA21tbbDb7QV8PF6rGy7UZIf/v5qj82G6eAbVjlkA\n7wl+yQNSUTqNRoOzzz4bkUhE1KdtNhsqKyslGamqqkJTU5NwPdrb29HS0iK8qaGhIXR2dsLlciGb\nzcJms0lwG4vFkM1mkUgkcPXVV8veVwnkqt3l91kaX7duHc4//3wcOHAAiUQCRqMR4+PjQhtYWlqS\nuW1jY2NoaGhAeXk5bDYbUqkUenp6cOTIEYyNjQlHSaPR4Nlnn0VzczOAFb7WapFD2hxWKLZt24ZN\nmzZhfHwcDz/8sAQDJSUlqKmpQW9vL0ZHRyW55LkmisPnkclkYDQaceDAAWSzWdxxxx3Skq/yEVfz\nEN1uNzo6OrB3715ccskl0lhQVFQkyTundExPT0t1ZGRkBNPT05ienhbu5OzsrLTYa7XLDTEsm5eW\nlqK+vl72jIqQq2VyNaHRarWIRCKCEC0uLsJms2FychI+nw9zc3MoLS1Fa2srBgYGhAZw+vRpqa5M\nT0+Ln4pGo9J4NDIygsbGRmlAYlKsIvpMZqenp2EwGGCxWMS2qKiRWj7mv6QwbNq0CX/84x/x7rvv\nYu3atRgeHkZtbW1BUEfdyMXFRVRVVSEYDGJ8fFw6zGOxmNguImB2ux2dnZ0488wzsbi4WCAGyvPK\nM8n7UpMJoLBTWbVt72sP/vsm5P/MpWYBq+Hmv1TL588ymQyuu+462O12vPTSS1i7di18Ph9mZmZE\nQuDAgQPyt+S3UO+DyENpaSmKi4vFWaiB0szMDOrq6vDZz35WHHkul4PT6RSHzMPOerzZbMbMzAx8\nPh+++tWvwufzIRqNwmw2Y/v27RgYGJCSYiqVgsPhgN1uF6QsmUwik8lgdnZW1M2tVqu0PxuNRmzf\nvr2AyKeuE42c0WiUEtx9992Hq6++GqlUSroZ5+bm8Pzzz4u+ltFoxMjIiCBZKkSeSCSE0FxUVIQ3\n33wT//Zv/1YQ/KmbjbAxg8Yrr7wS4XAYJ0+eFONBcTi3242KigqceeaZMJlM0inH0obP58Nzzz0n\nToGkaAZvLHVQq4vZCVA4Cy2bzWJubk7agrmH2trasH79ehHK1Ov12LNnD6qrq3H06FHs2rULqVQK\nHo8HlZWVEox2dHRIazIP+OnTp0VFeGZmBq+99hrsdjuqq6tRWlqKsbExKeOm02lks1kZQ6OSfAlD\nFxUVSXCn1uqBFZ2gK6+8Eps2bYLT6RR9rwsuuABbt26VYcv19fUSsLOTKplMisgqXzsYDMJisYjO\nlcViwVe/+lUpWagIHwNmABJ4c/0pz8DgVTVUH7ZLRQ7Ush6wUpohH4gJDstv69evxw9/+EPU19cL\nAsASl9VqRTgcRjQalZLc7OwsIpGIPDOTyQSn0ynCnnxvZum5XA633367ODY+O1UdnOgL0U/yV77w\nhS+gr69PytXBYBD5fF6QFqI4TAQGBgbQ19cHp9MJm80mmkgOh0POXjKZxLPPPovdu3dj+/bt0GiW\nG4WIIHi9XiwtLUmiZzQacdddd+Ef//Efcdttt+Guu+5CSUkJUqkUfD4f1q1bh8OHD6Orq0sS5nQ6\nLQkxxXjVIfDRaBQTExP4/Oc/j0OHDuG8884roJTQxtPxFxcXo6GhAQ899BBeeuklHDlyBDqdTpDn\niYkJLC4uSnmppaUFxcXLs+qMRiOsVis2btyI8vJyWV+fzyeoOX93aWm5GWfnzp0A3jvYXk3Wafdz\nuRyam5uh1+ulPJ/NZtHZ2SmBud1uF7SGQQ/9isFggNvthtFoFNmWqqoqRCIRhMNhrF+/HtPT0zAa\njTJOaf369eIvLBYLYrGY6PCxU5HJBQMWInP8FygUGO3o6MDk5KR8rscff1z4gux4z2azEkCfOnVK\n1n1xcVFK3uSm8bX7+/vxL//yL6J9xeoMz6Ha/czzq5a5iYryfdSfvd/1gVk4BlBA4YwxlRulRuGM\nNLPZLBwOB3bs2CHOaHR0FF6vF83NzbBYLIhEItDr9diwYQMsFgsAiKozyWcWiwV2ux1ms7ngwbMt\nmVySlpYWIRuSR6LW+YFlxzY3NyeCnjt27MDExIQQBQcGBmAymYSDpdVqC6QPqqqqpCOMg3MnJyeF\n92QwGCT72bJli2SV3JypVErQGioH63Q6XH755UJQDwaD0u0wMjIiBgeAoHKEgrXaZXkAtqUyi1pc\nXB7OaTKZ8Hd/93ciLsqRMQBERyWRSCAUCqGpqQlGo1FgYY/HI5yi0tJSaLVayZY4nsXr9eLQoUN4\n8cUXZeOXlpZKSY5OPZFICJHdbDZL4EQkk3uH+w2AIJSUwYjFYjKOxefzobS0FO+88w5KSkpEcLCy\nshJ+v1+c3cTEBE6fPo1gMAi32y1IJluwHQ4HAoGAZH0jIyM4duyYZDiUouBoG5YxSLol6sb/mMGp\nn62oqAj19fViSFwuF4LBIBoaGiSQZtcjAASDQQl4aOxmZ2el24lZLtuQZ2dnxcHzLKgJj+qIV0P3\nqw3Tf2aE/l+8VBL5+yFvq4msKl+kra0NR48eRVNTE1KpFMrLyzE8PIze3l7U1NSIM2eS5fF45BnR\nngHLaHQ2m5U9wPflHuGYI7fbDQAF5TT13phEku9VXFyM1157TWxcOp0Wp0aZFu5VIiETExMYGRkp\nKOlyDzFYdzqd2LdvH7Zt2yZlGNr9YDAoCSnt6Uc+8hG89dZbiEajKC8vh9/vh81mkyHh6XRaCN8M\n6KPRqDj12dnZ96DAudyy2O4DDzyAK6+8UpIVdvMCkKQ1m82io6MD3d3d0uVdUlIi92C321FVVSXC\njpFIBGNjY2I3Seuor68XKgnR8nQ6jXw+j4aGBvFL69atK+h6W43mqAGVXq+XzxoKhZDL5cQOl5SU\nYP/+/YhEIjAYDOjt7ZXysNFolO48m80mfFz6JwayXFeWL8nJVDnCtG2kPmQyGdGr4t5Ru8RpM/gz\nNn9Fo1HMzc3JPMb29nYAy76koqICXq9XgtDGxka43e4C2gYROe5FSuZYLBa89dZbqK2tFZ/JQEuN\nOVTuIrBSIVDJ8v/XIlKMQGmc6TB4qZuGjgNAAXzH2mkoFMLg4KAQLx0OB2pra0UUjqNiCNvF43F0\ndnYimUzirbfeEl4Bo1+VC5JIJCQTUEUKubDc4NygJCayxMfuO9aq2X5KAijhWTpDGoGysjJ4PB7p\n0GENm113PJSMnG02m/B/jEYjWltb8Vd/9VeCPjBiP378uNTPeSCZORCFIvmYET8PFn+3r68PgUCg\ngKzHLIkbT6vVoq2tTbKdc845B8PDw+jq6sK7776L7u5unDp1CsPDw4jFYvB6vejv75fymtPphNPp\nxJYtWyRYLC4uhsViES4Z+QSJRAJr1qwBACmHMgvhs1IDX3KoysrKsLCwIJ1HzM6qqqpwxhlnoKmp\nCfl8HmNjY9Dr9RgYGMATTzwBrVaLc845B+3t7cIbqa6ulvcMBoMoLy+HTqfD0NCQHHLO7SNBnrwF\nHmwaHt6janhZjtRoVjrG2D1IftwNN9wgQq7A8tT2U6dOwWQyIRAIAAD27dtXIDCq1WoxOTkpwoKR\nSAQjIyPSFcPyB42KStBVya/8/vsZoQ9jaU8NXFRu2GqkmIErg2GNRoNbbrkFL774InK5nJSBAMhz\npQDu0NCQ8CVPnjyJiYkJxONxJJNJWK1WGRdTW1sryRQdC7CMhr3xxhtYv3697DEG8arNVbmeTqcT\nIyMjOHDggAQLOp1OZsjRFjAxzWaz4pTpiNPpNOLxOEwmE/R6vSS28Xgcs7OzWLduHc466yxBaWhz\naduz2SzWrVuHzs5O3HvvvSgpWZ5VyZJ5f3+/dGjbbLaCBhtyd/h81BFVFCM+deoUqqursWPHDnzq\nU58qqIDQ9jNhb2pqEjvR398Pg8EAn8+Hzs5OmEwmpNNpLCwswO12S+nT6XTi5ptvRmdnJwKBAPbv\n3y+BJCsW9F8AkEwmRUCapT0V4Ve/R4kWCuoODg6KzWOyGwqFUFFRgaWlJRw7dgyRSAR2ux0ejwdV\nVVUYHR1FU1MTAAjCTzQrGo2iqqoKY2NjQpnguQ4GgxgdHZVRWi6XCwMDA6ioqChILAAUBMkqF4l8\nSybM1OVrbGzE66+/jssvv7zAviWTSXi9XlRXV4ucQXt7e0FyMD8/LwkpE1Gfz4eBgQH88pe/xMc/\n/vH3lNzVChftE22YRqMRZJXX/7WI1OoPpn5fNUyrNR9Y+piZmRHDkc/nUVpaiqNHjwJYnjvk9/sB\nAFarFU6nE4lEQiJem80mXBKWhYCV2q0aNXPjqsQ5wvWqNhADFmZGOp1ODAqdJ79nMpnQ39+PcDiM\nsrIyeL1euN1u6YiJx+Po6upCZ2en6Iw4nU455IFAQGr7Wu2KijnLe9lsFtu2bZN6N8cF8GC6XC4Y\njUYEg0HhP6ldDdz8zE5VAjENaTqdlp/zYumKzyyVSkkn3p49e5BKpZDPL7fYu1wulJSUSNbNDMds\nNktpNhAIwOPxiDOncKfNZoPJZILRaJSDGYlERO2ZaCaJ8Pw8hMyJ0hAJZGAbDoeRzWbhdruFw0bO\nEPdJa2srjh07JsantLQUZWVliEQi8Hg8SCaTOH36tKyZy+VCLpcTrRuVi2Q2mws6u1Zzo/hMVUkH\nKuUDEMcVj8fxq1/9Ci6XCwAQCoUwPj4Og8GA0tJSGXDK8gzlNWg0tFotPB4PbDabBNKUwQBW0GN+\nJt4bAOn+U/kPDL4/7JdKnlUdiIomqt1V/LnD4ZCRHXRkPONMZkpLS6HT6WC32zEwMCCIpfpesVgM\ng4OD4uyAlQCcmffMzIzMUePe4jNTbRo5VLW1tejr65P9St6kRqMR7igTDgZgsVisAN1k8G82m2Uu\npdlslmQvnU6jrq7uPWiAOipkx44deOONNxAOh6VcSW03JuAOh0PI87RPTBBog0kCZ+AHQHg/sVgM\nZ599tiD1fKbqKJCysjK4XC5otVps3boVbrdb7h9Y5lCR28S5kuSOmc1mvPjii1JeItKby+Xg8/ng\ncrkkAKA4JsdJ8V545rgvWIUoKiqC1+sVnSr6HibrLKfS9gPLDQKcsBCJROByuTAxMQGtVouJiQnk\n88uNTU1NTSgvL0c6nZYqDJtO1M50i8UinZqrbZeaRHCfqHYEWLZf4XAYuVwOdXV1uPTSS0X2w+/3\nIxwOw+FwYHFxEclkEtPT05ibm8PU1JTsW9poqpn7/X6hLTgcDkxOTqKxsVH2uOrj+B/3PvchKwtE\n7nlm/qPrAxsRA6y0gvMmVX4U/yVUrAZbJAJz3llRURHeeecd0fIZHR0FAAQCASSTSdG94Kbwer3w\neDyYmpoS/RPWbzUajWz8TCYjwp7kTdFZqxAhiccktY2MjIgz0ev1SKfTkm3l88vdBlVVVdJdwFIa\n6/VWqxUej6cADo5EInA6nZiensaaNWvw29/+tqDER6idGR3r2SSLvvLKK2hubobBYMD4+LhA2izn\nWSyWguyQPCJ2DqkIhkajweDgIAKBAIaGhgp0vWgEiouLUV9fj0wmgyeffBJf//rXUVxcjOHhYaRS\nKUQiEanLe71euFwu+P1+9PX14c033xTkjkjY1NQUTp8+Db/fLwKmwHKpLhAIoL+/XzgR6uBiBh4M\nKInGJZNJdHd3o729HaFQCEVFRYIq2mw2lJeXF4xv2b9/P0ZGRnDhhReirq4Ov//97wXFOnjwILZu\n3YpkMokDBw7AYDDIWJ/y8nIsLi4iEAggHo+LcCERtkcffVT2tdq9qgrEqaR5tkMvLS2htLRUOoD+\n5m/+Bq+//jqamprg8/lgtVphtVoLhDUTiYR8rkQiAZ/PJxy4yckc0hy5AAAgAElEQVRJNDc3Ix6P\nI5VKYXp6GtXV1fB6vSLhwEBUPadEi+ngaLRV5PbDGFTRUTOjVTkXwArfjf8Cy86Fz4ToDr+v0WgE\ncaIujl6vR29vb4Hz0Wg0wr2kg6f4JnXjeEY5qigcDosN41kACksZdHYbN27Enj17pNTNstzCwoIE\nI+l0GqFQSHhQLPGzNMzEdWJiQt6PQaPBYEA8HscZZ5yBp59+WmwonVwmk8G1116Lyy67DJdddhm8\nXi+sVivq6upw4sQJ8RdEvGjXeTZUyRN+plQqJd24/L3u7m789re/xac//Wn5O94HgymLxQKXy4Vz\nzjkHVVVVOHz4MFpaWuDxeHD69GkUFxdjfHxc5tRRW8/lcqGvrw+NjY04efKk2BWtVouKigqMjIxI\nGdVoNKKpqQk7d+7E7t27xUYRleFFQjztHhNLNluNjIxgdnZWkiEG4RQaJnBgsVhklulbb70FnU4H\no9GIQCCAkZERtLe348UXX0RtbS0mJiakxGexWCQY6e7uFiTwu9/9riB93Hcq+s9zQcK8WmI999xz\nsXfvXmg0Ghw6dEgSCJ4Jr9eLeDyOUCgEjUYjCS4bj4xGo3A4KQsyPj4u3Lza2loEg0F4vV6xY2qZ\njueS3Ys8y0y6VURd7Sp9v+sDs3Aq2gQUDtRU/3s/xIq1b244Oovq6mpp86YhoRMhn4BBC7OUsrIy\nyfQzmYwoYOdyOakfk5tFZ8LNoPJEGIAtLS3rW5HQ7nA4JPBqaGiQB0regUajkZo6gxmj0YhMJoPR\n0VHhy4yNjUk2oqJRwApysbquvri4KCMRWE4ym82Ssfr9fsnoVNSDzwOABHLASumBxtXn80lQQFLp\n7OysCGayY+zss88W8rvH45HuD2YbhOxDoRBSqRS2bNkCn88nnCh2oxBB4gzCVColHZlarVbIlORK\nqbwUIjskofPQrVu3DhaLBVartcAJpVIpCVLZGZlMJvHLX/4Sg4ODUkImukCCOLtG+V48hPl8XtDI\nsbExjI6OIpfLYXh4+D1nQ+V4qVk7s271TJCourCwgK6uLmg0GtGkoSPns41GowCWuTXkvhChKyoq\nkgaIXC4ngp9cD+5hXqv5BWoA/WHmRvGis1WDSqCwdLCaJwVA9iRRSqPRKHMdKTyo1+sRDocliSCK\nS5vJvZVMJhGPx2X2GgMHIhdzc3NoampCJBIRhFa9Rz5bldhMu7VmzRohtZM7Su4j7SipCLOzs9Kh\nS9RIr9cLCs4zrHLs6KB4D3RaRUVFOOOMM6TDjXwldqcR1S0tLYVGoxHUhdIzRJZom/mMmKSqpWny\neehEgZUxIMXFxcIPnZ6eRjQaFZ0lBicABC1iQAIs8xGj0SgSiYQIjFJCho1LRNRUHbzdu3dLiZQI\nD5Em+i1VRyoSiWDbtm0iROrxeKDT6QSlmZ2dRWNjIywWC2ZnZ+Hz+fD2229L80sgEJDkc2hoCA0N\nDcjlctJVTgR0ZmYGIyMjIsWh1WrhdrtRU1ODLVu2yCgt9WzQ7jFhV7UY2UjDjvCFhQVMTk5iy5Yt\niMViSCaTSKfTmJyclNfmevH88LW4v8jj9Hg8wpljUMq1Z9DOe+RZYHK4tLQkvGYV3Pmv2LEPDJFS\nHcXqSI9BCj+cSqBUiWtLS0tSr+UDY5nM4XAIhEuYuqioSObHpVIpuFwunD59WtSitVqtbCy20z/0\n0ENSLydRmRAqsxzqIxG1YosvdV3ohAFI0Ob3+zE8PIzq6mqBlmlUiCbwkJOoTWic7aqqM+UwRyrF\nsmxEx82ascPhALDM/fJ4PJiYmJD2UpULtrCwINmNRqORTUkFWUoH0DjyUJD0yMByZGQEJpMJr7/+\nOnp6ejAzM4Pa2loZdOp0OlFeXo53331XAqKRkREpbaTTaXg8HlFy7uzslAYAfv+5554TtXg+a+ph\nqUM+8/m8DBAGlgXy3nzzTWzYsEG61qhUrNPp0N/fL1lRY2MjysvLsXv3btx3330IBAI4duwY2tra\nYDAYsHfvXtjtdmkZrqurQzwel0CZhqm3txd2ux21tbV48sknhc9E56JmoSTk0nhyThaDe3acUpj0\nrLPOwltvvQWz2SwcBGaL0WgUlZWV4oRplOfm5mSNuddYfmKw9X4BAy8Kz3L/8lyoZ/nDeBG5YDCg\nZq9EmIAVW6aWaGKxGKampgpsUV1dHRYWFsSJ8nxXVFQgn8+LTAIRcfKd2NXp8/kwOTkpzSBLS0u4\n4oorcOmll4ryPxMKNYFlYEMBX57/SCQi572kpET2QyQSkdJ+eXm5zJmkDh6DJjZ/sLtVo9FgZmYG\nJpMJNpsNY2NjgiapYocLCwtYv349JicnpSuxuLgYk5OTWFxc1vUhz4claJvNJtpRXA/6ClXnjAg1\nAClFcnCwGugR1Z+YmMDAwAAOHDggHYYVFRWoqqqS5Km3txdLS0uoqanBwsICXC6XaLlxaLDJZBJN\nLSaTLKFzssMvfvELvPPOO0LkZ5DA4JiJIJ8bJxXkcjns2LEDe/fuhcfjwcDAQMFa0r4MDAzg9OnT\nuOqqqwAsN1+1trZKgG0wGHDy5EkMDg5ifHwca9euxfT0tKBtdrsd6XQa4XBYOFQtLS0IBAL4yU9+\nInue98nX5fdVTiGpFj09Pdi4cSOGhoZQXLw8NouyPNxX7MAsKSnB5OQkysrKMDw8DK1WKxxps9lc\nIDytlmdJG+HwcBX1p60lx45kdd4jy+n/lesDQ6RWd/uoGZJKzmS2wK8pUaDVamG32yWr6OzsFILs\n6OioEDj7+/vFcDGLInLDUt38/DyCwaDMFWJEq9fr0d3djaWl5Q4xZu+MqlUiXSaTkcCAXSwTExPS\nOlxaWirRPSHaiooKDA0NIRqNyusxEyJ/iA4xnU5LFxUDJxpdOkMiKCzXUFOJw07XrFmDgYEB1NXV\nwWg0Sq2ZJSx2+PEeyXfh8yJMT5mCzZs3SxDFTcmuG1XslAZ88+bNqKmpQTweF4L9+Pg4pqenMTw8\njDVr1iCdTktbrroXCONu2LABAAQaLyoqwpNPPol0Oi1oGw8BDSR5ZAaDQbK1xcVF0X7i63F/MQOK\nx+Pw+/1wOBzC37r99ttx2223SQMAib+XXHKJBPnZbFb2JQCRkfB4PHJPLpdL9hbXl1knHS/vQ+Xk\n8V86q4WFBfj9funeMpvNQkhnVyiJrTR0ahbGtQGWgzmTySQlVY1Gg3A4LOgujRSTGK4bs/PVWl10\nTh/GS7VfKiqnZrrAirCwSmQeHh7G5OSkBLxmsxmjo6MS9HNoupo0sVt1cnJSNNQ4wooadgw8mChs\n3LhReC5EB9TklCgNS0EACsjM09PTCIVCYs8o4kvEhrM/jUYjYrGY2D4i95FIRJBdcrU4O5CBjIr0\n87W4/1kuY6JrNptlVl1TU5MER1QGJ/LK8TU85wxIaE+Ki4ulrK3X62Vsk2rfGfgGg0HEYjG43W6U\nl5djy5YtcDgcOHbsGEKhkHTwDQ0NoaWlBV6vFzabTcq05CxRCkSn0yEUCiEWi4m0zQ033IA9e/ZI\ntWV1RyifB88/kygiOevWrUNlZSVyuZwQ/Nk55/F4YDabsbS0rPnX1dUFvV6PpqYmvPLKK2InKS9T\nXl4Oj8cjwRWTBKvVKlSXSCQCs9ksPNEjR44UlLEZCKr+nedDRemDwSCqq6tlvaempmAwGDA6Oiq8\nS9IhqIHHprHVyQoA6Rzks6Q8z9TUlDQmrT6j3D/q+eQ9qsHhf8aR+kDJC4yYWSJQSd7kHKkEQmCl\nJOh0OuHz+WQznXvuuVIWc7vdQkprb2+XTgS73Y7x8XEhOr/99tuYmZmRUQpsJw0GgyguLsb999+P\nYDAoc4tUp0DODdEOojqc50PV9a1bt0r2wANQVFQk5cOKigohZFJyQB1QSW2ikpISlJeXw2g0oru7\nGzMzMwJ7sszJElIymRTtKSpX53I57Nq1Cw0NDUilUujr6xN1ZKPRiHA4LNkZZzWpQzspE6HVakX5\n/Q9/+IMYC2BlYLEaqD7zzDPw+Xzo6OiA1WrFeeedhyuuuALNzc3YsmULPB4PTp48iYqKCkSjUQSD\nQTEaRE0I4ZeVlcnXfAYbN27E1NQUAAi/i/Azswl+zTIXO5ey2SxOnDiBP/3pT3A6nTLyhQ6BnSGB\nQEAQv7fffhubNm3C5s2bsWHDBrS2tkqGWV5eLiROAPL8gGUHlUgkYLfbYbFY0N7ejoMHD8p+oEOk\nQwEKh5aqn4f/qvPYLBYLqqur4XQ6pbQaiUTQ09Mjjmjv3r2CcpE8CkC4MCSdxmIx1NfXS3mbsho0\nKCqXhAiGWk5l6Ud12h/Gixkuy2qru+BIYlXLo/l8Hk8//TTuvPNOSXQY+HBUk9okwUydDo0JjV6v\nl/PAPcLXJ+J4xhln4OGHH5bEkAExsBLoqU0z2WwWfX192L59O7RaLWpra1FcXCxldVIB+Dzp8JjY\ncu+qtlGVIODfkxtKh0q7x8+8a9cuKbWTa+hyuUS5nAF+TU2NONvS0lIYjUZEo1GZHKEiFKxIEFmP\nxWLYuXOnnC1VW4jnUafT4amnnsLNN98s9IXdu3fj5ZdfRllZGZqbm4XL2t7ejkgkItxDJuKq+Cbt\ngd/vl+DmjjvuwEc/+lH09PSIM6dDV+2qmhSyuWBpaQm9vb0yGsblckGn00nCmMlkZLh1S0sLLBYL\nurq68Nxzz0mgBUC4sAAkOKQ+GXnHROvVyQevvPIK3nzzTbz++usFXEjuLVWyhckGUab5+XmMjY3h\njDPOkKaoqampAvK40WhEXV2dBIiVlZWYnp5GRUVFgc5eLBYTTT+inIFAAGNjY/jWt76Fhx56SOIJ\nBtg8k0zY2R3PM6TGI/8VnucHKn+w+v+56KtLevw5f4dlFxqGfD4vhGlg2cA1NTUJzE3NoKmpKan/\nEiViwMBxI4uLi0KAPn78OACI5lI+nxeDRAOg1+vFCBDWJgJhNBpx6tQpEXRk9wBJlSyFsSOMzoyZ\nk0pKDoVC2L9/v+hA8b7UCJxIEEsEOp0ONpsNzc3NUhJrbGyE1+vFxo0bceDAASk1kBtBp8jDwPXh\nGvDe9Hq9ZFXqxgNWxvhYrVaMjo7C4XAUiL8x85qbm0Nvb6848mg0CrvdLpoiLF0Ay3PxMpkMwuGw\nEPY3btyIffv2SdZPJ6HWwvkvDzWAglr7yZMnEQwGsX37dmn/ZvBKnSeWOvP5PLxeLyKRiJTZ+HrZ\nbBYtLS2CGrDWz9o+g/VUKoXa2loAy/A6sBIY8bOqUgcqUkvHQ2M7OTkpr8EMtaKiAjU1NVImJTTv\n9XpFVyWTyQjHgoiDRqPB6dOnkc/n0djYKP/PAI5JBM8fHRQNmsp5UXl673fWPyyXyhNT+UZqGVTt\nEKJtowPp6uoSnibHJXGtKUFCeQHy2Si+yoDV6XTCYDDISBSr1YqmpibYbDYcOnQIf/7zn+U8zs3N\nFcyiVM87zzaHcpMnR5sUDoclyWHpnLPaiDzG43ER/CWiwb+vrKxENpuV2Zwkq3N/cT8tLi7i2LFj\nspc8Ho84uoaGBklI5ufnMTIyUkD54PquDhZZ/mPwT/pEU1MTjh49WsDRUn3P/Pw8BgcHsXXrVphM\nJukg1Ov1GB0dRSqVEs7r6OioNMSwM45aRqyU8H04naKhoQGXXHIJ9u/fL4Ey7YxKfFbLkkVFRcJx\nzOVyOH78OP7whz/gpptuQiAQEBqBx+OB2+2WJDOfX+7YLSoqki5lCqiyCYsIEWc3Er3jqDKOoGFg\n/uUvfxmvvvqqoFr8fEwAABTYAjbK8Hmn02lB06nwPjAwgDVr1qCurg46nQ7JZFJKzEajUca1qEKf\nVHHn51u3bh1MJhNcLhc6OjpkRBzXgf6iuHhlvi3v7/1Kkf8VntQHFkipmh8MkFTyNo0vMwNgBRo0\nmUz44he/KF0pVHEmOsKxIhxlwvbfbDaLgYEBQTs2bNiAqqoqifzr6urgcrng9Xrxm9/8BvF4XFAm\nZjIqX4gGitk6IXRCm1TXpSbF9PQ0qqqqUFFRIc6ak7hpnPi3zGTZ3cYNc++99+LEiRMFEC+w0p7J\nQO7f//3fEY/HEQ6Hcfr0aQQCAZSVlWHv3r2yOdetWyflp1QqhampKUFlVOdXVlYmG54wPD8DeVxq\nFsLny5bUpaUljI2NwePxYHFxEVNTU4LgUfRSo1luG66pqREEhJpGLE/ycDAge+SRR/Cd73ynAGUi\nyZAOiRpMKtmXHT8Mjnt6eoQgGo1G5ZCOjo5Cp9Ph2LFjaG1tRSQSweHDh/Hyyy9Dp9OhpqYG77zz\nDg4fPgy/318wk4l7jIRgakjl83l8//vfR2trq4xkoFFU4XwGLMBKB6vqJLLZLJ577jkcOnRIynx0\nYm63G7W1tfD5fAJbh0Ih1NbWYnJyUkbKUG8ln8+LWnNFRQXMZjOOHz+Ou+++W/h/RFgY4JHvoQoe\nMmhQg6kPKyKlEmqZYa/mX6jdcTTeWq1WkqNf/OIXsNlscDqdiEQi8Hq9cDgcIt/CLtzp6WkAkJlo\n+fzKeCPuE6PRCJ/PB5PJhGg0il/96lf41re+JQi5qk1EW6Fm4FRM56xLOlt+Fjoz7klyDRmEs0QJ\nrDhPlvEYIIXDYXziE5/Aj3/8Y0lSSY1g0KXT6XD48GH8+te/xsUXXyyOLp1OywBx2geHwyEOlskF\n7VIqlSrYdww6ifSQb/bII4/IvmXAwmSFnVoLCwu49957xc5brVY4HA4RBCaNIhaLCbKXy+VEjLS6\nurpgmDKwPEg8n8/j+eefx9133y2JuFqN4bpqNBrhmWUyGTnT5DC+9tprCIVCMvSaQSO7v9ncEggE\n4PV6palh+/btUmbk8wqFQjL3kVUIJod8nmvWrMH3vvc9NDc34/HHHxe/wOv9kijaBZPJJLymbDaL\n0dFRbNiwAfF4XND1Q4cOYWxsDCUlJQVB/d69exEIBOBwOGREEM8chbm1Wi2mp6dx7NgxPPzww+jp\n6RFqCRFitXvT7XbLxA/aWdqv9yOn/6XrAy3trYbP1O/TIDGwUjO7ZDIJg8EgpREKYR4+fBgzMzN4\n4YUXcOTIEYEhuSE9Hg/WrVsn2UwkEkEwGERpaakgUiaTCSMjI3jqqafEKTISB1BwyFQon9BrPp/H\na6+9JpvF4XCIoCOlEdixRZl+p9MpPAd2jZAn4fV6pXOvtLQUBw8eBAD53uqaLq/Dhw/L5vR6vejt\n7cXLL78sPCdOIs/n8/I7hHBZbuLnYRDKjWgymXDkyJGCLJIHG1jhhTBLfuKJJ9Dc3CzcpZqaGoRC\nIZw8eRLRaFQQQavVCgDSyaTT6QS5YsDHCeQmkwnHjx8vaHdmwEkEjSgfAAm0gGUkaHFxUVrNS0pK\nsG/fPphMJkQiEYyPj4s8BQmtVqsV0WgUF154ITo6OtDR0QGv14uWlhY0NTVhbm4OExMTcLlccLvd\nGB8fRygUki7QVCqFQCCACy+8UNqOySPhHuJn4EEGUHA26IgNBgNMJhOmp6cxODgos7yYodFRchQF\nh7NarVa43W7Y7Xb09PTAarVieHhYSs3kx83NzeGRRx4RngJLLkRCVD4ZsOIMaZxUNPnDGETx4nNS\nOSFqEgi8d1Arg+FXX30VNTU1QkImUsOy9ebNm3H++ee/hyfDr+m80um0dD6RN1heXo7u7m6xowwG\n1PKEivyr5a/FxUXY7XZcdNFFyOWW1dHD4bCg45TbmJ2dhdFoRGlpKZqbm6URhkkPAHH+HPexbt06\nfPzjH8eePXskKGdFgRMjWMZ64403sH37dgQCAdhsNhlvRHtMPgw74FQuH8nOrBgQIWQQwu7e48eP\ni0QDX1tN6Gmj//SnP0nH9dLSkujNxWIx6a4kT5X0gba2Nqxdu1YmVFBcmUT20dFR3HTTTdi1a5cE\nu2ppluVGNpeQ3sJglQOZ+ezi8Thqa2vxuc99TjrplpaWMDQ0JOVHq9WKzZs3o6qqCq+++ipeeOEF\n+P1+bNq0CcAykMBpIU1NTZiYmEB9fT1aWlpQV1cHm80m478OHz6Mv//7v5dkQj337NLjz/gfbRkr\nEvl8Ht3d3diyZYvYZJal5+bmEI1GhXhO6gNL0WazGfX19QCWaSdqeXd2dlb26OOPPy6+g+tMThz5\nv+raE7X876LqmqUPwNJpNBpcd911BRmcGq0zc1paWmlHZHbHw8ayybPPPouJiQn09fUJ7ElIsKur\nC62trVi/fj2i0ahwaJLJpGQy0WgUgUAAqVQK1dXV0Ol0+NSnPiXIl5qVASiopdN50NHQ6QLAZZdd\nho6ODmln5oYgcsGZRhUVFYKihcNhyQIIC+fzeZFLePDBB6XDgU6VGRY3ADcLr8cee0wCku7ubhgM\nBqTTaQDLJSm9Xi9CgOl0GqWlpSLQSaIqtWLKy8vFmd5+++0FAa7KDeFacVDozMwMzGYz7r77bhFx\na25uxvz8PCYmJoRLwWdSU1OD0tJSvPvuuyLKBixn5F6vF7W1tdi1axd++9vfFrTlcy8VFRUJl4NB\nxeouEt4jDSxRQKvVio997GPYsWMHqqurxeFt2bIF3/jGNwRBIwrU3t4OjWZZuiEYDErbOAM18l8Y\niD3zzDM4ePBggQiqCo3z2VFskwRT9WCrzttkMuGee+5BY2OjEMuJIHDYbGVlJYLBICorKwW1pUQH\nkQBmnkajEffddx/effddKScwI1Zb6Jk9ss2aCMxqLiHXf+/evR+aoIp7TEV4+DUvFVlcXfLgs/7m\nN7+JX/7yl2hoaEB3dzeKioowMjICnU6HSy65RErES0tLMstxcXER0WgUtbW18iyZTGq1Wtx9993o\n6OjA+eefX8Dh5Htyv6kcHLVzL5/P47bbbsMNN9yAa665BhMTE6itrZVmFypac15mJpNBQ0MD5ubm\nEAwGJenSaJY7P30+H5LJJOrq6vC1r30NP/7xj/HSSy/Je9GGcV3ZpVVUVIR/+qd/woYNG3DttdcW\nkO2pIVReXo5kMiniuSrXisEcbb3ZbBb03G634/HHH8fOnTulGxAoFMQln4k+qqGhAV/5ylfwla98\nRc6izWYTJ+/1ejE9PY3W1lbMzs5icHAQdXV1optHO+j3+xEKhXDkyBHs378fX/ziF2V/sESqlpb4\n7BjokqrCYIBlJ9ItWltbcfnllyOfz+Ptt9+GwWBAZ2cn7Ha7oOLNzc3453/+Z+E/Uk6mqqoK4+Pj\nQvL3er1S1l1cXERXVxeOHDmC8vJytLS0yDBj+kKV2kE6BG0WnynPBgPd8vJy3HvvvWhsbMTFF18s\nKCnRT6fTCb/fL12a7K5noj41NSX2e3FxEU6nEz/4wQ+wadMmbNu2TWaZck0ZiDGBJr+PZ3M1RYUg\nCYD3+Fb1+sA5Ump9mhcNEgMstQYOQES4gOUxGNXV1XJo6fhbW1txwQUXSAZBxIkbEABqamrgdDoR\njUaFu/Pzn/8c2WxWuk0Y0KkLqHaAscOONWUGPq+++qrMt+vt7RV+ADtfnE6nDCw9efIkhoaGEIvF\nJKshFMkuuJ/97GcyA44ZAB80y3vAShmBmyccDkuwUFZWhrGxMSwtLSuB87/x8XF5L5KRuVEtFot8\njng8Do/HgwceeKCgrMONpnY2/H/cvXl0m9W5PbwtyaMky5LneIjjOI4zkJBAIKQhJkADlDKEOS20\nFCilvbeltwNtSdublBa4UFZb2kWaUqAUKGGV0qZAIGVKIMyZnMGJk3iKHU+yZcmSR8nS94d/+3jr\nTWjv737tl/vxrpXlWJb0nvec5zzPfvYzHAIWHrFDsORwOFBdXY1jx47h8OHDRuEuXboUdrsd8+fP\nN0BgZGQENTU1JjG6pqYGTqcTjz76KJ588knTCJBgSlkSGhENyyYSk9WOXCs+Bzfw6Ogotm3bhrff\nfhuHDh3C1q1b0dvbi/b2dlx99dVYv3493n//fZPYCEzmNvH/ZCHpAIyMjKCsrAx33XUXtm7dahgF\nh8NhQpxMjOVcKctHBpTPp2zC6Ogo7r33Xhw5csQ0p+V+ycjIQFlZmWEaGaaj555ITPSgIitG47Bn\nz54khon5DFTqzNVgqIFGh4yYltcTQHzcLmVzOE80GvybGhLNvSDL8NJLL+H222/Hyy+/jIyMDLS3\nt5uE7FdffRVDQ0Po7u7GyMiIOVJoZGTEdKv3er0G0Pb29mLOnDmora3FH//4RxO+V6NMZgCYZG/V\nMeQRUG+88QYaGhqQm5trWgvw8HUaSI/HY851a29vN/uMhy6zyGX//v1YtWoVbrvtNvz2t7/Fli1b\njLHivlHHRkPamzZtwtDQEGpra40MezwelJSUmKKK3t5e00Q3OzvbOLOsCmbouq+vDy6XC2lpaVi9\nejUKCwsNK291UjgGAjubzYaWlhbY7XacccYZBsgVFBRg+fLlmDZtmmmy3N/fj/r6eiMTPJbF5XKh\npKQE4XAYt956KzZu3Ihf/vKXSVXp3OfKkFjB+tjYGAYGBgzoonNjt9sxNDSE/fv348UXX8Spp56K\nG264AUNDQ+jp6TH5uiUlJXjsscewcuVKnHnmmZg+fTrOOOMMkzusuuXYsWNoaGjAsWPH0Nraigce\neADd3d34zne+k+R8ct3oNGgoG4AB+5peQRt17NgxbNiwAR0dHVi5cqXJW+Z7AoEAWltbjR4KBALo\n6OhAW1sbmpubjb2MRqMmP2zx4sV4+OGHEQqFkpLHOcfM+7XmRGkoXnOjiEH+rj44WYzUypUrjXdE\nI8KLi8MseysjxUXg0M8880zcdtttxlg3NTWZXB7G6AEYT4q5T/n5+fB6vQiHw2hqajKCTRBFcMTx\nqKBTaEhTkjXIyMgwPTBOPfVUXHjhhaipqUF9fT1OO+009PX1me+y2WxobW01icB+vx87d+7E+Pg4\n5s6di6GhIbz00ktJYTrrOBjaIjhgFSSrRgYHBzFt2jTce++9BjAQiY+NjaGzs9N0wqYBJr1PKvrI\nkSNwOp1YsGAB/vCHP+Dhhx/G8PCwyaWyMjzc3ApqotEohs9LhAIAACAASURBVIeHsWDBAvz4xz/G\nyMgIOjo6AADPPvssXC4Xvva1r5l5dblcJkeJSiMvLw/r16/Hc889ZyoSI5FIUpEB/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0M4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\nbm4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Njbjhhhswe/Zs/PznP0dPT0+So89n/XuM1Ekvp1Gv2kotAif26AlArFStMkHKLnCD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Bxz/NwT3Ct8D6YCGdTqgJXBHvcHx6fpDqXvynmjI6TnSFMo+HsNevB7nH+9j3/ddcMQqQce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\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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##StatsModels\n", "http://statsmodels.sourceforge.net/\n", "\n", "Link to some great notebooks\n", "\n", "https://github.com/statsmodels/statsmodels/tree/master/examples/notebooks" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#statsmodel simple example\n", "\n", "#Regression plot and loading datasets from R\n", "\n", "http://statsmodels.sourceforge.net/devel/examples/notebooks/generated/regression_plots.html\n" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import statsmodels.api as sm\n", "from statsmodels.formula.api import ols" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use a utility function to load any R dataset available from the great [Rdatasets](http://vincentarelbundock.github.io/Rdatasets/) package." ] }, { "cell_type": "code", "collapsed": false, "input": [ "prestige = sm.datasets.get_rdataset(\"Duncan\", \"car\", cache=True).data\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Duncan's Occupational Prestige Data\n", "-----------------------------------\n", "\n", "Description\n", "~~~~~~~~~~~\n", "\n", "The **Duncan** data frame has 45 rows and 4 columns. Data on the\n", "prestige and other characteristics of 45 U. S. occupations in 1950.\n", "\n", "\n", "Format\n", "~~~~~~\n", "\n", "This data frame contains the following columns:\n", "\n", "type\n", " Type of occupation. A factor with the following levels:\n", " * prof - professional and managerial\n", " * wc - white-collar\n", " * bc - blue-collar.\n", "\n", "income\n", " Percent of males in occupation earning $3500 or more in 1950.\n", "\n", "education\n", " Percent of males in occupation in 1950 who were high-school\n", " graduates.\n", "\n", "prestige\n", " Percent of raters in NORC study rating occupation as excellent or\n", " good in prestige.\n", "\n", "Source\n", "~~~~~~\n", "\n", "Duncan, O. D. (1961) A socioeconomic index for all occupations. In\n", "Reiss, A. J., Jr. (Ed.) *Occupations and Social Status.* Free Press\n", "[Table VI-1].\n", "\n", "References\n", "~~~~~~~~~~\n", "\n", "Fox, J. (2008) *Applied Regression Analysis and Generalized Linear\n", "Models*, Second Edition. Sage.\n", "\n", "Fox, J. and Weisberg, S. (2011) *An R Companion to Applied Regression*,\n", "Second Edition, Sage.\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "## remember pandas, this should look familiar\n", "\n", "prestige.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
typeincomeeducationprestige
accountant prof 62 86 82
pilot prof 72 76 83
architect prof 75 92 90
author prof 55 90 76
chemist prof 64 86 90
\n", "

5 rows \u00d7 4 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ " type income education prestige\n", "accountant prof 62 86 82\n", "pilot prof 72 76 83\n", "architect prof 75 92 90\n", "author prof 55 90 76\n", "chemist prof 64 86 90\n", "\n", "[5 rows x 4 columns]" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "prestige_model = ols(\"prestige ~ income + education\", data=prestige).fit()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "print prestige_model.summary()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: prestige R-squared: 0.828\n", "Model: OLS Adj. R-squared: 0.820\n", "Method: Least Squares F-statistic: 101.2\n", "Date: Tue, 15 Apr 2014 Prob (F-statistic): 8.65e-17\n", "Time: 15:31:02 Log-Likelihood: -178.98\n", "No. Observations: 45 AIC: 364.0\n", "Df Residuals: 42 BIC: 369.4\n", "Df Model: 2 \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "Intercept -6.0647 4.272 -1.420 0.163 -14.686 2.556\n", "income 0.5987 0.120 5.003 0.000 0.357 0.840\n", "education 0.5458 0.098 5.555 0.000 0.348 0.744\n", "==============================================================================\n", "Omnibus: 1.279 Durbin-Watson: 1.458\n", "Prob(Omnibus): 0.528 Jarque-Bera (JB): 0.520\n", "Skew: 0.155 Prob(JB): 0.771\n", "Kurtosis: 3.426 Cond. No. 163.\n", "==============================================================================\n" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(figsize=(12,8))\n", "fig = sm.graphics.influence_plot(prestige_model, ax=ax, criterion=\"cooks\")\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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cmjZ1R1DQYPTv3xdWVlbmfklEVMsZI3cybBMRkVkVFRUhMvIwNm7cg/j4IgBDYG/fDzKZ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\nc9GzZ09Mn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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "fix, ax = plt.subplots(figsize=(12,14))\n", "fig = sm.graphics.plot_partregress(\"prestige\", \"income\", [\"education\"], data=prestige, ax=ax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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0d+5cNWvWTPnz51f58uU1bdo0p3kOHTqkxo0bK2/evAoMDNSkSZNkt9vVtWtXx5h/ev3O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t6WqmpRue1SKZeD/JC8dAa7hFwux6pVq8SFN1euXBFnmxhj74dXLfgqqb189epV3L9/H8nJyeja\ntSuUlJTQo0cPHDlyBF26dAER4ezZszhz5gz27t0LuVyusCCs9Ja7//77LwAgICAADx48wJAhQ5CR\nkQEiwqJFixS23E1ISIC1tbXYj7Jy2Z/rlZSUEBISgrVr1wJ4HuBt3LgRM2bMQP/+/ZGRkYG///4b\nAHDy5EmEh4cjOzsbMTExmDlzprjgz9TUFKqqqoiOjsbVq1cBADNnzhSDanrFAjcqtfjw1KlTCA8P\nh5KSEs6cOYPz588rLAZ9cYEbEaFLly5o1KgRXFxcYGJiIgaTERERuHHjhsK96Q12L3yTRXXR0QkK\nwTUAyGQRiInZXe75RIRZs2Zh4sSJ2Lt3b5UE12/yrIx9ysaM6YDGjRV/WGzcOASjR7evoRGxN/Ha\nAHvkyJFIT09HXFwcAEBTU1NhJoEx9n6TSCTYuHEjnj59ij/++AP+/v4oKipC/fr1YWZmBktLS3zz\nzTcAgMjISPj4+OCLL74AADx58kTsJzw8HPfv34elpSV8fX0BAPr6+khISMC1a9fg6OiI4uJiNGjQ\nAJs2bRKve/jwIbKzsxXG9OKv7QFg8uTJmDx5MogIX375Jfr164d169ahRYsWaNSoEczNzSEIAsaM\nGYPLly/D0dERYWFhAICmTZsiJSUF+vr6WL16NXbv3i3ORM+fPx8SyfNvdUeOHFGoKpGWlgZVVVUA\nz2f9pVIpZDIZGjVqBENDQ0gkEjRq1AiNGjUS+yiPIAjIz89HVFQUVq5cCQsLC0yYMAFEBENDQ3z1\n1VdQUnr+693i4mIxxUBbWxsmJiZISUlRSDtISUlBo0aNIJVKK/rXXK7K/Kq5qKgIw4cPx4YNG5Ce\nnv7S30CURkQoKip/tq0Ep1MwVjk+Pq6YP98b3t5T4OYWBm/vKZg/vyNXEfnQvC5J28HBQeG/RETN\nmzevVKJ3dajA0Bn7JJS34Kp0DesS3t7eNHDgQLp9+zZJpVIaOXIkXbhwgfbs2UOtW7cmiURCK1as\nIKLnixwtLS2pZcuWtGfPHrp48SLt2bOH1q9fT0Qv32hGWVlZ7IOobH3t19XbJiL6+uuvqW7durRq\n1So6f/48nTx5koKDg8U6/CoqKqSnp0deXl4KVTkAkJ6eHp07d47Wr19PGhoapK+vL1YVadiwocJi\nu5La1k5OTuJ219OnTydNTU2yt7cnLS0t0tbWpmbNmtHQoUPF8ZmamlJERITCM9StW5cEQSBHR0fS\n0tIiHR0dcWFejx49SE9Pj4yNjUkikVBMTAzl5eXR/fv3KSoqikxMTMSFkz4+PjRnzhySSqW0dOlS\n8XM2MjIiU1NThWotpYWEhJC1tTWpq6tTgwYNaMSIEfTvv/++sFgqjoBGBEhJV7cB7dixgwRBoAMH\nDtCDBw+oY8eO1LZtW+rWrRvp6uqSnp4edejQgU6fPi3ep3RtcAcHB1JRUVHY9p0xxj5WlY07XzuD\n/WLe5a1bt145k8MYe7cqs+ALAOrUqSPO8trZ2eGHH37AvHnzFP5dq6mpISUlBXZ2dvDz84ONjQ1G\njx6N/Pz8Mv1V9fhjY2Mxfvx4REREwNbWFl5eXpg7dy6aN2+OevXqYdSoUahfvz7u3r0r5i1v3boV\nMTExMDAwQLNmzTBy5Eg8efIEEyZMQEZGBubNm4d//vkHjRo1EhfbZWZmoqioCA4ODkhKSsLu3bsx\nbNgwSCQSXL9+HYWFhRAEAbdu3cL69etx+/btlz63iooKpFIpzp8/j2fPnkFXVxc3b94EEcHExARH\njx7F2LFjQUSYMWMG6tWrB19fXwiCgBUrViAkJASampr4888/MXXqVMyZMwf+/v5i//fu3YOHhwf+\n/vtvfPbZZ+jTpw/u378vHldXV8eSJUuQmZmJ5cuXIzk5GWPGjCn1q+ZjAAYA6I8GDQZj1KgRGDdu\nnPh8rq6uqF27NrKzs2FiYoLU1FQcOnQIlpaWcHd3F58deJ42GBwcjKioKJw7dw6tWrWqkq8Dxhj7\nqLwuAl+1ahV17dqV6tWrRxMnTiQLCwtxFqsmVWDojLGPwN27d0kQBEpOTiYzMzOF2eOrV6+SIAiU\nkqJYH9bFxaXM7oFNmjQhJSUlcVv28ra7njp1apka03K5vNza1KWZmpqSr6+vwjXa2trUrVs3hTY9\nPT36+eefX9rP8ePHSRAE+ueff4jof78p2Lp1q3hOXl4eCYJACQkJL+1ny5YtpKqqSkTPa+rWrWtL\nOjqm5O09WaylW1JG0cjIiCIiIig0NPS1z75s2TISBIFSU1Nfeu+atGNHCnXoMInc3KZShw6TuG4w\nY6zKVDbufO1OjgMGDECrVq2QmJgIANi+fbvCgiXGGKtOenp6CAgIgLe3Nzw9PaGkpITs7Gw0bdr0\npdecPXsWffv2VWjT0dFBcXExZDIZLC0tAaDM7OuRI0dw7NgxaGlpKbTn5+fjwoULL73fi5VcBEGA\ngYEBmjdvrtBmaGiImzdvim3JycmYNWsWMjMzcf/+fTE//PLly2IVGABwcHAQ/1xSrSUvL09s27Jl\nC6KioiCTyfDgwQPI5XI8e/YMubm58PFxhbGxCtq374M5c6aL15TsmDhixAiEhITAx8enws/u6Oj4\n0s+iprxpxRTGGKsOrw2wgee1bjmoZozVlNjYWIwdOxYJCQnYvXs3pkyZggULFqBz584V7qO8lJny\nqoF4eXlhwYIFZa7X0dF5Zf+V3br7ypUr6Ny5MwYPHoywsDDo6+vj6tWr8PLyQmFhocJ15W2LXtLP\noUOH0Lt3b4SEhGDevHnQ09NDeno6Bg8erNBP6edfuXIlgoKCIAgCOnToUKlnV1JSeqfbtFfUyyum\nTOEAmzH2zlUowGaMsZpma2sLW1tbNG3aCqdP5yEwMAxr12YCQJn63La2tkhJSVGoeDRgwABkZmai\ncePGL71H69atsXz5ctSvX1+sLlJdjhw5IlYeKbnX6zbpKU9qair09fXFUqoAsGHDBoVzbGxskJaW\nBiLC9OnTsXTpUowZM0bhmnf57NWBN+dgjL1PeLUiY+y9JpPJEBQUhAMHDmDZsg0YPvw3XLt2F48e\n6SM5WRtESpgyZRZyc3Nx7949AMDEiROxefNmzJkzB9nZ2diwYQPCw8MRGBgo1uGmcuozjxo1CsXF\nxejevTtSU1Nx6dIlpKamYtKkSeIGN9evX4eVlRW2bdsmXvdiPxVps7CwgCAImDt3LnJycrBt2zZM\nnz69zDWvY2VlhVu3bmHp0qW4ePEiVq5ciUWLFimcM2HCBBw4cAAtW7bE+vXrER4eLtYcL5nZrsiz\nv894cw7G2PuEA2zG2HtNQ0MDFy5cgJ+fHwIC+uH69T8B6AI4ACAcwFKkpR2EiYmJmFPdqVMnLF26\nFCtWrECzZs0wYcIEfPfddwq7/5VXacXQ0BDp6enQ19dH165dYW5ujr59++Lq1auoV68eAODZs2fI\nzs7GgwcPFPp60evaJkyYACcnJ/zyyy+wtbXFTz/9hKioqJdWf3kZHx8fTJo0CSEhIWjevDk2bNiA\nyMhIheuaNGkCW1tbZGdnQyaTITY2VgzmS2ptl372nj17wsrKCgMGDFB49oqMp6bw5hyMsfeJQOVN\ns3wABEHg3cEY+8S4u4chJaUIwIwyx7y9p2DnzsrPAL9MamoqXF1dkZOTA1NT0yrrt4SXlxcaNGhQ\n7lbhVenatWvw8fFBmzZtEB0dLc7gr1y5EkOHDsXdu3ehra1drWN4V+Lj9yEmZjfy85UglRZj9Oj2\nnH/NGKsSlY07eQabMValdu/eDXd3d9SpUwe6urpwd3dXyC1+9OgRxo0bh4YNG0IqlcLc3ByzZs0S\nj9+8eRP+/v4wNjaGmpoarKysxCD0eRpALgBXAOoAagPoD+CWmGsbFhYGCwsLhTGlpqZCIpHgypUr\nAIDly5ejVq1aSEtLQ8uWLaGhoYHWrVvj6NGjAIBLly7B1fV5YGZubg6JRAJPT08AwPHjx9GpUycY\nGRlBS0sLTk5O2LVrl8L9zMzMMHXqVIwdOxZ16tSBsbExJkyYIOaKDxkyBHv37sWKFSsgkUggkUiw\nb9++Kvj0Ff39999wdnZG//79YW5ujlOnTiEnJwcbNmxAcHAwevfu/dEE18DzaiE7d05HcnIYdu6c\nzsE1Y6zGcIDNGKtSjx8/xqhRo3Dw4EGkp6fDwsICHTt2xL1790BE6NKlC3bs2IEFCxYgKysLq1ev\nhpGREQDg6dOncHNzw+nTpxEXF4esrCwsXLhQrPYxcGArACsANARwBMAfAM4A+Eoh17YiaQxyuRwh\nISGIiYnB8ePHYWhoiN69e6O4uBgNGzbE9u3bATxfeJibm4stW7YAeL71e9++fZGcnIwTJ07A29sb\n3bp1w/nz5xX6j4mJQf369XH48GHExMRgwYIFWLFiBQAgOjoabdu2RZ8+fZCbm4vc3Fxxe/qqkpCQ\nAC8vL0RGRuKHH37AmTNn0LVrV1hbW2PSpEkYOHAgli5dWqX3ZIwx9hxXEWGMVakePXoovP/ll1+w\nefNm/PXXXzAyMsK+fftw9OhRtGzZEsDz2d42bdoAAOLi4nDp0iXIZDIx77d0esa5c8ehra2FwkJ1\n5Ofb/n/rKgD28PTsJZ5XkV/jERGioqLEGtNhYWH4/PPPcfHiRVhYWEBPTw8AYGBgAENDQ/E6Nzc3\nhX6mT5+OP/74Axs3bkRISIjY7urqih9++AEA0LhxYyxbtgx79uzB0KFDoa2tDRUVFaipqSn0XVWW\nLVuG4OBgbN68GW3btgUAMbhnjDFW/TjAZoxVqZycHISGhuLgwYO4efMm5HI5njx5gsuXL+PatWvQ\n09MTg+sXHTt2DLa2tgqL6krLyMiAt7cXBg8egJiYKWKubWqqJnR0apV7zcu8uDlMycYueXl5ZVJM\nSrt16xamTp2KpKQk5ObmoqioCPn5+WL6SUnfpTeHKen/0qVLlRpjZRERwsLCsGrVKqSkpMDKyqpa\n78cYY6x8HGAzxqpUly5dYGhoiIULF6JBgwaoVasWXFxcUFhYCHV19dde/6rZ55JFJj4+rgr5tXp6\n/9scpWSHwtKePXtWpi+JRKKQSlLy55INXF5myJAhuHbtGiIjI2Fubg6pVAo/P7/Xbg5z7VoeTpyQ\nwd09DKqqRbh9+x4aNGjwyntVRmFhIYYNG4bMzEykp6eLaTeMMcbePc7BZoxVmTt37iAzMxPBwcFo\n3749rKysoKqqips3b0IQBLRq1Qr37t3DsWPHyr2+devWOHv2LK5fv17ucVtbWxw8eFAhYD516hT+\n/fdf2NnZAYC4HXnpQPn48eOVfpaSAPnFTWz279+PkSNHokuXLrC1tYWxsTFkMtkr+4qP34f09Gu4\nd88cKSlhSEiYgezs+7h0qfznrKz79++jU6dOuH//PpKSkji4ZoyxGsYBNmOsyujp6cHAwACxsbE4\nf/480tPT0bdvX6ipqQEAPD09xcV9v//+O3JycnDgwAH89ttvAIC+ffvC1NQU3bp1Q2JiInJycpCY\nmCjuTDhq1Cg8ePAAQ4YMQUZGBlJTUzFw4EC4urqKedyenp548uQJQkNDIZPJsHHjRixcuLDSz2Jq\nagqJRIL4+HjcvHlTrHttaWmJ1atX48yZMzh58iT69u0LuVyuMGv+4gx6dHQCHj5srdD25ElHHD58\nHBcvXsTt27dRVFT+Rimvc+XKFbi4uMDGxgZbtmwps/07Y4yxd48DbMZYlZFIJNi4cSNkMhmaN2+O\noUOHYvz48WJ+MwDEx8ejc+fOGDFiBKysrDBw4EDcuXMHAKCmpoaUlBTY2dnBz88PNjY2GD16NPLz\n8wE8n51OSEjAtWvX4OjoiK5du6J58+bYtGmT2H/Tpk2xZMkSrF27Fs2aNcPy5csxc+bMCm3gUrrN\nyMgIs2bNwuzZs1GvXj1x8eayZcsgl8vh5OSEnj17onPnznB0dCw33aTE8228hf9/lQiEsrIG7O3t\nYWRkhLS0tEp91gBw4sQJODs7Y+jQoYiOjoaSEm8Lzhhj7wPeaIYxxqqZt/dkJFAgIIAAACAASURB\nVCRU7eY4f/31FwYNGoRFixbhq6++etshMsYYewXeaIYxxt4zVb2N95IlS+Dv749t27ZxcM0YY+8h\nnsFmjLF3oCq28SYiTJ48GevXr8dff/31ynKCjDHGqk5l404OsBlj7ANQUFCAoUOH4uLFi/j9999h\nYGBQ00NijLFPRmXjTq6DzRj76MXH70N0dAIKCpShqlqEMWM6VHr2uCbdu3cPvr6+qF27Nvbu3StW\nZWGMMfZ+4gCbMfZRi4/fh7Fjd0EmixDbZLLn+dAfQpB96dIldO7cGd7e3pg7dy5XCmGMsQ8AL3Jk\njH3UoqMTFIJrAJDJIhATs7uGRlRxx44dQ5s2bTB8+HD897//5eCaMcY+EDyDzRj7qD2vQV1Wfv77\nHazGx8djyJAhiI2Nha+vb00PhzHGWCXwDDZj7KOmqlr+DolSaXG57e+DRYsWISAgAH/88QcH14wx\n9gHiAJsx9lGr6hrU1UkulyMoKAj//e9/kZqais8//7ymh8QYY+wNcIoIY+yjVrKQMSZmSqka1B3f\nuwWO+fn5GDJkCK5evYq0tDTo6+vX9JAYY4y9Ia6DzRhjNezu3bvo3r076tatixUrVnAZPsYYe8/w\nVumMMfYBuXjxIpydnfH5559j3bp1HFwzxthHgANsxhirIYcPH4aLiwtGjx6NyMhISCT8LZkxxj4G\nnIPNGGM1YPv27QgICMBvv/2Gbt261fRwGGOMVSEOsBlj7B1bsGABZs6ciT///BOOjo41PRzGGGNV\njANsxhh7R+RyOX744Qfs2LEDBw4cgLm5eU0PiTHGWDXgAJsxxt6Bp0+fYtCgQbh58ybS0tJQu3bt\nmh4SY4yxasIrahhjrJrdvn0bXl5eUFZWRkJCAgfXjDH2keMAmzHGqtGFCxfg7OwMV1dXrFmzBqqq\nqjU9JMYYY9WMA2zGGKsm6enpaNu2LQIDAzFr1iwuw8cYY58IzsFmjLFqsGXLFgwfPhzLly+Hj49P\nTQ+HMcbYO8QBNmOMVbGoqChERkZi586daNWqVU0PhzHG2DvGATZjjFWR4uJiBAYGYvfu3UhLS4Op\nqWlND4kxxlgN4ACbMcaqwJMnTzBgwADcu3cPBw4cgK6ubk0PiTHGWA3hFTeMMfaWbt68CU9PT6ir\nq2Pnzp0cXDPG2CeOA2zGGHsL2dnZcHZ2xtOnT5GXl8dl+BhjjHGAzRhjb+rAgQNwdXVFcHAwWrZs\nCUEQanpIjDHG3gMcYDPG2BvYuHEjfH19sWLFCgQEBICIQEQ1PaxKKSwsrOkhMMbYR4kDbMYYqwQi\nwty5czFhwgQkJCTA29u7zDnHjx9Hp06dYGRkBC0tLTg5OWHXrl3i8d9++w0NGjQQ3+fk5EAikWDg\nwIFi25IlS1C/fn0AgLu7O4YPH15mHI0bN0ZERITYtm7dOjg4OEBNTQ3m5uYIDAzEkydPxOPu7u4I\nCAjAlClTULduXZiZmb3158EYY6wsDrAZY6yCiouLMXr0aKxYsQJpaWlwcHBQOF6SIvLw4UP07dsX\nycnJOHHiBLy9vdGtWzecP38eAODh4YHr16+L7/fu3QsDAwMkJSWJfe3duxeenp4AgBEjRmDt2rV4\n/PixwvErV67g66+/BgAsX74cI0eOxPfff4/MzEysXLkSe/bswYgRIxTGuGHDBty5cwdJSUnYvXt3\nFX9CjDHGAA6wGWOsQh4/fgxfX19kZWUhNTVVYQa6REmKiJubGwYNGgRra2s0adIE06dPh7W1NTZu\n3AgAaNSoEUxNTZGYmAjgebD87bff4uHDh8jOzgYAJCcniwG2r68vpFIp1q1bJ97r119/RZcuXWBs\nbAwACAsLw+zZs9G/f3+YmZmhbdu2iImJwerVq/Hvv/+K19WrVw8LFy6ElZUVbG1tq+GTYowxxgE2\nY4y9Rl5eHtzd3VG7dm38+eef0NHReeX5t27dwsiRI2FtbQ09PT1oaWkhIyMDV65cEc/x8PAQA+zk\n5GR4e3ujbdu2SExMREZGBvLy8sQAW1VVFUOGDMGSJUsAAHfu3MG2bdswbNgw8X5XrlzB+PHjoaWl\nJb46d+4MQRBw4cIF8b68syRjjFU/3miGMcZeISsrC507d8bgwYMRGhr6ykohJceGDBmCa9euITIy\nEubm5pBKpfDz81NYVOjp6Ylx48YhMzMTDx8+xGeffQZPT0/s3bsXRUVFMDMzU9gJcvjw4Zg3bx5O\nnz6NxMREGBoaolOnTgAAuVwOAIiOjoaHh0eZcZXkcguCAA0Njbf/UBhjjL0SB9iMMfYS+/btQ69e\nvTBnzhwMGTKkwtft378fkZGR6NKlC4Dn6SUymQzNmjUTz3F3d8fdu3fx008/wc3NDRKJBJ6enpg1\naxaKiorQrl078dywsDCsWbMGnp6eWLJkCZKSkjB06FAxoDcyMkKDBg2QlZUl5mS/KXNzcwwbNgwh\nISFv1Q9jjH3KOMBmjLFyrF27FmPHjkVcXBy8vLwqdE1JDralpSVWr16NNm3aoKioCKGhoeIscwkT\nExM0adIEK1aswJw5cwAA9vb2kMvliI+Px4oVKxTOFwQBw4cPR//+/SGXyxEQEKBwPCIiAl9//TX0\n9PTQrVs31KpVC5mZmdi5cycWL14sjq9kjAEBAZDJZAoLKwHg6NGjUFdXr9DzpqamwtXVFZcuXULD\nhg0rdA1jjH0KOAebMcZKISLMmTMHQUFB2LNnT4WDa0EQxBnlZcuWQS6Xw8nJCT179kTnzp3h6OhY\n5hpPT08UFxeLudaCIMDDw0OhrfS4evToAV1dXXTs2FFM+ygxYMAAbNiwATt27MBnn30GJycnhIeH\nw8TEpNwxvkydOnWgpqZWoWcuPTbGGGOl0AfqAx46Y6yaJSUlkSAIdP369Upd9+zZMxo+fDg1b96c\nrl69Sjk5OSQIAh04cKBa7leep0+f0ogRI0hHR4f09PTo22+/peDgYGrSpAndvn2b1NTU6D//+Q/Z\n29uTVColMzMzmjBhAj1+/Fjsw83NjQICAmjatGlkbGxMtWvXpkGDBtGjR4+IiGjq1KkkCILCa8WK\nFUREZGpqSjNmzBD72rZtGzk4OJC6ujrp6uqSk5MTnThxQvxsSr88PDze+vkZY+x9VNm4k2ewGWPv\nhJeXF/z9/Wt6GC/16NEjdO/eHTk5Odi/f7/CzO/rtGnTBrm5uahbt+5bj2PixInYsmULVq1ahYMH\nD0JDQwM///wziouLMWnSJGhra+O33357bb3rTZs24f79+0hJScG6deuwY8cOMRXl+++/R79+/eDs\n7Izc3Fzk5uaid+/eABRnuXNzc9GrVy/0798fZ8+excGDBzF+/HgoKyujYcOG2L59OwDgyJEjyM3N\nxZYtW976+Rlj7GPAOdiMsffGs2fPUKtWrXd+3xs3bqBLly5o0aIFFi1aVKkxFBUVoVatWjA0NHzr\ncTx+/BiLFy/GggUL0LVrVwBAZGQkfv/9d2RnZ2P37t0QBEGsdw0AZmZmiImJgbu7O2JiYsQSgmZm\nZpg3bx4AoGnTpujTpw/27NmDadOmQUNDA1Kp9LXjvnHjBoqKitCrVy+xoomlpaV4XE9PDwBgYGBQ\nJc/PGGMfC57BZoxVuyFDhmDv3r1YsWIFJBIJJBKJ+Oe4uDh07twZmpqaCA0NRXJyMiQSCf755x+F\nPpSVlbFy5Urx/c2bN+Hv7w9jY2OoqanBysoKy5YtK/f+crkco0aNQsOGDZGVlaVwLCMjA1988QV8\nfX3Rvn17WFtbQ01NDW3atMHff/+tcG7J2P7880+4uLhATU0Nv/32m8KY5XI5GjZsiFmzZilcW1BQ\nAD09PSxdulRsi4mJgZWVFdTU1NC0aVNMnDgR+fn5cHZ2BvA8SJ4yZQpUVVUhkUhQu3Zt5OXlVaje\ntb29vcL969ati7y8vNf9VSmwt7eHt7c37Ozs0LNnT0RHR+PatWuV6oMxxj5FPIPNGKt20dHRyMnJ\nQb169TB//nwAEHcXDAoKwo8//ohFixaBiHDp0qVy+yi9OO/p06dwc3ODhoYG4uLi0LhxY8hkMty+\nfbvMdfn5+ejfvz+ys7ORnp6usDgwKSkJffr0wbx582BnZwdHR0cEBQVhyJAhOHPmDMaOHVvuWAID\nAzF37lzY2dlBWVlZ3PIcACQSCQYOHIhVq1Zh4sSJYvv27dtRUFCAXr16AXheem/58uWYP38+HBwc\ncPbs2XJL7EVHR8PGxgYNGjRAVFQU2rZtW6F61yoqKmU+vxcrmbyORCLBX3/9hSNHjmDPnj3YvHkz\ngoODsXHjRvj4+FSqL8YY+5RwgM0Yq3ba2tpQUVGBmpqamErw5MkTAMCIESPQt29f8dyXBdilxcXF\n4dKlS5DJZKhXrx4AKGzKUuLu3bvw8/MD8LykXOkdGFevXo0JEyZg3bp18PT0xIABA/DFF18gIiIC\nAGBhYYF//vkHo0ePLtPv5MmTFQLM0gE2AAwaNAizZs3C0aNH0bp1awDAypUr4evrCy0tLTx58gSR\nkZHYunUrOnToII4/PDwc33zzDQ4cOABra2s8fVoAZeU6yMi4guLifNy/X1xl9a5VVFRQXFxcoXMd\nHR3h6OiIiRMnolOnTli2bBl8fHzEIL6i/TDG2KfivQ2wd+7ciXHjxqG4uBgBAQEICgqq6SExxqqB\nk5NTpa85duwYbG1txeD6ZXx8fGBmZoaEhASoqqoCeF5SbubMmeKGLba2tgCAzMzMMiX52rRp80Zj\ntrS0hJOTE1atWoXWrVvj5s2bSEhIwB9//AHgeVrK06dP0bNnT4WZ+eLiYgiCgJCQEFy5cgt37jxG\ncbEZgLMAjDB27C706jUQ0dGRFa53/TKNGjXCpk2bcPbsWRgaGoo/BJW+Li0tDYmJifD29oaxsTHO\nnz+Pv//+W6zBbWpqColEgvj4ePTu3Ruqqqqv3UaeMcY+Be9lDnZxcTFGjRqFnTt34uzZs1i7di0y\nMzNreliMsWrw4tbdEsnzb0ulA73i4uIy6Q2vCyABoFu3bjh27BjS0tIAPF9E+c0332Dz5s1IT08X\ng+vK9FnemMszaNAgrFu3DkVFRYiLi4OBgYE4W13yLJs2bcKpU6fE15kzZ5CRkQFfX1/MmhWO4uJH\nAIoBfAcAkMkicOaM8Eb1rl9s+/rrr+Ho6AhnZ2cYGhpi3bp14nkldHV1cfDgQXTv3h1NmzbF119/\njQEDBmDKlCkAnu8gOWvWLMyePRv16tWDr69vhT4/xhj72L2XM9iHDx9GkyZNYGZmBgDw8/PD9u3b\nYW1tXbMDY4y9MRUVFRQVFb32vJIUkuvXr4s5xSdPnlQIflu3bo1ly5YpnFOeiRMnwszMDF26dEFc\nXBwWLVoEiUSCffv2QVNTU+FcGxsbMRAvceDAgQo/34v8/PwwYcIE7Ny5EytXrkT//v3F4NXW1hZS\nqRQymQwdO3Ysc+0vv/yCc+fqIiVlBYAeAEIAzAQA5OcroXv37ujevftL7/3i7owAMGnSJEyaNEl8\nr6enh/j4+DLn5eTkiH+2sbEp95zSvv/+e3z//fevPIcxxj417+UM9vXr19GgQQPxvYmJCa5fv16D\nI2Ls02VmZibmJQOAu7s7vvnmm0r3Y25ujmPHjuHixYu4ffs2nj17Vu55FhYWMDU1RVhYGM6dO4fU\n1FSMHz9eYWa1b9++MDU1Rbdu3ZCYmIicnBwkJiZiw4YNZfoLDAxEUFAQfH19IQgCfv/9d2hqamLi\nxIkKKSHjx49Heno6Jk+ejOzsbGzduhU//fRTpZ+zRO3ateHj44MpU6bg5MmTGDx4sHhMU1MTISEh\nCAkJwcKFC3Hu3DlkZGRg3bp1CA4OBgCoqhYBKDujLpVyvjNjjL3v3ssA+3Vb+TLG3p0XUwu2bdv2\nRoFnYGAg9PX1YW9vDyMjI6SlpZX7b11JSQnr16/HzZs30aJFC4wePRozZ84UU0cAQE1NDSkpKbCz\ns4Ofnx9sbGwwevRo5OfnK4wbAE6fPo1ff/0V3bt3R3JyMv766y8AzzdRuXjxonh+y5YtERcXh3Xr\n1qF58+b48ccf8d///rfcVIuXfU4vGjx4ME6dOoUWLVqUSUeZPHkyfvrpJyxZsgQODg5o27Yt5s+f\nD3NzcwDAmDEdoKx8X+Gaxo1DMHp0+3Lvzxhj7P0hUEWTDt+hgwcPIiwsDDt37gQAzJo1CxKJRGGh\noyAImDp1qvje3d0d7u7u73qojH30zM3NMWzYMISEhNT0UCotMTERffv2RVRUFPr161fTw6m0+Ph9\niInZjfx8JUilxRg9uj18fFxreliMMfbRS05ORnJysvg+PDy8wut0AFRyY/V35NmzZ9SoUSPKycmh\ngoICsre3p7Nnzyqc854OnbH3ipubGw0dOpSCgoJIX1+ftLW16ZtvvqH8/HwiIiosLKSgoCCqX78+\nqaiokI2NDcXFxSn0YWZmRhEREQp9BgQEKJyzYMECsra2JlVVVTI0NKQvv/xSPFZYWEhTp04lc3Nz\nkkqlZGtrS7/88ovC9YIgUExMDPXu3Zs0NDTI1NSUtmzZQnfv3iU/Pz/S0tKiRo0a0ebNmxWuCwkJ\nIWtra1JXV6cGDRrQiBEj6N9//yUiouXLl5OWlhYpKSnRgQMHqEWLFqSurk6tWrWiI0eOvP2Hyxhj\n7JNR2bjzvUwRUVZWxoIFC+Dt7Q0bGxv06dOHFzgy9oY2bdqEe/fuITU1FWvWrMG2bdvEDVBCQkLw\n66+/Yv78+cjIyMCAAQMwYMAA7N2796X9vZgyMnXqVAQHB2PUqFE4c+YMEhISxNrPADBs2DBs27YN\nsbGxyMrKQmhoKIKCghR2NASAiIgIdOnSBX///Td8fHwwcOBA+Pn5oVOnTjh58iR8fHwwaNAg3L17\nV7xGXV0dS5YsQWZmJpYvX47k5GSMGTMG4eHhCAsLQ3BwMIgIISEhiImJwfHjx2FoaIjevXt/crWb\n4+P3wdt7Mtzdw+DtPRnx8ftqekiMMfbxqp44v/p9wENn7J1xc3Mjc3NzksvlYltsbCxJpVJ6/Pgx\nqaio0KJFixSu8fX1JU9PT/H9izPY7u7uNGzYMCIievToEUmlUpo3b16597948SJJJBI6d+6cQnt4\neDg5ODiI7wVBoPHjx4vvb926RYIg0JgxY8S2e/fukSAIFB8f/9Ln3bBhA0kkEmrVqhXduHGDli1b\nRoIg0IkTJ8RzDh06RIIgUHZ29kv7+djs2JFCjRuHEEDiq3HjENqxI6Wmh8YYYx+Eysad72WZPsZY\n1XFyclKYcXZ2dkZBQQFkMhmePXsGV1fFnF5XV1fMnj27Qn1nZGSgoKBArO/8oqNHj4KI0KpVK4X2\noqIiKCsrfvuxt7cX/6yvrw8lJSU0b95cbNPV1YWKigpu3rwptm3ZsgVRUVGQyWR48OABnjx5Arlc\njg0bNsDY2BjA8xn30n3XrVsXAJCXlwcLC4sKPeeHLjo6ATJZhEKbTBaBmJgpnNPNGGPVgANsxj5y\nVIPrmEs2VElPT4e6urrCsRerbtSqVavM9S+2CYIg9nno0CH07t0bISEh+OGHHxAYGIgGDRpg7969\nCsG7RCJRuFfJn0tvXBMfvw/R0QkoKFCGqmoRxozp8FEFngUF5X+rz89XescjYYyxTwMH2Ix95I4c\nOQK5XC6WuUtLS4NUKkXjxo2hqqqKlJQU2NjYiOenpKSgWbNmFerbxsYGUqkUu3btgp2dXZnjJTPX\nly9fho+PTxU8zf+kpqZCX18fX375Jbp06YKxY8eioKDglfnj5YmP34exY3cpzPDKZM83ZPlYguzn\nNbXL4prajDFWPd7LRY6Msapz584dfPfdd8jKykJ8fDxCQ0MxfPhwqKurY8yYMZgyZQo2bdqE7Oxs\nzJw5E7///rtCSb4XZ8CJSGzT1NREYGAgwsLCsHDhQmRnZ+PUqVNiikmTJk0wdOhQDBs2DKtXr8aF\nCxdw6tQpLF26FD/++ONbPZeVlRVu3boFFxcX/PDDDzA0NMTixYsr3c/L0yd2v9X43idjxnRA48aT\nFNq4pjZjjFUfnsFm7CMmCAJ69eoFLS0tuLi4oLCwEH5+fmIAHBERAYlEgnHjxuHWrVuwsLDAmjVr\n4OHhodDHi32Wbps+fToMDAwQHR2N8ePHQ09PD25ubuLx2NhYzJs3DxEREbh48SK0tbVhZ2eHUaNG\nvdWz5ebmQk1NDSoqKpg4cSLc3d0RGRmJ/v37lxlveZ9LiU8hfaJkJj4mZkqpmtodP5oZesYYe9+8\nlxvNVIQgCDWaW8rYh8DDwwMWFhaIjY2t6aFUGSJCaGgo4uLi8Oeff8LS0vKt+vP2noyEhBnltE/B\nzp3T36pvxhhjH4fKxp2cIsLYR6x0OsfHoLCwEIMHD0ZCQgLS09PfOrgGOH2CMcZY1eMUEcY+Yi+m\nc3zI7t+/j549e0JbWxtJSUllqpK8KU6fYIwxVtU4RYQx9t4rqULSrl07/PTTT1BS+njyoxljjL3/\nKht38gw2Y6zavU2d6ePHj6Nr1674/vvvMW7cuGoeKWOMMfb2OMBmjFWrt6kz/eeff2Lw4MFYvHgx\nvvzyy2odJ2OMMVZVeJEjY6xavWmd6djYWAwdOhS///47B9eMMcY+KDyDzRirVpWtMy2XyzF58mRs\n3LgR+/fvh4WFRXUOjzHGGKtyHGAzxqpVZbbpLigogL+/Py5duoT09HTo6+tX9/AYY4yxKscpIozV\nIHd3dwwbNqzK+7106RIkEgnS0tKqvO/Kqmid6bt376JDhw4oLCxEYmIiB9eMMcY+WDyDzVgN+pjq\nVL9MRepM5+TkoHPnzujcuTMiIyMhkfDP/owxxj5cHGAz9pF59uxZtfZfVFQEZeXKfevw8XF9acWQ\no0ePolu3bggODsaYMWOqYoiMMcZYjeJpIsZqWHFxMYKDg2FgYAAdHR0MHz4cBQUFAIDdu3fD3d0d\nderUga6uLtzd3XHkyBGF6yUSCWJiYtCvXz/o6upi0KBB4qx4Tk4O2rVrB3V1dTRu3Bjr169XuDYv\nLw9DhgyBoaEhtLW14eLigv3794vHk5OTIZFI8Oeff8LFxQVqamr47bffquzZ//jjD3Tq1AkLFy7k\n4JoxxthHgwNsxmoQEWHTpk24d+8eUlNTsWbNGmzbtg0TJ04EADx+/BijRo3CwYMHkZ6eDgsLC3Ts\n2BF3795V6Cc8PBwuLi44ceIEZsyYIe429cMPPyAgIACnTp1Cv3790L9/f5w8eRIA8PTpU3h4eODx\n48cYOXIknj59is6dO6N9+/bIyspS6D8wMBATJ05EVlYWunTpUiXPvnDhQgwfPhzx8fHo0aNHlfTJ\nGGOMvRfoA/UBD50xkZubG5mbm5NcLhfbYmNjSSqV0pMnT8qcX1xcTHp6erRmzRqxTRAECggIUDgv\nJyeHBEGg0NBQhXZnZ2caOHAgEREtW7aMTExMqKioiJYtW0bKyspEROTh4UHjxo0jIqKkpCQSBIFW\nr15dNQ/8/8/wn//8h5o2bUoymazK+mWMMcaqS2XjTs7BZqyGOTk5KSx0dHZ2RkFBAWQyGTQ0NBAa\nGoqDBw/i5s2bkMvlePLkCa5cuVKmj/J88cUXCu+dnZ2xd+9eAMCRI0eQm5sLXV1dPHv2DEVFRdDS\n0kJBQQE0NDQq1H9l5efnY9CgQbhx4wbS0tJQp06dKumXMcYYe59wighjNYz+P52jvPYuXbrg2rVr\nYo6ykZER5HI5ZsyYga+++ko8b926dTA0NIRUKoWjo6NCHjUAnDt3Dj4+Ppg/fz5OnjyJbt264d69\ne7C2tsapU6cwbdo0KCsr49SpU8jKykJMTAx69uyJr7/+GkRUJuB+E3fu3IGXlxcEQcDu3bs5uGaM\nMfbR4gCbsRp25MgRyOVy8X1aWhqkUinq1KmDzMxMBAcHIzU1FVFRUfD394cgCBg0aBBat24tXnP6\n9GmsWbMGp06dQps2bRAQEAAiQnp6Op4+fSrWl7a2tkbHjh3x6NEjJCYmQiaTQUtLC4aGhgCARo0a\nQU9PDwMGDMC9e/cQHR1dJWUEZTIZnJ2d4ezsjLVr10Iqlb51n4wxxtj7igNsxmrYnTt38N133yEr\nKwvx8fEIDQ3F8OHDUbduXRgYGGDhwoWYM2cO/P39sXPnTqirq8PY2BjBwcG4cOECAMDf3x/t27eH\npaUloqKi0LRpUwDA0qVLMXbsWNy6dQsODg44c+YMIiIisG7dOjx8+BB6enrw8fFBRkYGgOdVPays\nrCCXy7Fr164qmbk+dOgQXFxcMG7cOPz4449c45oxxthHj/9Px1gNEgQBvXr1gpaWFlxcXNC3b190\n7doVs2fPhiAI2LhxIzIzM1FQUIAdO3Zg/PjxqFu3rnj92bNnAQBWVlYK/ZbkTM+ePRt//fUX8vPz\nsWXLFqxZswYODg4wNDSEpaUlvvrqK7Ru3Rq//vorioqK4OvrCxUVFSxatAgqKiriGN/Utm3b0KVL\nFyxZsgTffvvtG/fDGGOMfVCqfp3lu/EBD52xSjl06BAJgkCnT58uc2z79u0kCAI9fvxYoX3s2LH0\n+eefExHR+PHjqXXr1mWutbe3p+DgYCIisYrIt99+S4aGhuXeq7Lmz59PdevWpSNHjrx1X5+aq1ev\nkiAIlJKS8s7uuX//fhIEgS5fvvzO7vkurFq1igRBqOlhMMY+cJWNO3kGm7H3nI2NDaRSKXbt2lXm\nmK2tLQAgJSVFoX3fvn2ws7MTzzl79izu3LkjHs/Ly0N2drZ4TomFCxeiT58+8PDwwKlTp95ovHK5\nHBMmTMCiRYuQlpamkCvOKodesgC2hFwuV8jffxf3rAqFhYXVfo/q8KGOmzFWA6olzH8HPuChM1Zp\nkydPJk1NTfr555/p3LlzdPLkSZo1axYREfXu3ZvMzMxo165dlJmZSWPGjCFVVVU6d+4cERE9ffqU\nTE1NqV27dnT8+HE6evQoubu7k4WFBT179oyISKEONhFRYGAg1a5dm44e/KOF/AAAIABJREFUPVqp\ncT558oR69uxJrq6udPfu3Sp6+o/X/v37ydnZmbS0tEhLS4vs7e1p165dJAiCwsvc3JyIiKZOnUpN\nmjSh9evXk6WlJSkrK1NWVhY9fPiQxowZQ/Xr1yd1dXVq0aIFbdmyReFeubm5NHjwYDIwMCAtLS1q\n06YN7du3j4j+Vze99MvDw0O8dt26ddSyZUuSSqVUp04d6tSpE927d4+IiBISEsjNzY1q165NOjo6\n5ObmRocPH1a4tyAIFB0dTX379iUdHR3y8/Mr81kIgkAxMTHUu3dv0tDQIFNTU9qyZQvdvXuX/Pz8\nSEtLixo1akSbN29WuC4rK4s6d+5MmpqapKmpSV27dqULFy4Q0f/quJd++fv7ExFRYWEhBQUFUf36\n9UlFRYVsbGwoLi7ulePu06eP+G8lKSmJ7OzsSE1NjTw8POjGjRu0d+9esre3Jw0NDfLy8qLr16+L\nfV28eJF8fX2pXr16pK6uTs2aNaNVq1Yp3M/NzY0CAgJo2rRpZGxsTLVr16ZBgwbRo0ePXvOVxBir\nbpWNOz/YKJUDbPapmT9/PllaWpKKigoZGRlR7969iYjowYMHNHz4cDIwMCBVVVVydHSk3bt3K1x7\n7ty5MkFI6U1eli1bRrVq1VK4ZuLEiaSrq0uHDh2q0Phu3rxJX3zxBfXr14/y8/Pf8mk/fs+ePSM9\nPT0KDAykCxcu0IULF2jbtm20f/9+OnHiBAmCQFu3bqW8vDy6ffs2ET0PsNXV1cnd3Z0OHz5M58+f\np4cPH5K7uzt5eHjQgQMHKCcnh2JjY0lFRYUSExOJ6PkPPtbW1vTVV1/RsWPHSCaTUUREBKmqqlJm\nZiYVFxfT77//ToIg0NGjRykvL08MoJcuXUq1atWiGTNmUGZmJp05c4YWLFggjmnr1q20ceNGys7O\nprNnz1JAQADVrl2b7ty5Iz6rIAhUp04d+vnnn+nixYtiAFyaIAhkbGxMK1euJJlMRiNHjiQNDQ3q\n0KEDrVixgmQyGY0ePZo0NDTEvp88eUINGzYkLy8vOn78OB07dow8PDyoSZMmVFhYSIWFhfTzzz/T\n/7F352E5Z+8fwN+fJ1q1oRJFixQhyzdr6okW1FhixjL2bYavrWHGiCLrMDO2DKOZsYxlxjZiylLa\nUCFtlkK7MGVnRPv9+6Nfn2+PFkUk3a/r6rp6znM+59yfJ67r7nQ+9xEEgbKysigrK4uePXtGRETz\n58+nJk2a0KFDhygxMZFWrVpFEolE/MzKizsxMZF27NhBEomEbG1t6eLFixQdHU0mJiZkZWVF1tbW\ndOHCBYqNjSUzMzMaMWKEONaVK1fop59+osuXL1NKSgp5eXmJiXoJGxsb0tDQoK+++opu3LhB/v7+\n1LhxY3J3d6+Jf3KMsbfACTZj9Zyvbyg5OCwiG5sl5OCwiHx93/0+3ps3b1Lr1q3Jzc2NCgsL3/l8\nH4NHjx6RIAgUEhJS5r2K9mAvWbKEJBIJZWRkiG3BwcGkqKhIT58+lek7ceJEGjJkCBHJntpZWulT\nOyvag62vr0+zZs2q8n1V9bTRVwmCQK6uruLr+/fvkyAINHv2bLHt8ePHJAgC+fn5ERHRr7/+SsrK\nyjLJfFZWFikpKdHvv/9OROXvwc7OziYFBQXaunWrTPvQoUOpb9++lca9Y8cOEgSB4uLixLbvv/+e\nBEGg6OhosW39+vXUtGnTSu958ODBNHXqVPG1jY0NderUSabP9OnTqWfPnpWOwxh796qbd/JJjox9\nRPz8zmDOnFNITl4ptiUnLwIAODlZv5M5w8PD4eLigmXLlmHatGnvZI6PkaamJqZMmQJHR0f07dsX\nNjY2GDp0qFhisSI6OjrQ09MTX0dGRiIvLw8tWrSQ6ZeXlyeOVfrUztLKO7WztHv37uH27dtwcHCo\nsE9qaupbnTZamoWFhfh906ZNIScnh44dO4ptGhoakJeXx7179wAA165dg7m5ORo3biz2KamQU1Jh\npzxJSUnIy8uDtbXs/wlra2t89913r41bEAR06NBBfK2jowMAMrHq6Ojg4cOHICIIgoAXL15g2bJl\n8PX1xT///IO8vDzk5uaib9++MuOW/gwAQFdXt9znLxhjHzZOsBn7iGza5C+TXANAcvJKeHm5iwl2\nSEgI+vbti9u3b6N58+ZvNd/hw4fx5Zdf4vfff8eAAQPeaqz6yNvbG3PmzIG/vz8CAgLg7u6OzZs3\nY+DAgRVe82pCXFRUBHV1dVy6dKlM35JSi0VFRWjbti18fHzK9FFWVn6re3B2doa2tja2bNkCfX19\nNGzYEFZWVmUeCKxKTfWGDRu+tk0QBJkHO6mchzLLa3tT5cUtkUhkyleWfC8nJ1emrSTB/vrrr3Hs\n2DGsX78epqamUFZWxrx58/D06VOZsUt+ZqXHqekHWRlj7x5XEWHsI5Kb++rvzK0BeCInR6687m+M\niLB+/XrMmTMHp06d4uT6LZibm8PV1RXHjx/H5MmT4e3tDQUFBQBAYWHha6+3tLTEkydP8PLlSxgZ\nGcl8lax0W1paIiUlBaqqqmX6NGvWDMD/ErvSc2pra0NPT6/CFdSHDx+Kp43a29vDzMwMCgoK4grz\nu9a+ffvXVsgpua/SSXfr1q2hoKBQpvpOaGiozMp0TTp79izGjBmD4cOHo0OHDjA0NMSNGzdq5KRU\nxtiHhxNsxj4iCgoFpV6dAfAIQDCuXk2An9+ZGpmjsLAQc+bMwW+//Ybw8HB06dIFQHECU1BQ8Jqr\nWYnk5GQsWLAAYWFhSE9PR0REBM6cOQNzc3M0bdoUjRo1wqlTp5CZmYnHjx9XOE7fvn1hZ2cHFxcX\nHD16FCkpKYiKioKXlxd+/fVXAMDnn38OQ0NDODk5ISAgAGlpabhw4QJWr16No0ePAgBatWoFiUQC\nPz8/3Lt3T1xZXbJkCbZt24YVK1YgISEB165dw+bNm/Hw4UNoampCS0sL3t7eSExMREREBEaNGgUl\nJaVK7/3ixYswMzNDZGTkW32Go0ePhpaWFkaMGIGYmBhERUVh5MiR0NPTw4gRIwAAhoaGAICjR4/i\n/v37yM7OhrKyMmbPng13d3ccOnQIN2/exKpVq3Ds2DG4ubm9VUwVMTU1hY+PDyIjIxEfH49p06bh\nn3/+kUn8qfi5qHcyP2Ps/eIEm7EPVEBAAKRSKZo0aQINDQ1IpVKZhEQikWDfvn0y12RlnYSqqgWK\nk+uxAJ4AOIOHDw/C2VmKHTsOin3j4+NhbW0NFRUVmJub4+TJkzJj3bhxA05OTlBVVYWqqioGDRqE\nq1evYtiwYbh69SpmzJgBY2NjhISEoHPnzlBUVERgYOC7+0A+MioqKkhKSsLIkSPFUzWtrKywefNm\nCIKAn376CQcOHIC+vj66du0KoHi7QHkrnseOHYOLiwtcXV3Rtm1bODs748SJE2jdujUAiKu1//nP\nfzBx4kSYmppi2LBhuHTpEgwMDAAU7xlevXo1vvvuOzRv3hxDhw4FAEyePBk7d+7EoUOH0LlzZ9jY\n2ODUqVNo0KABJBIJDh48iOTkZHTs2BGTJk0qc9poeV68eIHExES8fPnyrT5DRUVF+Pv7Q0FBAdbW\n1pBKpVBVVcXJkyfRoEHxX3MsLS0xZ84cfPHFF9DR0cGsWbMAACtXrsTUqVMxd+5cdOjQAfv27cPe\nvXtha2v72nnL+xm8rm39+vVo1aoVbG1tYWdnB319fQwfPrzMVpNXx6noZ84Y+7AJVEd/XRYEgX/T\nZx81Hx8fFBQUwMLCAgUFBVi3bh3++usvJCUlQVNTExKJBHv27MHo0aPFa+zt7QE0REyMKh4+/BlA\nVwDDAcwHADg4bMLChXbo27cvOnbsiLVr18LY2BgrV67E4cOHkZ6eDg0NDbx8+RJmZmZo06YN1q5d\nCyLC7NmzcenSJQwfPhzbt2/Hvn37MHnyZFhaWmLNmjVo1aoVGjVqhKZNm9bGx8UYY4y9M9XNO3kF\nm7EP1JAhQzB8+HCYmJigbdu22LZtG4iozErzq/T1m6F9+7YANAHIAWgEQBuAtswe7aVLl8LBwQHG\nxsb47rvv8O+//4or5Pv27cODBw+wf/9+dO7cGSoqKrh9+zYKCwvh4OAgs6/1xx9/hI2NDQwMDDi5\nZowxxsAJNmMfrNTUVIwdOxYmJiZQV1eHuro6nj59ivT09NdeK7sX+38UFf/3AFunTp3E77W1tSEn\nJ4esrCwAsuXPzp07B2tra3h4eKB9+/ZISEiQGdPS0vJNbo8xxhj7aHGCzdgHytnZGbdv38aWLVtw\n4cIFxMbGQltbWyx/Vt6fq0remz3bAcbGi2TeMzZ2w6xZ9uLrV8uBAShT/uzAgQNwcXHB7t27MWnS\npDLzycnJlTsOY4wxVp9xgs3YB6gq5c+0tbVx584d8XVubq54uIaTkzU2bnSEisoTtGoVCEdHd2zc\n2L/Kh82Ym5sjLi4Oc+fORUBAABwcHMqUP2OsJvn5nYGj42JIpUvh6Li4xqreMMZYbeCDZhj7AJUu\nf2ZkZIQHDx7gm2++kSl/Zmdnh59//hnW1tZo1KgRVq5cifz8fHGV2cnJGlJpd7x8+RK//DINSkpK\nVXpAo6CgABcuXAAAGBsbo6ioCFFRUZg/f75M+TPGakptnEDKGGPvEq9gM/YBqkr5sx9++AHt27eH\no6MjnJycIJVKYWlpKVPSy9PTE0+ePIGpqSl0dHSQkZEBoPySYkDxKvjQoUORmpqKiIgIqKmpVVj+\nrLJxGKuOik8gDailiBhj7O1wmT7GGAAgMzMTzs7O6NChA7y9vcs9tpqxd0EqXYrQ0KVl2m1sliIk\npGw7Y4y9b1ymjzFWbQkJCejZsycGDRqE7du3c3LN3quqVL1hjLG6hBNsxuq50NBQSKVSLF26FB4e\nHrztg713Val6wxhjdQlvEWGsHtu3bx/mzp2LP/74A/369avtcFg95ud3Bl5eAcjJkYOiYiFmzbLn\nBxwZYx+M6uadnGAzVk/4+Z3Bpk3+yM1tAHn5fOjq3kdIyCn4+vqiQ4cOtR0eY4wx9sGqbt7JZfoY\nqwdky6AVAJgBefmj8Pbewsk1Y4wxVsN4DzZj9cD/yqD9C2AQgFvIy0vCH3/E1nJkjDHG2MeHE2zG\n6oHc3AYA7gKwAdACwN8AVJGTI1ercTHGGGMfI06wGXsHpFIppk2bVu3rJBIJ9u3bV2mftLQ0SCQS\nhIeHV3ncvLy7AHoCGA7AG0BxGT4ug8YYY4zVPN6Dzeo1Ozs76OvrY8eOHTU6ro+Pj8yJhzWpZcuW\nyMzMROPGjavUPygoCPHxB6GtbY1799zE9uIyaP3fSYyMMcZYfcYJNmPvgIaGxjsZNz8/Hw0bNoS2\ntnaV+u/evRvz5s3DkSN/4cULOXh5uZcqg9a/0jJoeXl5kJeXr6nQGWOMsXqDt4iwemvChAkICgrC\nrl27IJFIIJFIEBoaikWLFqFdu3ZQUVFBy5YtMX36dDx79ky8bsaMGTA0NMTTp0/FtkmTJsHMzAwv\nXrwAULxFZOrUqZXOHxwcjI4dO0JJSQkWFhYIDg6Web9kK8i+ffswcOBANGrUCB4eHmW2iPTu3Rtf\nfPGFzLVEBC0tLcyaNQvBwcGwtbXFv//eRWbm37hwYQ1u3NiDoKCjYrwlMU+ZMgXu7u7Q1dWFgYHB\nG32ujDHGWH3HCTartzZt2oQ+ffpgxIgRyMzMRGZmJnr16gVlZWX88ssvSEhIwM6dOxESEoLZs2eL\n161fvx5qampiAr1v3z7s27cP+/fvh7KyMoDiepmVnYh49+5dODs7w9LSEjExMfjxxx8xZ86ccvsu\nWLAAY8eOxbVr1/Dll1+WeX/ChAk4ePAg8vLyABSvcg8ePBgPHjzA8ePHYW5ujp07d2LGjBn4+uuv\nkZCQgN9//x2nT58uM96BAwfw8OFDBAcHIyAgoHofKGOMMcaKUR1Vh0NnHxA7OzuaOHFipX3++usv\nUlBQkGlLSEggFRUV+vbbb0lNTY02bdok875UKqWpU6dWOOaiRYvIwMCACgsLxTZfX18SBIH27t1L\nRESpqakkCAKtWLFC5tqS9rCwMCIievz4MSkpKdHBgwfp6dOn5ODgQK1ataLu3buL17Rq1Yq2bdsm\nM05oaCgJgkBPnjwhIiIbGxsyNTWt9LNgjDHG6qPq5p28gs3YK/766y9YW1ujRYsWUFVVxZgxY5Cf\nn4/MzEyxj5mZGX744QesWbMGffr0waxZs6o1R3x8PLp16waJ5H//BXv37l1u327dulU6loaGBgYN\nGgRvb2/06dMHrVq1wvPnzzFx4kQAwP3793Hr1i24urpCVVVV/Bo4cCAEQUBSUpI4VteuXat1H4wx\nxhgrixNsxkq5cOECPvvsM0ilUvj4+CAmJgY///wziEjcglEiJCQEcnJyuHXrFnJzc6s1T3WOXFVR\nUXltnz59+iAgIABDhgzBgAEDkJ2djZEjRwIAioqKABRviYmLixO/Ll++jMTERLRv316MqSpzMcYY\nY6xynGCzek1eXh4FBQXi63PnzqFp06ZYtmwZLC0t0bp1a2RkZJS57rfffsPff/+Ns2fP4t9//4Wr\nq2u15m3Xrh0uXrwoJr8AEBYW9kb3EBAQgKVLl0JDQwNaWlrYvXs3PvnkE6irqwMAdHR0oK+vj+vX\nr8PIyKjMl4KCwhvNyxhjjLHycYLN6jVDQ0NERUUhJSUFDx48QJs2bXD//n1s374dKSkp+P3337F1\n61aZa27cuIG5c+di48aN6NGjB/744w/8+uuv8PHxEfsQkcwK9ebNm9G2bVvx9fTp03H//n1MmzYN\nCQkJCAwMxKJFi6od/44dOzBmzBgcPnwYkyZNwpYtW3D8+HGMHz9ept/KlSuxadMmrFq1ClevXsWN\nGzfg4+Mj85DjqzEzxhhj7M1wgs3qtXnz5qFp06awsLCAjo4O1NXVsWjRIri5uaFjx444cOAAvv/+\ne7EiSG5uLkaNGoUBAwZgypQpAIAePXrA09MTU6dOxZ07dwCUrSLy8OFD3Lx5U3zdvHlz/P3337h4\n8SI6d+4MV1dXrF+/vkx8FVUiEQQBv/32G5YvX47Q0FBYW1tj/PjxuH79OjQ0NDBgwACZ/mPGjMGB\nAwfg6+uL7t27o1u3bvD09ISenp7MmJVVPmGMMcZY1QhUR5esqrOHlbGPSV5eHqZNm4b4+Hj8/fff\n0NHRqe2QGGOMsY9adfNOPsmRsTrk6dOncHFxgYqKCoKDg/mhRMYYY+wDxFtEGKsjMjIyYGVlhbZt\n2+LIkSOcXDPGGGMfKE6wGasDYmNj0bNnT0yYMAFeXl6Qk5Or7ZAYY4wxVgHeIsLYB8DP7ww2bfJH\nbm4DKCgUYPZsBzg5WQMATp48ibFjx2LLli349NNPazlSxhhjjL0OJ9iM1TI/vzOYM+cUkpNXim3J\nycUl+/755yYWL14MHx+fCk96ZIwxxtiHhauIMFbLHB0Xw99/xSutBCOjPhCETBw/fhxt2rSpldgY\nY4wxxlVEGKtzcnNf/W+YC2Ay7t9PQ3JyDLS0tGojLMYYY4y9IX7IkbE3MGHCBNjb29fIWAoKBaVe\nPQbQH8ALdO8+hpNrxhhjrA7iBJvVaXZ2dpg4ceJ7n7cmTz2cPdsBxsaLAKQD6A3AAkZGbTB37sAa\nGZ8xxhhj7xcn2Iy9gZrc/+/kZI1ZswygoNABRkZ6cHRUxaZNA8UqIowxxhirWzjBZnXWhAkTEBQU\nhF27dkEikUAikeDMmTPIysrChAkToK2tDTU1NVhZWeHs2bMy106dOhWtW7eGsrIyjI2NsWjRIuTl\n5cn0OX36NPr06QMVFRVoaGhAKpUiJSVFfJ+I4O3tjVatWkFdXR2DBw/GvXv3ZMYICAhA7969oays\nDD09PUyaNAmPHj2SuYfOnTtj0SJXqKkpIi0tEEePLubkmjHGGKvDOMFmddamTZvQp08fjBgxApmZ\nmcjMzISFhQVsbW2RnZ2NkydPIjY2FgMHDoS9vT2uX78OoDgx1tHRwR9//IHr169jw4YN2LFjB1at\nWiWOffr0afTv3x+WlpY4f/48Ll68iIkTJ6Kg4H/7pSMjIxEaGooTJ07g1KlTuHLlCubPny++HxQU\nhCFDhmD06NG4cuUKfHx8kJaWBhcXF7HPjRs3EBcXB0tLSwQGBuLy5cto2LDhe/j0GGOMMfaucJk+\nVqfZ29tDX18f27dvBwDs3LkT7u7uSEtLkzntsF+/fujYsSPWr19f7jjr16/H1q1bcfPmTQBAnz59\noKmpiWPHjpXbf8KECTh58iQyMjLEhHjt2rXYsGED7t69CwCQSqXo1auXTOJ+69YtGBgYIDo6Gn/+\n+Se2bNkCiUSCu3fvQllZ+e0/EMYYY4zVOC7Tx+q1yMhIZGZmQkNDQ6Y9NzdXJoH95Zdf8OuvvyI9\nPR3Z2dkoKCiQ+Y8THR2NNWvWVDqXmZmZzGqzrq4usrKyEBISgr59+0JRUREXLlyAl5eXzHWCIGDm\nzJkgIgwcOBAZGRk1nlyXxHD79m00b968RsdmjDHGWOU4wWYflaKiIrRt2xY+Pj5l3itJYg8ePIiZ\nM2dizZo1sLGxgZqaGg4cOIBFixZVa65Xt3K8+tstEeHbb7/F2LFjxbYnT57giy++gJaWFvbt24fp\n06dXmlxPmTIFycnJCA4OrlZsjDHGGKs9nGCzOk1eXl5mX7SlpSV2794NVVXVCmtInzlzBp07d8bc\nuXPFttTUVJk+Xbt2xalTpzBz5swK535dmT4LCwtcvXoVRkZGAICUlBSMHj0an3zyCdasWQOJpOJH\nIIqKij64LVBFRUUAUGncjDHGGOOHHFkdZ2hoiKioKKSkpODBgwf47LPPYGhoCCcnJwQEBCAtLQ0X\nLlzA6tWrcfToUQDF20giIyPRvn17jBgxAhs3bsSRI0cAACtWrIChoSHc3d3h5+eHli1bwsPDA82b\nN4eSkhL69esnVgopSYC9vLygoqKCcePGgYhw69YtAMD8+fNx9OhRzJs3D8uXL4eZmRlSUlKwefNm\nuLi4iP0AYOnSpTAxMcH+/fthZmYGBQUFfP7559i+fTtCQ0PFKim///47AGDjxo3o3LkzVFVVoaur\ni1GjRiEzM7PCz6moqAgzZ85Ey5YtxYc9o6Ki4ODgAFVVVWhra2PYsGHlxnTgwAExpsTExJr60THG\nGGMfLU6wWZ02b948NG3aFBYWFtDR0UF0dDRCQ0Pxn//8BxMnToSpqSmGDRuGS5cuwcDAAABw4sQJ\njBs3Djdu3MCRI0cQGRmJpUuXiivSgiDA3t4e/fr1w927d7Fq1So8f/4c5ubmuHnzJubPny8eNHP0\n6FF89dVXcHd3x7JlyyAIAr7++msQEdatW4egoCD4+fnBw8MDRISWLVvis88+Q8OGDWFvb4+ioiJx\n3rt37+Lnn3/G7t27kZCQgF9//RWjR49Gr169xCopn332mRjjjz/+iKtXr+LIkSO4desWRo4cWe5n\nlJOTg08//RShoaGIiIiAmZkZ4uPjIZVK0bt3b0RFRSE4OBhycnKwt7dHbm6ueO3du3exdetWMaYW\nLVq8w58mY4wx9pGgOqoOh84+EFKplKZOnSrTtnz5cjIwMCAiovHjx5OOjg7l5eWJ769Zs4Z0dXXF\n171796YxY8bIjDF//nwCQD179qTNmzeTkpIS2dvby/TJyckhZWVl8vHxISKiJUuWkEQioYyMDJl+\nkydPJmtr69feS3R0NAmCQHfv3iUiouDgYBIEga5cuUJ9+vShPn360JMnT8T+48ePp5EjR75RTIwx\nxlh9U928k/dgs3pnwoQJuHPnDgDgwYMHGDBgAKKjo/HixQuoq6vL7Ok2MzODiYkJxo8fjydPnuC3\n335DdnY2vvrqK3z//fdISEjA559/Lo4ZEBCAjIwMAEBERAQiIiIAAMHBwVBVVUVRURHy8vLEOebN\nmwc9PT0AgI6ODpKSktCyZUv4+vpi1apVOH/+PIyNjcvcQ0hICFavXo2EhAQ8efJE3B+dnp4OXV1d\nsZ+TkxMMDAzg7+8PBQUFsT0yMhLJyclQVVWVGTc3NxdJSUniax0dHTE+xhhjjFUNbxFh9ZIgCJBI\nJMjLy8OoUaMQEhKCmJgYGBkZISsrS9xrXFIpxMvLCy1atICnpycAYPPmzdi1a1eZMQFgwIABAIBG\njRrh+vXrMDExwdixYxEbGwsTExOYmpriwIEDOH78ODp27Ah7e3u8ePECKioq4ljz5s3DwoULMWzY\nMDRp0kRmnlu3bmHgwIEwMjLC/v37ERUVJdbrfvU0ykGDBiEqKgrh4eEy7USEcePGIS4uTubr5s2b\nmDx5stivdEyMMcYYqxpewWb1EhFBW1sbT58+xbhx48R2dXV1yMvL4+DBgwD+lzRbW1vjm2++wZ49\neyAIAuzs7HD69Gm0a9cOYWFhaNCgAYgIDx48gJubGwDA3Nwcpqam6NGjB65du4a0tDRcvnwZ8fHx\nMDMzA1B8AI6BgQEiIyNl4lu8eDGcnJzg5+eHf/75R+a9yMhI5OTkYMOGDeKq9KvXl1i4cCEMDAzg\n7OwMHx8f2NvbAwD+85//IC4uTqxwwhhjjLGawyvYrN6ys7NDQEAAHB0dYWxsDCUlJfj6+iIvL0+s\npnH//iNkZT1BbOwTODouRmxscQWOkkNl5s2bh/379yMhIQGPHj2Cubk5nj59CuB/5ezc3NyQkJCA\nBQsWQF1dHQoKCggODsbcuXNx584ddO/eHffv35eJrVu3bgAAIyMjXL9+HfHx8Xjw4AHy8vLQpk0b\nCIKAH374AampqfDx8cHy5csrvM958+Zh9erVGDx4ME6cOCET05gxYxAZGYnU1FQxpldLFjLGGGOs\nejjBZvWSIAgYP3489PT0EBQUhKysLAwdOhQzZ86EvLw88vLycOdOFm7ceIScHE2kpzvA338Fdu++\nIlYQKSoqwpAhQ/Djjz8iLi4O0dHRaNKkCbZs2SIzl5mZGcLDw5HuKzCiAAAgAElEQVSbm4unT5/C\n3Nwc06ZNQ05ODjQ1NUFE4pglSrZmTJ48GZaWlujVqxe0tbXx559/okOHDvDy8sK2bdtgbm6OdevW\nYcOGDWXqcpd+PXv2bKxbtw4uLi74+++/xZieP38OR0fHMjGVXP+6Wt+MMcYYK0v4/ycj65zqngnP\nWIkJEybg7t278Pf3h5qaGr7//nt88cUXAIDs7Gzo6+tjyJAhuHOnOfz9VwAwBDAVQPHWD0dHd+jp\n/SOesHjkyBGMGjUKbdu2RUxMDABgxowZuHr1Ks6cOSPOGxgYCHt7e1y7dg1t27YFUPxQoYGBAWbO\nnIlFixbxEeeMMcbYB6i6eSevYLN6zdTUFHv27MHVq1cRGxuLUaNGiaco5uaWPKIg+x8qJ0dO/H7D\nhg2YOXMm7O3t0bRpU7G9vK0d/fr1Q7du3TB69GiEh4fj6tWrGDduHPLy8jB9+vT3cbuMMcYYew84\nwWb12o4dO1BUVIRu3brBxcUFAwcOhKWlJQRBgIJCSbk+2W0SioqFAICkpCR4e3sjPDwcTZs2ldlO\nUd7WDgDw8fGBmZkZnJyc0K1bN9y7dw8BAQFo3LixeC1vy2CMMcbqtlrbInLw4EEsXboU169fR2Rk\nJLp06SK+t3r1amzfvh1ycnLYtGkTHBwcylzPW0TYmxo1ahRyc3Px119/VdrPz+8M5sw5heTklWKb\nsbEb1qyRYu/en/H48WP89ddf4p5lxhhjjH2cqpt31lqZvg4dOuDIkSPi3tcS8fHx2L9/P+Lj43Hn\nzh3Y2dnh5s2bYkUGxt5Ufn4+bt68ifPnz2P8+PGv7e/kZA0A8PJyR06OHBQVCzFuXA98/70HjI2N\n8ccff8gc3sIYY4wxBtRigl1SB/hVR48exahRo9CwYUMYGBigdevWuHjxInr06PGeI2Qfm7CwMDg7\nO8PW1hZz5syp0jVOTtZion3z5k0MHDgQI0eOxPLly9/JVg4/vzPYtMkfubkNoKBQgNmzHcT5GWOM\nMVY3fHAHzdy9e1cmmdbT0xOPtWbsbUilUjx//vyNrg0LC8OwYcOwYsUKTJkypYYjK1belpTk5EUA\nwEk2Y4wxVoe80wTb3t4emZmZZdpXrVqFTz75pMrjVLRSuHTpUvF7qVQKqVRa3RAZe62DBw9ixowZ\n2L17N/r37//O5tm0yV8muQaA5OSV8PJyfycJtlQqhYmJCX755ZcaH5sxxhiry0JCQhASEvLG17/T\nBDsgIKDa17Ro0QIZGRni69u3b6NFixbl9i2dYDNW04gI69atw/r16xEQEIBOnTqV26+mtnX8ryyg\nrNJlActz7tw5WFtbIy0tDS1btqzyfHyQDGOMMVa+VxduPT09q3X9B7FFpPRTmYMGDcLo0aPx1Vdf\n4c6dO0hMTBSPjWbsfSksLMTcuXMRHByM8PDwChPXmtzW8b+ygLJKygK+DlfVYYwxxj4MtVaa48iR\nI9DX18f58+fh5OSEAQMGAADatWuHzz77DO3atcOAAQOwZcsWXmVj71V2djZcXFyQkJCAsLCwSleF\nK97WUfFfbwIDA6GgoICcnBwAQE5ODhQVFXH79jEYGy/6/14BABRgaDgfLVs+RefOnaGqqgpdXV2M\nGjVK3HqVlpYGa+viRN7Q0BASiQR9+/YV59q/fz+6du0KJSUlNG3aFAMHDsSTJ0/E94kIy5cvh66u\nLpo0aYLx48cjOztbfH/ChAmwt7eHl5cX9PT0oKqqii+//BKFhYXYvHkzWrVqhcaNG+OLL75Afn6+\neF1AQACkUimaNGkCDQ0NSKVSREZGynwOEokEW7duxdixY6GmpgZ9fX189913FX5ujDHGWF1Rawn2\n0KFDkZGRgZcvXyIzMxMnTpwQ33Nzc0NSUhKuX78OR0fH2gqR1UNZWVmwtbWFpqYmjh8/DnV19Ur7\nv8m2jl69ekEikYjHqIeFhUFNTQ0pKYlYu1YKR0d36Ot7QkNDB15eg9C+fWv8+OOPuHr1Ko4cOYJb\nt25h5MiRAICWLVvi6NGjAIDIyEhkZmaK9b137NiBsWPHwsXFBTExMQgNDYWTkxMKC4tXxIkIhw4d\nwpMnTxAaGoo///wTvr6+WLNmjUy8Fy9eRHR0NAIDA/HHH39g165dcHJywqVLl+Dv7489e/Zg9+7d\n+O2338RrsrOzMXPmTJw/fx4REREwMTFB//798ejRI5mxPT09IZVKERcXh4ULF8LNzQ1BQUGVfuaM\nMcbYB4/qqDocOvtAJSQkkKGhIS1ZsoSKioqqdI2DwyICqMyXo+PiSq+TSqX0zTffEBGRm5sbTZ48\nmdq1a0cnT54kIqJu3bqRh4dHuddGR0eTIAh09+5dIiI6e/YsCYJA6enpMv309fVp1qxZFcZgY2ND\nnTp1kmmbPn069ezZU3w9fvx40tHRofz8fLHNycmJtLS0KC8vT2wbPHgwDR8+vMK5CgsLSVNTk/bu\n3Su2CYJAc+bMkenXtm1bWrhwYYXjMMYYY7Whunknn97CGIAzZ87AxsYG7u7uWLp0aZW3Jc2e7VBq\nW0cxY2M3zJplX+l1tra24kptUFAQ+vXrJ7Y9e/YM0dHR4laPkJAQODo6omXLllBTU0OfPn0AAOnp\n6RWOf+/ePdy+fbvcU1BLCIIACwsLmTZdXV1kZWXJtLVt2xYNGvxvpV5HRwempqZo2LChTNu9e/fE\n16mpqRg7dixMTEygrq4OdXV1PH36FLdu3ZIZ+9UHR5s3by4zDmOMMVYXfRAPOTJWm/7880/Mnj0b\ne/fuhb195Ynxq8o77XHWrP6vfcDR1tYWy5YtQ0ZGBqKjo9GvXz8oKChg9erVsLKyQsOGDdGrVy/c\nunULAwcOxPjx47F06VI0bdoUGRkZsLOzQ15e3hvfcwl5eXmZ14IgoKioSKatdHJd0qe8ttLXOTs7\nQ1tbG1u2bIG+vj4aNmwIKyurMjFXZX7GGGOsruEEm9VbRIS1a9fip59+wunTp9GxY8dy+6WlpcHI\nyAjnzp1Dr169yrxf+rTHqurevTsUFRWxbNkytGnTBtra2pBKpRg5ciSOHDmC3r17o2HDhoiMjERO\nTg42bNggHste+mHBkJAQ2NraQhAEcW81AGhra0NPTw+nTp2Cs7MzJBIJ9uzZg9GjR1crTqDiOvQV\nefjwIRISErBu3TrxF5bbt2/zyjRjjLF6g7eIsHqpoKAAM2bMwL59+xAeHl5hcv2uyMvLo3fv3ti1\na5e4FaRx48Zo37499uzZI7aZmJhAEAT88MMPSE1NhY+PD5YvX15mPIlEAj8/P9y7dw9Pnz4FACxZ\nsgTbtm3DihUrcObMGbRt2xabN2/Gw4cPART/gkFVKO1XlT6laWpqQktLC97e3khMTERERARGjRoF\nJSWlKs1V3fkYY4yxDw0n2Kzeef78OYYMGYKUlBScPXsWenp6tRKHra0tCgsLZcrq9e3bV6atY8eO\n8PLywrZt22Bubo5169Zhw4YNMqvKgiBg4cKF+O6779C8eXMMHToUADB58mTs3LkThw4dgp2dHezt\n7XHq1Clx73R5B8282laVPqXb8vLyIJFIcPDgQSQnJ6Njx46YNGkSXF1doaur+9rPhA+/YYwx9lGo\n8ccs35M6HDqrRXfv3qUuXbrQpEmTZKpgEBVX4+jVqxepqqqSqqoqWVhY0KlTpyg1NZUEQaADBw6Q\nk5MTKSsrk5GREe3cubPM2CNGjCANDQ1SUlIiqVRKly5dkumTmJhILi4upKGhQZqamuTg4EBXrlyp\nNGYfHx/q1KkTKSsrk4aGBnXr1o1iYmKIiCg4OJgEQaCAgADq06cPKSsrU7t27ejEiRMyYwiCQHv2\n7JF5vWXLFhozZgypqqqSnp4erV69WuaavLw8WrJkCRkaGpKioiKZm5vTtm3byoy7adMmGjVqFKmr\nq9PIkSMrvRfGGGOsLqpu3skr2KzeiI+PR8+ePTFkyBD8+uuvMlUwCgoKMGjQIPTs2RMxMTGIiYmB\np6cnlJWVxT7ffvstJkyYgCtXrmDkyJGYMmUKEhMTARRvbRgyZAhu3rwJPz8/XLx4ETo6OrC3txe3\nZGRlZcHKygrNmjXDuXPncOHCBZiamkIqleLBgwflxpyZmYlPP/0Un3/+OeLj43H+/Hm4urqWechw\n/vz5WLx4MS5fvozu3btjxIgRMgfKAGX3Ur+uBvXUqVPh4+MDb29vXL9+HR4eHliwYAG2b99eZhwr\nKyvExMRgxYoVVf1xMMYYYx+vd5Pnv3t1OHRWC4KDg0lLS4t27dpV7vuPHj0iQRAoJCSkzHslK9jr\n168X2woLC0lVVZW8vb2JiOj06dMkCAIlJCSIfXJzc0lXV5eWLVtGRERLliyhHj16yIxdVFRExsbG\ntGHDhnLjKql5nZaWVuF9CYJAR44cEduysrJIEATy9/cX2wRBqFYN6pSUFJJIJHTjxg2ZPp6enjK1\nswVBoClTppQbG2OMMfaxqG7eyVVE2Edv7969cHV1xZ9//imz37k0TU1NTJkyBY6Ojujbty9sbGww\ndOhQtGnTRuxTumazRCKBtra2WDP62rVraNKkCczMzMQ+8vLy6N69O+Lj4wEUV/+IioqCqqqqzNw5\nOTlISkoqNy4LCws4Ojqiffv2sLe3h1QqhYuLS5l946Vj09bWhpycXJl61q+qrAb1pUuXQETo2rWr\nTJ+CgoIyq+fdunWrdB7GGGOsvuEEm320iAirVq3CL7/8guDgYJibm1fa39vbG3PmzIG/vz8CAgLg\n7u6OzZs3i4e1vEnNZipVEaOoqAh2dnbYvHlzmX4VHckukUhw4sQJREZG4vTp0zh8+DC+/fZbHDx4\nEE5OTmK/V2Mrma8y8vLy8PM7g02b/JGb2wBXriRDEORlro2IiJDZJgOU3WqioqJS6TyMMcZYfcMJ\nNvso5efnY8aMGYiKikJ4eDiaN29epevMzc1hbm4OV1dXTJ8+Hd7e3nB0dKzSdSX1n9u2bQsAyM3N\nxYULFzBz5kwAgKWlJXbu3IkWLVqINa2rytLSEpaWlli4cCEGDBiAHTt2yCTYbyImJgFHjlxDcvLK\n/28Jw4ULd+Dnd0ZcuU5PT3/reRhjjLH6hh9yZB+df//9F5988glu376N0NDQKiXXycnJWLBgAcLC\nwpCeno6IiAicOXOm0lXv0qvT/fr1Q7du3TB69GiEh4fj6tWrGDduHPLy8jB9+nQAwMyZM1FYWIjB\ngwfj3LlzSEtLw7lz57Bo0SJEREQAAO7cuQMzMzP4+PgAAMLDw7F8+XJcvHgRt27dQmBgIC5fvvza\n1fiqOHXqSqnkGgAI//7bBV5eAWjdujUmTZqEqVOnYs+ePUhKSkJcXBy2b9+OtWvXvvXcjDHG2MeM\nE2z2Ubl79y6sra3RsmVL/P3332X2O1dERUUFSUlJGDlyJExNTTF8+HBYWVlh8+bNIKJyazO/2ubj\n4wMzMzM4OTmhW7duuHfvHgICAtC4cWMAxXujIyIi0LRpU7i4uMDMzAxjxoxBRkaG+EtAfn4+bt68\niWfPngEANDQ0cP78eQwePBht2rTB5MmTMWbMGLi7u1cYR1Xl58u9ekcABOTkFLd7e3vD1dUVK1eu\nhLm5Oezs7LB7924YGxu/0XyMMcZYfSEQ1c1j0wRB4BPfmIyrV6/CyckJX375Jb799ls+sOQ1HB0X\nw9+/bFk9R0d3nDxZ9rRIxhhjrL6qbt7JK9jsoxAYGIi+ffti9erVWLhwISfXVTB7tgOMjRfJtBkb\nu2HWLPtaiogxxhj7OPAKNqvzdu3ahW+++QYHDhyAjY1NbYdTp/j5nYGXVwBycuSgqFiIWbPs4eRk\nXdthMcYYYx+U6uadnGCzOouIsHz5cuzYsQPHjx8Xq3cwxhhjjNWk6uadXKaP1Un5+fmYNm0arly5\ngoiICDRr1qy2Q3qnSterVlAowOzZDrzSzBhjjH2gOMFmdc6zZ88wfPhwKCgoICQkBI0aNartkN4p\nP78zmDPnlExJveTk4r3TnGQzxhhjHx5+yJHVKbdv34aVlRVat26NI0eOfPTJNQBs2uT/Sr1qIDl5\nJby8AmopIsYYY4xVhhNsVmfExcWhZ8+eGDt2LH766Sc0aFA//gCTm1v+fZbUq2aMMcbYh6V+ZCis\nzvP398eYMWPg5eWFESNG1HY475WCQkG57YqKhe85EsYYY4xVBa9gsw/e9u3bMXbsWBw+fLjeJdcA\n16tmjDHG6hou08c+WESEJUuWYO/evTh+/DhMTU1rO6Raw/WqGWOMsdrDdbDZRyEvLw9TpkzBjRs3\ncOzYMejo6NR2SIwxxhirp7gONqvznjx5gmHDhkFVVRXBwcFQVlau7ZAYY4wxxqqM92CzD8qtW7dg\nZWUFc3NzHD58mJNrxhhjjNU5nGCzD0ZMTAx69eqFyZMnY+PGjZCT4zJ0jDHGGKt7eIsI+yCcOHEC\n48aNw9atWzF8+PDaDocxxhhj7I3xCjardd7e3pg4cSKOHj3KyTVjjDHG6jxewWa1pqioCIsXL8bB\ngwdx9uxZmJiY1HZIjDHGGGNvjRNsVityc3MxceJEpKamIjw8HFpaWrUdEmOMMcZYjeAtIuy9e/z4\nMRwdHZGbm4ugoCBOrhljjDH2UeEEm71XaWlp6N27N7p06YIDBw5ASUmptkNijDHGGKtRnGCz9+bS\npUvo3bs3vvzyS6xbt47L8LEPmkQiwb59+8TXBgYGWLlyZS1GJCstLQ0SiQTh4eG1HQpjjLFX8B5s\n9l74+vpi4sSJ+OWXXzBkyJDaDoex18rMzIS6urr4WhAECIJQixHJatmyJTIzM9G4cePaDoUxxtgr\neAWbvXNbtmzB1KlT4evry8k1qzO0tbWhoKBQqzHk5eWV256fnw+JRAJtbW00aPB26yQFBQVvdT1j\njLGyOMFm70xRURG++eYbbNy4EefOnUP37t1rOyT2EZJKpZgyZQoWL14MbW1taGpqwsPDA0SEJUuW\noFmzZtDW1sbixYvFa/bt24fu3btDQ0MDWlpacHZ2RmJiosy4EokEe/furVYsUVFR6N+/P9TV1aGq\nqoru3bvj4sWLAIDU1FS4uLigRYsWUFFRQceOHbFnz55y78Xd3R26urowMDBAenq6uF1l4MCBaNSo\nETw8PMrdIpKVlYUJEyZAW1sbampqsLKywtmzZ8X3Q0JCIJFIcPz4cVhZWUFJSQm//fZbte6RMcbY\n63GCzd6JnJwcjBo1CuHh4QgPD4exsXFth8Q+YocOHUJhYSHCw8Oxbt06rFixAgMGDEBubi7OnTuH\nH374AatWrcLJkycBFK8Me3h4ICYmBqdPn4acnBycnJyQn58vM251toRcu3YN1tbWaNKkCYKDgxEX\nF4f58+ejqKgIAJCdnQ07OzucPHkSV69exbRp0zBx4kSEhITIjHPgwAE8fPgQwcHBCAgIABEBABYs\nWICxY8fi2rVr+PLLL8vM//LlS9ja2iI7OxsnT55EbGwsBg4cCHt7e1y/fl2m77x587Bw4UJcv34d\nzs7OVb5HxhhjVUR1VB0O/aP34MEDsrKyok8//ZRevnxZ2+GwtzR+/Hiys7Or7TAqZGNjQ507d5Zp\nMzc3p44dO8q0WVhY0Pz588sd4+HDhyQIAoWHh4ttgiDQ3r17xdcGBga0cuXKCuMYM2YMderUqVqx\nDx48mKZOnSpzL6ampjJ9UlNTSRAEWrFiRbntYWFhRES0Y8cO0tPTo4KCApl+tra2NHfuXCIiCg4O\nJkEQaM+ePdWKkzHG6rvq5p28gs1qVEpKCnr16oWePXvizz//hKKiYm2HVCNu374NiUSCM2fO1Op8\nK1asgKGh4XuJobR38XBf69at4enp+dbjCIIACwsLmbZmzZqhY8eOZdru378PAIiNjcXQoUNhZGQE\nNTU1tGrVCgCQnp7+xnFERUWhX79+Fb7/4sULfPvtt2jfvj2aNGkCVVVVHD9+HLdu3ZLp17Vr13Kv\n79atW6XzR0ZGIjMzExoaGlBVVRW/zp07h6SkpGqNxRhj7O1wFRFWYy5cuIAhQ4bA3d0dM2bMqO1w\n3gn6/z/Xf6zzVeRdxFGTSXvDhg3LjP1qG1D8XMDLly/h4OAAa2tr7Ny5Ezo6OiAimJubV/hQYVUI\nglDp5/T111/j2LFjWL9+PUxNTaGsrIx58+bh6dOnMmOoqKiUe31F7SWKiorQtm1b+Pj4lHlPWVm5\nWmMxxhh7O7yCzWrE0aNH4ezsDG9v7xpJrl++fIlp06ZBQ0MDjRs3xuzZs+Hm5gYTExMAQHR0NAYM\nGAAdHR2oqqqiW7duOHXqVJmYOnfuDBUVFWhqaqJ79+6IjY2tcM5z586hd+/eUFNTg5qaGjp16gR/\nf38AxSXRAMDW1hYSiQRGRkYAgKVLl8LExATHjh2DmZkZGjVqBFtb2zIrhq963UN2r85naGiIXbt2\nwcPDQ3zoTSKRYNmyZQCKq0osXboURkZGUFJSQvv27eHt7S0zp0QiwdatWzF27FioqalBX18f3333\nnUyfR48eYcSIEWjUqBGaNWsGd3f3MkljQEAApFIpmjRpAg0NDUilUkRGRlZrLqlUiuTkZHh6eor3\n8upKbk0rSegTEhLw4MEDrFy5EtbW1jA1NcWjR4/e+peIrl27IjAwsMJxzp49izFjxmD48OHo0KED\nDA0NcePGjRr7RcPS0hIpKSlQVVWFkZGRzFezZs1qZA7GGGNVwwk2e2teXl6YPn06Tpw4gU8++aRG\nxlywYAGOHTuGPXv24MKFC2jUqBG2bt0qJiP//vsvRo0ahZCQEMTExMDR0RGDBg0Sk9TMzEx8+umn\n+PzzzxEfH4/z58/D1dW1wpJmBQUFGDRoEHr27ImYmBjExMTA09NTXPmLjo4GAPz111/IzMyUSSj/\n+ecf/Pzzz/jjjz8QHh6Of//9F5MmTar0/l73kN2r8126dAkjRozAggULoKenh8zMTGRmZmL+/PkA\ngKlTp8LHxwfe3t64fv06PDw8sGDBAmzfvl1mXk9PT0ilUsTFxWHhwoVwc3NDUFCQ+P7kyZMRExMD\nX19fBAUFIS0tDT4+PjJJYHZ2NmbOnInz588jIiICJiYm6N+/Px49elTluY4cOQIDAwPMnz9fvBc9\nPb1KP7OKEFGZpLaiNgBo1aoVFBQUsGnTJiQnJyMwMBBz5sx5baL76ngLFy6EnZ2d+Pqbb75BYmIi\nPv/8c0RFRSE5ORkHDx7E+fPnAQCmpqbw8fFBZGQk4uPjMW3aNPzzzz8y45YXd1V9/vnnMDQ0hJOT\nEwICApCWloYLFy5g9erVOHr06BuNyRhj7A3VzNbv968Oh/7RKCwspK+++orMzMwoJSWlxsZ9/vw5\nKSgo0Pbt22Xae/ToQSYmJhVeZ2FhIT6EFh0dTYIgUFpaWpXmfPToEQmCQCEhIeW+n5GRQYIgUGho\nqEz7kiVLqEGDBvTgwQOxbf/+/SSRSCg3N7dKcxOVfciuovmWL19OBgYGMm0pKSkkkUjoxo0bMu2e\nnp4yD90JgkBz5syR6dO2bVtauHAhERElJiaSIAh0+vRp8f28vDxq0aIF2dvbVxh7YWEhaWpqyjwQ\n+Lq5iIhat25Nnp6eFY5bVVKpVOZBQSIiOzs7mjhxokxb//79aezYsUREdOjQITIxMSFFRUXq0qUL\nhYaGUoMGDWjXrl0y91DZQ44TJkwgQ0NDmTkuXrxIdnZ2pKKiQqqqqtSzZ0+KjIwkouKfqaOjI6mo\nqJCuri4tXbqUJk+eTLa2tpXeS2pqKkkkEvFhxsraHz58SNOnT6cWLVqQvLw8tWjRglxcXCg2NpaI\nih9ylEgkdOfOndd8qowxxkqrbt7Je7DZG3n58iXGjh2L+/fvIywsrNzT5CQSCfbs2YPRo0cDAJ49\ne4bx48cjODgYz549Q1pamrgVorSkpCTk5eWhR48eMu09evSAr68vAOD+/ftYsmQJgoODkZmZiYKC\nAuTk5IjbDCwsLODo6Ij27dvD3t4eUqkULi4uFa6SampqYsqUKXB0dETfvn1hY2ODoUOHok2bNq/9\nLJo3b44mTZqIr3V1dVFUVITFixdj7dq15V4TGxsLT09PxMXF4cGDB+KqZXp6Onr27PnaOUu7dOkS\niKjMw3EFBQVlVuw7depUJvZ79+4BAOLj4wEAvXr1Et9v2LAhLC0tkZ2dLbalpqbCw8MD58+fx717\n91BUVIQXL16U2eJR2Vw1KTg4uExbQEBAmbYTJ06I3w8bNgzDhg2Tef/VEn0l5fVKpKamyrzesWNH\nmTksLS3LnRsA9PT0xDKBFSnvXgwMDFBYWFil9saNG2PLli3YsmVLueNLpdJyx2KMMVazeIsIq7b7\n9++jX79+kJeXh7+/f5WPat66dSvOnz+PsLCwKm0JKO9P9iVtEyZMQFhYGL7//nucO3cOsbGx6NSp\nk/iQmkQiwYkTJxAUFARLS0scPnwYbdq0gZ+fX4XzeXt7IyoqCvb29ggNDS13H3N55OXlXxt3aS9e\nvICDgwPk5OSwc+dOREZGIjIyEoIgvNFDdiWJYEREBOLi4sSva9eu4fLly5XGWvr6itArWxacnZ1x\n+/ZtbNmyBRcuXEBsbCy0tbXLxF7e5/K6uRhjjLGPASfYrFqSkpLQq1cvSKVS7Nmzp1pHSScmJsLc\n3Bzm5ubQ1taGRFL+P7/WrVtDXl5e5oQ6AOJe1vz8fJw9exYzZsyAs7MzzM3N0axZMyQnJ5cZy9LS\nEgsXLkRoaChsbGzKXXUszdzcHK6urjh+/DgmT54sJtglyeLrVv+qkiBX5SG78ubLz8+HvLx8mRhK\nVq7T09PLPNz2upJ+pX8ZaNeuHQAgLCxM5n5K7zd/+PAhEhIS8O2338Le3h5mZmZQUFB4o5Xp8u6F\nMcYY+xhwgs0AAIGBgVBQUEBOTg6A4pMYFRUV0adPH7HPxo0bYWJiIlb0cHV1hZ6eHlRUVNClSxcc\nOXKkwvENDAywfft2BAUFQSKRoG/fvgDKr6Zx9+5dfPHFF7xKkEcAACAASURBVFi8eDG2b98OQRAw\nZMgQXLp0CUlJSfDw8ICpqalY7kxBQQFaWlp48eIFCgoKAADh4eFYvnw5Ll68iFu3biEwMBBBQUHI\nysoSY2ratCkEQUBgYCCSkpKwYMECdOjQAf/9738RERGBs2fPQlFREe3atRNX2xcvXow7d+7g8ePH\nAICdO3fi3r17Mkdbv+rOnTto2bIlVFRUsGnTJvEhu08//RTNmjWDoqIi7O3tZZLd58+fg4iwfv16\n9OvXDyoqKvDw8ICRkREyMzNx/vx5PHjwAC9fvkTr1q0xadIkTJ06FXv27EFSUhLi4uKwffv2Creo\nlKBSD9W1bt0agwYNwn//+1+EhIQgPj4eU6ZMEWMBirfSaGlpwdvbG4mJiYiIiMCoUaOgpKRU6Tyv\nzgUAhoaGOHfuHDIyMmS2yTDGGGN1Xk1uAH+f6nDoH6QXL16QoqIinTp1ioiITp8+TVpaWqSoqEgv\nXrygQ4cOkZKSEpmbmxNR8cNYtra2FBYWRqmpqeTt7U3y8vIUGBgojln6IbH79+/TiBEjyMbGhrKy\nsujx48dEVHz6nK+vL6WkpFBsbCwNGjSITExM6NmzZzRt2jRSVVUlAKSiokL9+/cnMzMzSk1NpeXL\nl5OcnBzJy8uTvr4+zZs3jxo1akTGxsZERHTt2jUaOHAgNWvWjBQUFKhVq1bUq1cv6tGjhxhfybhu\nbm70zz//0KBBgwgANWzYkJo3b079+/cniURC3333HSUmJtJ///tfkkgkJJFIxIfbWrVqRYIg0PTp\n0ykhIYGuXr1KZ8+eJQD09ddfExHR+vXrCQDNmDGDiIiKiorI3NyclJSUSF5entq3b0/z588nALRg\nwQIiKn6ADQDJycmRnJwc6evrU2pqKuXn59Po0aOpcePGJAiC+JBgYWEhrV27lszMzEheXp6aNm1K\nUqmUDh06VO7Po8SrDwM+fPiQPvvsM1JRUSEtLS1yc3Oj8ePHyzzkGBoaShYWFqSoqEhmZmZ0+PDh\nMg8sVmWuS5cuUZcuXUhJSYkkEgmlp6dX+m+0LvL1DSUHh0VkY7OEHBwWka9v6OsvYowx9sGpbt5Z\nZ7NUTrBrnlQqpW+++YaIiNzc3Gjy5MnUrl07+uKLL6hFixZkbm5OHh4eFBwcTIqKivT06VOZ6ydO\nnEhDhgwRX7+aZFXlyO1Xq2mUPiba1taWhg8fTkTFie22bdtkrg0NDSVBEOjJkyfljh0cHEwNGzak\n58+fU3Z2NikoKNC6devEpPv48eOkoKBAOTk5RERkZWVFI0aMkBlj48aNpKSkRPn5+URU/tHWRMUV\nJ1asWEHff/89qaurU1BQkEwcr/v8Kjoem9Udvr6hZGzsRgCJX8bGbpxkM8ZYHVTdvJOriDCRra0t\n/v77bwBAUFAQZs6cicjISBw6dAghISHo3Lkz+vbti4sXLyIvLw8tWrSQuT4vL69KVTdKq6iaxrlz\n53Dz5k3o6+uDiHD58mWEhITg5MmTuH//Pm7dugVXV1fMmzdPHIuIIAgCkpKSyj1uumfPnmjQoAFC\nQkLQoEEDGBj8H3v3Hpfj/f8B/HXfqe6kiJQIEUqFnIfkLiqEDWM5TU5jJqedWGPyXRrbbBXz1eY0\nYeygbClyqKSQkEORbkVl2eawzaHz5/dHP9fXraK2dHd4PR8Pj3V/rs/1ud7X5dLeffocLDB58mQs\nWbIE9+/fx5EjR9CvXz9pXHlycjImTJig1oajoyNyc3OhUqlgZWUFoPytrYOCgvDbb78hLi4O3bt3\nl8oTEhIq/Py4pXXtFRBwECqVr1qZSuWLwMBlcHd31FBURERUHZhgk8TJyQkrV65EZmYmzpw5g+Dg\nYBQXF6NNmzZIT0+HtrY2+vfvjxMnTqBx48Y4ffp0qTbKWqWiPI9X0yhry+qCggL897//xaVLlwAA\nFy9eREhICFxdXaVx1AEBAXBycirV7tOJ62O6urro378/Dh8+DB0dHTg7O6N58+awsrJCdHQ0jhw5\ngldeeaXC8QPP3tq6X79+OHLkCL755husX79eKi8uLq7w8+OW1rVXXl7Z315zc7WqORIiIqpuTLBJ\n0rdvXygUCixduhRaWlowNjbGli1b0KZNG+zduxcDBgyAtrY2evXqhXv37uHRo0ewtbX9x9d7cjWN\nx73BcXFxEELA3Nwc8fHxyMjIQPv27fH1119L6zObmpqidevWuHz5MmbMmFGpazo5OeH777+Hjo4O\n3n//fQCAs7MzfvjhByQlJSEgIECqa2tri+joaLWt36Ojo9GwYUNYWlo+91pdu3bF8uXLMXjwYBQU\nFEgrkvTu3btKnh/VbLq6hWWWKxRcOYWIqK7jKiIk0dHRgb29PXbs2AE7Ozt8++23aNGiBezs7BAc\nHCyt/DF48GAMGTIEY8aMQWhoKK5du4bExEQEBgbim2++qfD1/umW1QDg6+uLgIAArFq1ChcvXsSV\nK1cQEhKCOXPmSHXWrVuHzp07q53n7OyM8+fPIykpSer9dnZ2RnBwMPT09NQ2t1m6dCl+/PFHrF69\nGqmpqdizZw98fHzw9ttvSxu4iHK2tn5cZmNjg6ioKOzfvx/Tpk2DEALOzs6lnp+//9fo3NkNVlaj\n4Ob2IY4cOVnh50g10/z5rrC09FYrs7T8AF5eLhqKiIiIqgt7sEkSGxuLpKQkyGQyeHt7S4mus7Mz\nkpKSpAQbAPbt2wcfHx8sWrQI2dnZaNq0Kbp374733nuv3PZlMpla8mxsbIzg4GAsXboUmzdvho2N\njbQs3dPnPW3y5MkwMDDA6tWr4evriwYNGqB9+/Zqu/Pdvn0bqampauf17t0bjRo1gqWlpbRBzqBB\ngwAADg4O0NL636/vhw0bhs2bN+OTTz7B8uXL0bx5c7z11lv46KOPyr2nsmJ+PATF2dkZU6dOxdat\nW9WeX2ZmFoTQQVGRI4DFSE1V4vLltyr0gwbVXI/HWQcGLkNurhYUiiJ4eQ3l+GsionpAJsrqfqsF\nZDIZ182tQnv27MG8efOwfft2uLm5aTqcesXN7UMcPPhxGeXLEBHxHw1ERERERE+qbN7JHux6TgiB\nzz77DAEBATh48CDs7e01HVK9w8lwREREdQsT7HqssLAQCxYswLFjxxAXF4fWrVtrOqR6iZPhiIiI\n6hZOcqynHjx4gNGjRyM1NRXHjh1jcl1BSqUSs2bNqtI2NTUZLioqCnK5HDdv3nyh1yEiIqpv2INd\nD+Xk5GDkyJGws7PDxo0bK7V2dW0QFhaDgICDyMtrAF3dQsyf71plE8vKm9T4b7i7O+KPP36Dp6cM\n3bp5okULc06GIyIiqsWYYNczKSkpGD58OKZNm4Zly5bVuZUqwsJisGDBAbUd9FSqkt7hmpqwFhQU\nYPDglyCTyeDv7ymtalIbFBcXAwDkcv4yjIiI6DH+X7EeiY6OhlKpxIoVK7B8+fI6l1wDz9qeOrLK\nrlFUVIQlS5agefPmaNy4MWbPno28vDwAQGRkJJRKJZo1a4YmTZpAqVQiISFB7Xy5XI7AwEBMnDgR\nTZo0wZQpU9CmTRsAJRvhyOVytG/fXqofGRmJAQMGoGHDhjA3N8f06dNx584d6binpydcXFwQFBSE\ntm3bonHjxnj55Zfx22+/qV03MDAQ5ubm0NfXx9ChQ3Hjxo1S95aYmAhXV1cYGBjAxMQEY8eOVau3\nYsUKdOzYEXv27IG1tTV0dXVx9erVf/9QiYiI6hAm2PXEzp07MW7cOOzYsQNTp07VdDgvzItekUMI\ngR9++AF3795FbGwsduzYgZCQECxduhRAydj2efPm4cSJE4iPj0fHjh0xdOhQtYQYAHx8fODg4ICz\nZ8/C19cXZ86cAQD89NNPyMnJkZLyx9u3T5w4ERcuXEBISAgyMjIwZswYtfYSEhIQHR2N8PBwHDhw\nABcuXMA777wjHQ8NDcXixYvxzjvvICkpCePHj8e7776r9kNWcnIylEolBgwYgMTERBw9ehRaWlpw\ncXGRfoAAgJs3b2LDhg3Yvn07UlJSyt2anoiIqN4StVQtDr1aFRcXCz8/P9G6dWtx/vx5TYfzwrm6\negtAlPrj5vZhlbQ/aNAg0a5dO1FcXCyVBQUFCYVCIR4+fFiqflFRkTAyMhI7duyQymQymZg5c6Za\nvczMTCGTyUR0dHSp6y1dulSt7Pr160Imk4mkpCQhhBBTp04VpqamIj8/X6qzevVqYWZmJn0eMGCA\nmDx5slo777zzjpDJZCI7O1tqx8PDQ61Obm6uaNiwoQgJCRFCCPHRRx8JuVwuMjMzy3lCREREdU9l\n8072YNdhhYWFmDNnDr777jvEx8ejS5cumg6pUjIyMiCXyxEXF1fhc6pjRY4+ffqo9fz2798feXl5\nUKlUSE9Px5QpU9CxY0c0btwYjRs3xp9//llqOEafPn0qdK2EhAR88cUXMDAwkP7Y2tpCJpOpDc2w\ntraGtra29NnMzAy3bt2SPqekpKB///5qbQ8YMKDUtfbu3at2LWNjY+Tl5SEtLU2qZ2pqCnNz8wrF\nT0REVB9xkmMddf/+fbz22msoKipCTEwMDA0NNR1SpbVp0wY5OTnSluZZWVlo06YNoqKi4OhY9oTF\n6tieWpSzk5MQAiNGjICJiQm++uortG7dGtra2nBwcEB+fr5aXX19/Qpfa8mSJZgyZUqpY6amptLX\nTybXwD/b6VQIgddffx1Lliwpdezx3wFQ8diJiIjqKybYddDNmzcxYsQI9OzZE1999VWp5Ku2kMvl\nMDExKVX+vMTR3d3xuQl1QUHBP34uCQkJKC4ullbOiIuLg0KhQLNmzZCSkoK1a9fCxaWkxzwrK6vU\nZMOyPF4qsahIfXOZXr164eLFi2qTHsvyvAmrNjY2OH78ON58802p7Pjx46WulZSU9NxrERER0bNx\niEgdc+nSJfTr1w9jx45FUFBQtSbXhw8fhq6uLnJzcwEAubm5UCgUGDhwoFQnMjISurq6ePDgAfz9\n/dG9e3cYGBjAzMwMEyZMQE5OjlT36SEiVbHSRmBgICwsLKBQKNQm7lXG7du38dZbb+Hy5csICwvD\n8uXLMXv2bJiZmaF58+YICgrC1atXER8fjwkTJkBPT++5bRobG6NRo0Y4cOAAcnJycPfuXQDAypUr\nERoairfffhvnzp2DSqVCREQEZs6cqRb/837oePvtt7F7924EBATg6tWr2LJlC4KDg9XqfPDBB0hJ\nScHkyZORkJCA9PR0HD16FAsXLkR6evo/eFJERET1ExPsOuTIkSNwcnKCr68vvL29q30Zvv79+0Mu\nlyMmJgZASQ+poaEhTp8+jUePHkkx9unTB/r6+pDJZPj8889x8eJF7N27Fzdu3ICHh0e57f/blTZO\nnTqFqKgo/Pzzzzh//vw/+uFDJpNh3LhxMDAwgIODAyZMmICRI0fik08+gUwmw/fffw+VSoWuXbti\n+vTpWLRoEczMzJ7brlwux/r167Fnzx60bt0aPXv2BFCyc+SRI0dw/vx5ODo6olu3bli8eDEMDQ3R\noEEDKaay/q6fLHvllVfw+eefY82aNejWrRt27dqF1atXq9WxtrZGXFwc7t+/Dzc3N9ja2uKNN95A\nbm4ujIyMnnktIiIi+h+ZqOxAzRrin4wxrcuCg4OxePFi7N69G05OThqLw8nJCX369MHq1avh7e2N\nW7duIT4+HmvXroWbmxv69u2LoUOHwsfHp9S5Z8+eRc+ePZGdnQ0zMzNkZGSgffv2iI2NRf/+/csd\ng61UKtG/f3+sWrVKKrtx4wYsLCxw7tw5dO3aFZ6enti3bx+ysrLQsGHDankWREREVDdUNu9kD3Yt\nJ4TAxx9/jA8//BBHjx7VaHINlCTYR44cAVDSszx48GCp7K+//sKZM2fg7OwMAIiKioKbmxvatGkD\nQ0NDaSjJ9evXK3XNiq600blzZybXRERE9MJxkmMtVlBQgDfffBNnz55FfHx8hYYivGhOTk5YuXIl\nMjMzcebMGQwePBi6urrw8/ODg4MDtLW10b9/f9y4cQPDhw/H1KlTsWLFChgbGyMzMxNDhgwpteLG\n81R0pQ0m10RERFQdmGDXUn/99RfGjRuHBg0aIDo6Go0aNdJ0SACAvn37QqFQYOXKlejUqRNMTEyg\nVCrh4eGBvXv3YsCAAdDW1kZCQgJyc3Px5ZdfQldXFwBKbSn+tH+70gYRERFRdeAQkVooOzsbAwcO\nRLt27RAaGlpjkmugJAkeMGAAtm3bJg0Fadq0Kezs7BAcHCyVdezYETKZDJ999hnS09MREhKC//zn\nP89s+9+utEFERERUHZhg1zIXLlxAv379MHHiRGzYsEFaSaImcXJyQlFRkZRMA4Czs7NaWdeuXREY\nGIiNGzfC1tYWa9euxZdffllqhYonP7+IlTZqo7CwGLi5fQilcgXc3D5EWFiMpkMiIiKiJ3AVkVrk\n0KFDmDhxIvz9/TFhwgRNh0MaEBYWgwULDkCl8pXKLC294e/vVqW7VRIREdH/cBWROmrr1q2YNGkS\nfvjhBybX9VhAwEG15BoAVCpfBAZGaigiIiIielrNG19AaoQQ8PHxwbfffovo6GhYW1trOiTSoLy8\nsv/J5uZqVXMkREREVB4m2DVYfn4+3njjDVy6dAnx8fFqS85R/aSrW1hmuUJRVGY5ERERVT8OEamh\n/vzzTwwfPhx37txBVFQUk2sCAMyf7wpLS2+1MkvLD+Dl5aKhiIiIiOhpnORYA2VmZmL48OEYNGgQ\n/P39oaVVP3/9HxYWg4CAg8jLawBd3ULMn+/KiXwoeS6BgZHIzdWCQlEELy8XPhciIqIXqLJ5JxPs\nGubcuXMYOXIkFi5ciMWLF9eZpeUqi6tlEBERUU3BVURqsYiICLi4uGDt2rV4++23621yDXC1DCIi\nIqq9mGDXEN988w08PT0REhKCcePGaTocjeNqGURERFRbcRURDRNCYNmyZdi1axdiYmLQqVMnTYdU\nI3C1DCIiIqqt2IOtQfn5+Xj99ddx6NAhxMfHM7l+AlfLICIiotqKCbaG3Lt3D0OHDsX9+/dx5MgR\nmJiYaDqkGsXd3RH+/m5wc1uGQYNWwM1tGfz9h1bJBMeMjAzI5XLExcVVQaTlk8vl2Llz579uJyoq\nCnK5HDdv3qyCqIiIiOhF09gQkXfffRe//PILdHR0YGlpiS1btqBx48YAAD8/P2zevBlaWloICAiA\nq6urpsJ8Ia5fv47hw4fDxcUFn3/+eb1dhu953N0duWIIERER1Toa68F2dXXFpUuXkJSUhE6dOsHP\nzw8AkJycjN27dyM5ORkRERGYO3cuiouLNRVmlUtMTET//v0xa9YsfPnll0yu6ZkKCgo0HQIRERFV\nksYSbBcXF8jlJZfv27cvsrKyAAChoaGYMGECtLW1YWFhgQ4dOuDUqVOaCrNK7d+/H0OHDkVgYCAW\nLlyo6XBqjdjYWAwYMACGhoYwNDSEvb09Dh48CAC4cuUK3N3dYWBgAAMDA4waNQoqlUrt/D179qBD\nhw7Q09PDgAEDcP78+VLXmDVrFjp06ICGDRvC0tIS3t7eyM/Pf2Zc9+/fx8KFC9GmTRsoFAq0a9dO\n+kGxvPoLFiyAubk59PX10aNHD+zdu1c6/njoys6dOzF8+HA0atQIy5cvL9VOcXEx5s2bhzZt2uDy\n5cvPjJGIiIiqX41YRWTz5s2YMGECAODmzZt46aWXpGPm5ubIzs7WVGhVZuPGjfjoo4+wb98+9OvX\nT9Ph1BqFhYUYNWoUpk+fjm+//RYAcOHCBejr6+PRo0dwdXVFp06dEBMTAyEE3nnnHQwdOhTJycnQ\n1tbG2bNnMXHiRLz//vvw9PTExYsXsWDBArVrCCFgamqKXbt2wdTUFElJSZg9eza0tbWxYsWKMuMS\nQmDEiBHIysrCunXr0LVrV2RnZ5eb8AohMHLkSMhkMuzZswctW7ZEZGQkPDw8EB4eDmdnZ6nu+++/\njzVr1mDDhg0QQiAjI0M6lpubi0mTJiE1NRXx8fFo1arVv3vAREREVOVeaILt4uKCnJycUuWrVq3C\nyJEjAQC+vr7Q0dHBxIkTy22nvA1Xnkx+lEollErlv4r3RSguLoa3tzd+/PFHxMbGokOHDpoOqVb5\n+++/ce/ePYwcORKWlpYAIP1306ZN+OOPP3D27Fk0bdoUAPDdd9/BwsICu3fvxuTJk/H555+jX79+\n8PUt2bSmY8eOuHnzJry8vKRryGQyfPzxx9LnNm3aIC0tDRs2bCg3wT5y5AhiYmJw+vRp9OjRAwBg\nYWGBAQMGlFk/OjoaJ06cwK1bt2BoaAigpNc8Pj4egYGBagn2nDlzpB84AUgJ9p07d+Dh4QGgpFf/\n8ZwFIiIiqlpRUVGIior6x+e/0AQ7MvLZu+5t3boV+/fvx+HDh6WyVq1aITMzU/qclZVVbi9declP\nTZGXlwdPT0/cuHEDcXFxMDY21nRItY6RkRFmzpwJNzc3ODs7Y9CgQRg9ejQ6deqES5cuwdbWVkqu\nAcDExARWVla4dOkSgJIx/S4u6kv7lZUEf/311/jmm29w/fp1PHjwAIWFhc/cEjUxMRFGRkZScv08\nCQkJyM/PL/Uu5+fnl1qesU+fPmW24e7uDgsLCxw8eBC6uroVui4RERFV3tMdtz4+PpU6X2NjsCMi\nIvDpp58iNDQUCoVCKh81ahS+++475OfnIz09HVevXi034ajJ7ty5AxcXFxQUFODQoUNMrv+FoKAg\nJCYmwsXFBdHR0bCzs0NQUBBkMlmZSfCTZeXVedL333+PefPmYcKECQgPD8e5c+ewfPny547Brozi\n4mI0btwYSUlJan9SUlIQHh6uVldfX7/MNkaNGoXExMQXvrwgERER/TsaS7C9vLxw//59uLi4oHv3\n7pg7dy4AwMbGBuPHj4eNjQ2GDRuGr776qtwhIjVVeno6+vfvjz59+mDPnj3Q09PTdEi1nq2tLRYt\nWoT9+/djxowZCAoKgq2tLZKTk3H79m2p3q1bt5Camgo7OzsAJe/T0wnp8ePH1T7HxMSge/fuWLhw\nIbp37w5LS0ukp6c/873r1asX7t69i8TExArF36tXL9y7dw+PHj1C+/bt1f6Ym5tXqI2lS5fCx8cH\nI0aMeO5vh4iIiEiDRC1VU0M/deqUMDMzEwEBAZoOpU5IS0sT7733noiNjRUZGRkiLi5O2NjYiNdf\nf108evRItG3bVgwePFicOXNGnD59WiiVStGxY0dRUFAghBAiMTFRyOVy4e3tLa5cuSJ++ukn0b59\neyGTycTx48eFEEKsW7dONGzYUISGhoq0tDTx5ZdfCmNjYyGTyaQ4Tp48KaysrMSpU6ekMkdHR2Fp\naSlCQ0PFtWvXRGxsrPjmm2+k4zKZTOzYsUP67OLiIjp16iRCQkKESqUSp0+fFgEBAeLrr78WQgiR\nnp6uFtdjR48eFTKZTGRnZwshhPD39xd6enpi//79Vfy0iYiIqCyVzTu5k2MV2rdvH4YPH44NGzao\nTaKjf05fXx9paWnw8PCAlZUVXn31VTg4OGDdunVQKBTSeGRHR0colUoYGBggIiICDRqUTC/o0aMH\ndu7cie+++w5du3bFmjVr8MUXX6j1Ts+ePRtTpkzBtGnT0KNHDyQkJGDFihVqdR4+fIirV6/i0aNH\nUllYWBiGDx+OOXPmwNraGlOmTFHrTX/avn37MGbMGCxatAidO3fGiBEjEB4erjbxtbxe8yfL58+f\nj7Vr12LMmDH4+eefK/9QiYiI6IWS/X9WXutUZGxtdVq/fj18fX0REhJSK8eMExEREVHZKpt31oh1\nsGuz4uJivPfee/jll18QGxuL9u3bazokIiIiItIgJtj/Qm5uLl5//XX8+uuviIuLU1sujoiIiIjq\nJ47B/odu376NIUOGQC6XIzIyksk1EREREQFggv2PqFQq9OvXDwMGDMDOnTvV1vGmuiksLAZubh9C\nqVwBN7cPERYWo+mQiIiIqIbiEJFKOnHiBEaPHo3ly5fjzTff1HQ4VA3CwmKwYMEBqFS+UplK5Q0A\ncHd31FRYREREVEOxB7sS9u7di5EjR+Lrr79mcl2PBAQcVEuuAUCl8kVgIDd7ISIiotLYg11B/v7+\nWLNmDcLDw9GrVy9Nh0PVKC+v7H8mubla1RwJERER1QZMsJ+jqKgI77zzDg4cOIDjx4/DwsJC0yFR\nNdPVLSyzXKEoquZIahZPT09kZ2dz23YiIqKncIjIMzx69Ajjx4/H2bNnmVzXY/Pnu8LS0lutzNLy\nA3h5uWgoopohMDAQP/zwg6bDoErq0KEDfHx8NB0GEVGdxh7scvz+++8YNWoU2rdvjwMHDkBXV1fT\nIZGGPJ7IGBi4DLm5WlAoiuDlNbTeT3A0MDDQdAjIz8+Hjo6OpsOoVWQymaZDICKq89iDXYarV6+i\nf//+GDx4MIKDg5lcE9zdHRER8R9ERa1ARMR/6n1yDZQMEXFxcVH7OigoCG3btkXjxo3x8ssv47ff\nfpPqZ2VlYezYsWjevDn09PRgaWmJzz77TDpuYWEBX1/1yaQzZ86Ek5OT9FmpVGLmzJlYtmwZzMzM\npN8q7dy5E3379kWTJk3QvHlzjBgxAlevXpXOy8jIgFwux/fff48RI0ZAX18flpaW2LZtm9r17t+/\nj4ULF6JNmzZQKBRo164d/Pz8pOO3bt2Cp6cnTExMYGhoCAcHBxw7duyZzykyMhJKpRLNmjVDkyZN\noFQqkZCQoFYnPT0drq6u0NPTg4WFBTZu3AilUolZs2ZJdQoKCrBixQq0b98eenp6sLOzQ1BQkFo7\ncrkcGzZswJQpU2BoaIjWrVvjk08+UXt+KpUKPj4+kMvlkMvluHHjxjPjJyKiymOC/ZS4uDgMHDgQ\n7733Hj7++GP29hA9w5P/PhISEhAdHY3w8HAcOHAAFy5cwDvvvCMdnzt3Lv7++28cPnwYV65cwaZN\nm2Bubq7WVln/3p4u27NnD27fvo2jR49K47/z8/OxcOzNJAAAIABJREFUfPlynD17FocOHYKWlhbc\n3d1RUFCgdu6SJUvg6emJCxcuwMPDAzNnzpQScSEERowYgV9++QXr1q3D5cuXERwcDFNTUwAlQ8ac\nnJzw4MEDRERE4Ny5cxg+fDhcXFxw+fLlcp/RgwcPMG/ePJw4cQLx8fHo2LEjhg4dijt37kjXHT16\nNP7++28cO3YMoaGh2LdvH86dO6d277NmzUJISAiCgoJw+fJlLF++HO+//z42b96sdj0fHx8olUok\nJSVh6dKl+OCDD3DkyBEAJSshWVhY4J133kFOTg5ycnLU/g6IiKiKiFrqRYT+/fffC2NjY7F///4q\nb5uorpk6dapwcXGRvjY1NRX5+fnS8dWrVwszMzPpc7du3cSKFSvKbc/CwkL4+vqqlc2YMUMolUrp\n86BBg4SVldVzY7t9+7aQyWQiLi5OCCFEenq6kMlk4osvvpDqFBUVCQMDAxEUFCSEEOLQoUNCJpOJ\nxMTEMtvcsmWLMDc3F4WFhWrlzs7OYuHChc+N6cnrGhkZiR07dgghhDh48KCQyWRCpVJJde7cuSMa\nNmwoZs2aJYQQ4tq1a0Iul4srV66oteXj4yPs7e2lzzKZTCxYsECtTufOncXSpUulzx06dBA+Pj4V\njpeIiCqfd3IMNkp6kL744gusXbsWBw8eRPfu3TUdElGtY21tDW1tbemzmZkZbt26JX1euHAhZs+e\njfDwcCiVSri7u2PgwIGVvk7Pnj1LlZ07dw4+Pj5ISkrCH3/8gZLvhcD169fRr18/qZ69vb30tVwu\nh4mJiRRjYmIijIyM0KNHjzKvm5CQgJycHDRp0kStPC8vDw0bNiw33vT0dCxfvhwnTpzAb7/9huLi\nYjx8+FAampGcnAxjY2O0b99eOsfIyAhWVlbS59OnT0MIUereCwsL0aCB+rfxJ+8RAFq2bKk2VIeI\niF68ep9gFxUVYeHChTh69Cji4uLQpk0bTYdEVCs9mVwDJUM7Hie6QMk47aFDhyIiIgJHjx7FsGHD\nMHr0aGzfvh1AScL7ZH0ApYZ4yGQy6Ovrq5U9fPgQrq6ucHR0xNatW2FqagohBGxtbZGfn69W9+kJ\nkTKZDMXFxRW6v+LiYnTu3BkhISGljj0rwR4xYgRMTEzw1VdfoXXr1tDW1oaDg4NabGUNjXnyWTyO\nMT4+vtS1nj7339wjERFVjXqdYD948AATJ07E/fv3ERsbW6pniogqriLzFVq0aAFPT094enpi2LBh\nmDhxIjZs2IBGjRrBxMQE2dnZavXPnj0LY2PjZ7aZkpKCP/74A76+vlKvb1xcXKlk/Xl69uyJu3fv\nIjExscxe8t69e2P79u0wMDBA8+bNK9Tm7du3kZKSgrVr10oTQrOystR6lG1sbPD777/j2rVrUi/2\n3bt3kZqait69e0uxASU98u7u7pW6r6fp6OigqKh+r+FORPSi1dtJjrdu3YKTkxOaNGmC8PBwJtdE\n/8CTSezzEtp58+YhPDwcKpUKly5dwk8//YQ2bdqgUaNGAIAhQ4Zg9+7diIyMxJUrV7Bo0SLcuHGj\n1DWevk7btm2hq6uLgIAAqFQqHD58GAsWLKhQwv9kW4MHD8bAgQPx2muvYd++fUhPT8fx48exadMm\nAMCkSZPQrl07uLu7IzIyEhkZGTh58iT8/PwQGhoqtWNtbY3169cDKBnq0bx5cwQFBeHq1auIj4/H\nhAkToKenJ9V3cXFBt27dMGXKFJw+fRpJSUmYMmUKtLW1pXvo0KEDpk+fjlmzZiE4OBhpaWlISkrC\n5s2bsWbNmufe45P32a5dO8TGxiIzM1NtOA0REVWdeplgX7lyBf369cOwYcOwdetWrqNL9A88uepH\nRVcAWbhwIbp06YJBgwbh0aNHCA8Pl469//77cHd3x2uvvQZHR0cYGRlh3Lhxam2UdR1jY2MEBwcj\nMjISdnZ2eO+99/D5559DLlf/9laR+MLCwjB8+HDMmTMH1tbWmDJlCm7fvg0A0NXVRXR0NHr16oVp\n06bBysoKY8eOxenTp9U2oUpNTZXOebw0oEqlQteuXTF9+nQsWrQIZmZmatfdu3cv9PX1MXDgQIwa\nNQru7u6wsrKCQqGQ6gQFBWHRokXw9fWFra0thgwZgu3bt8PS0rLUfT19j0/ep4+PD+7duwcrKyuY\nmpoiMzPzmecTEVHlyUQt7b54enxnRR07dgyvvvoq/Pz8MH369BcQGRHRv/P333/D3Nwcq1atwltv\nvaXpcIiI6r3K5p31agz27t274eXlheDgYLi6umo6HCIiAMDPP/8MLS0tdO7cGb/99ht8fHygpaWF\n8ePHazo0IiL6B+pFgi2EwJo1a7B+/XocOnQIXbt21XRIRESShw8fYuXKlcjIyIC+vj569eqF2NjY\nCk+mJCKimqXODxEpLCyEl5cX4uLiEBYWxl3LiIiIiKhSOETkCffv34eHhwfy8/Nx7NgxGBoaajok\nIiIiIqrj6myCnZOTA3d3d3Tr1g0bN24stQkGEdGzhIXFICDgIPLyGkBXtxDz57vC3d1R02EREVEt\nUCcT7OTkZLi7u2P69On48MMPK7QeLhHRY2FhMViw4ABUKl+pTKXyBgAm2URE9Fx1bh3sqKgoODk5\nwcfHB8uWLWNyTUSVFhBwUC25BgCVyheBgZEaioiIiGqTOtWDvWPHDixatAi7du3C4MGDNR0OEdVS\neXllf2vMzdWq5kiIiKg2qhMJthACfn5+2LhxI44cOQI7OztNh0REtZiubmGZ5QpFUTVHQkREtVGt\nHyJSWFiI2bNn4/vvv0d8fDyTayL61+bPd4WlpbdamaXlB/DyctFQREREVJvU6h7sv//+W9rpLCYm\nBgYGBhqOiIjqgscTGQMDlyE3VwsKRRG8vIZygiMREVVIrd5oxt7eHr1798b69eu5DB8RERERvRCV\n3WimVg8RGT9+PNe4JiIiIqIapVb3YNfS0ImIiIioFqlXPdhERERERDUNE2wiIiIioirEBJuIiIiI\nqAoxwa6FlEolZs2a9UKvERUVBblcjps3b5Zbx8LCAr6+vuUeJyIiIqqPmGDXQjKZDDKZTNNh1Jg4\niIiIiGoSJthULwkhUFhY9nbYRERERP8GE+xaqqioCEuWLEHz5s3RuHFjzJ49G3l5eQCAgoICLFmy\nBObm5tDV1YWtrS127dqldv6vv/4KDw8PGBkZoWHDhnByckJiYmK51ysuLsa8efPQpk0bXL58ucw6\nhw4dgpGREQICAgAA9+/fx4IFC2Bubg59fX306NEDe/fuVTvn1q1b8PT0hImJCQwNDeHg4IBjx45J\nxx8PVfnll1/Qp08f6OnpoUuXLjh69KhaO2lpaRg7diyMjIzQtGlTuLm54eLFi9LxrVu3QltbG1FR\nUejevTsUCgUOHz5cgSdNREREVDlMsGshIQR++OEH3L17F7GxsdixYwdCQkKwdOlSAMAHH3yAb775\nBv7+/rh06RImT56MyZMn48iRI9L5r7zyClJTUxEWFoZTp07B1NQULi4uuH37dqnr5ebmYty4cYiO\njkZ8fDysra1L1dmxYwfGjBmDjRs3Yv78+RBCYOTIkbhw4QL27NmDS5cu4c0334SHh4cUx6NHj+Dk\n5IQHDx4gIiIC586dw/Dhw+Hi4lIqiV+8eDFWrFiBc+fOoW/fvhg5ciRycnIAlCTpDg4OaNGiBWJj\nY3Hy5ElYWVlBqVTijz/+kNooLi7GkiVL8OWXX+LKlSvo2bNn1fyFEBERET1J1FK1OPR/bdCgQaJd\nu3aiuLhYKgsKChIKhUI8ePBA6OjoiA0bNqidM3r0aOHs7CyEEOLQoUNCJpOJlJQU6XheXp4wMzMT\nK1euFEIIcfToUSGTycSFCxfEwIEDxcCBA8W9e/fU2rSwsBAff/yx+PTTT0Xjxo3FkSNHpGNHjx4V\nCoVC/Pnnn2rnTJs2TbzyyitCCCG2bNkizM3NRWFhoVodJycnsXDhQrU4Nm/eLB0vLCwUbdu2FcuW\nLRNCCPHRRx+Jl156Sa2N4uJiYWlpKb788kvpWjKZTMTGxj7z2RIRERE9rbJ5ZwNNJ/j0z/Tp00dt\ngmH//v2Rl5cHlUqFgoICODo6qtV3dHTEJ598AgC4dOkSmjVrptYTraOjg759++LSpUtq57m7u8PC\nwgIHDx6Erq5uqTiCgoLw22+/IS4uDt27d5fKExISkJ+fj1atWqnVz8/PR6dOnaQ6OTk5aNKkiVqd\nvLw86Ovrq5X169dP+lpLSwt9+vRBcnKy1E5iYiIMDAzUzsnNzUVaWppaWe/evUvdA5GmDRkyBK1b\nt8aWLVs0HQoREVUBJti1lHgB28QLIUqtCjJq1Chs2bIFcXFxcHJyKnVOv379cOTIEXzzzTdYv369\nVF5cXIzGjRvj9OnTpc7R0dGR6nTu3BkhISGl6jRs2PC5sT55rSFDhmDdunWl6jVu3Fj6WktLS7o2\n0WP5+fkaey8KCgqgra1dpW0WFhaiQQN+ayci0iSOwa6lEhISUFxcLH2Oi4uDQqGApaUldHV1ER0d\nrVY/OjoaXbp0AQDY2tri9u3bSElJkY7n5eXh5MmTsLOzUztv6dKl8PHxwYgRIxAZGVkqjq5duyIq\nKgo//fQT3njjDam8d+/euHfvHh49eoT27dur/TE3N5fqXLt2DQYGBqXqtGjRQu068fHx0teFhYU4\ndeoUbGxspHYuXryIVq1alWqnWbNmlXquVPcplUrMnDkTy5Ytg5mZGSwsLKBSqSo0Sfbw4cOwtbWF\nnp4eXnrpJSQlJam1vX//fvTs2RMKhQKmpqZ466238PDhQ+m4p6cnXFxcEBgYCAsLCygUCmlewrZt\n2yCXyyGXyxETEwOg4pOA9+/fDwcHB+jp6WHTpk0v+AkSEdFzvYhxKtWhFof+rw0aNEgYGhqKOXPm\niJSUFPHLL7+IFi1aSOOW33vvPdGsWTPx/fffiytXrghfX18hl8vVxkj37dtX2Nvbi+PHj4sLFy6I\n8ePHi6ZNm4rbt28LIf439jk7O1sIIYS/v7/Q09MT+/fvl9po27at8PX1FUIIcfnyZdGqVSvh6ekp\njQ13cXERnTp1EiEhIUKlUonTp0+LgIAA8fXXXwshhMjNzRV2dnaid+/e4uDBgyI9PV2cOHFCrFq1\nSoSEhKjFYWVlJfbv3y+Sk5PFzJkzhb6+vvj111+FEELcunVLtGzZUri5uYljx46J9PR0cezYMfHB\nBx+IuLg4IUTJGOwGDRq8sL8Tqj0GDRokDAwMxJtvvilSUlJEdHS0MDU1FXPnzhUXL14UqampwsvL\nSzRr1kz8/vvvQoiS90cul4uePXuKmJgYcf78eTFixAjRqlUr8ejRIyGEEElJSUJLS0ssXrxYXLly\nRYSHh4s2bdqIKVOmSNeeOnWqMDQ0FGPGjBHnz58XFy9eFH/++adwdHQUHh4e4tatW+LWrVsiPz9f\nPHz4UHTu3Fm8+uqrIjExUahUKuHr6yt0dXWl+ROP/31YW1uLX375RWRkZIisrKzqf6hERHVcZfPO\nWpul1ucEW6lUihkzZoh3331XNGvWTBgYGIhZs2aJ3NxcIYQQBQUFYsmSJaJVq1ZCR0dH2Nrail27\ndqm18euvvwoPDw/RpEkToaenJ5RKpUhMTJSOHz16VMjlcinBFkKIDRs2CIVCIfbt2yeEKJnk+DjB\nFkKItLQ0KaEoKioSjx49EkuWLBHt2rUTOjo6okWLFmLYsGHi6NGj0jm3b98Wb775phRrq1atxJgx\nY8S5c+ekOGQymfj5559Fz549ha6urrC1tRWHDh1Su5/r16+LSZMmiebNmwtdXV3Rtm1bMWXKFJGR\nkSGEKEmQtLW1q+DpU203aNAgYWVlJX2uzCTZJ39IvXv3rmjUqJHYtGmTEEKIyZMni759+6q1Exoa\nKuRyubhx44YQoiTBNjIyEg8ePFCrN2TIEDFt2jS1sspMAg4ODq70cyAiooqrbN4p+/+Tah2ZTPZC\nxiFTzRIVFQVnZ2dkZWWhZcuWmg6H6gClUolWrVphx44dAEom8kZGRpaaxJubm4s5c+YgMDAQW7du\nxfTp0/Hw4UMoFAqpTp8+feDo6IjPPvsMPXr0wJAhQ7BmzRrp+L1799C0aVOEh4fDzc0Nnp6euHr1\nKo4fP652LRcXF7Ru3RqbN2+Wyt566y0EBQWpXQ8oGc7l5uaGn3/+Wfr3ceXKFXTs2LHKnhEREamr\nbN7JmTBEVK/IZDK1VWqEEBWaJFuWJ7/ZVvSb7/Mm8D5WmUnAT6+6Q0REmsUEm2q8p1c2IapKvXr1\nwtatW9GqVasyl6J8Unx8vLSazr1793D58mW8+eabAEomDz+enPhYdHQ0ZDIZbG1tn9mujo4OCgsL\n1cp69+6N7du3w8DAAM2bN6/sbRERkQZxFRGq0ZRKJYqKijg8hKqMKJl7In2eN28eioqK8PLLLyM2\nNhYZGRmIjY2Ft7e32uo1MpkM77//Po4dO4YLFy7g9ddfh6GhISZOnAgAePfdd3HmzBksXrwYly9f\nRkREBLy8vDB58mRp5ZzytGvXDomJibh27Rr++OMPFBYWYtKkSWjXrp00hCUjIwMnT56En58fQkND\nX8zDISKiKsEEm6pcWFgM3Nw+hFK5Am5uHyIsLOb5JxFVE5lMpvZbERMTE8THx8PY2BhjxoyBtbU1\nJk+ejMzMTLUf7ORyOVatWoXZs2ejd+/e+O233xAWFiaNke7SpQv27duHmJgY2Nvb4/XXX8fIkSPx\n3//+t9xrP/b222/D2NgY3bp1g6mpKeLi4qTlNnv16oVp06bBysoKY8eOxenTp2FhYaHWJhER1Syc\n5EhVKiwsBgsWHIBK5SuVWVp6w9/fDe7ujs84k6jm2rp1K2bNmoWCggJNh0JERBpQ2byTPdhUpQIC\nDqol1wCgUvkiMLD0JjVEREREdRETbKpSeXllz5vNzdWq5kiIqhaHYhARUUUxwaYqpatbWGa5QlFU\nzZEQVR1PT0/k5+drOgwiIqolmGBTlZo/3xWWlt5qZZaWH8DLy0VDERFpBif7EhHVX1wHm6rU44mM\ngYHLkJurBYWiCF5eQznBkeqVsib7qlQlP3jy3wIRUd3HVUSIiKqYm9uHOHjw4zLKlyEi4j8aiIiI\niP4NriJCRKRhnOxLRFS/McEmIqpinOxLRFS/McEmIqpinOxLRFS/cQw2EdELEBYWg8DAyCcm+7pw\ngiMRUS1V2byTCTYRERER0TNwkiMRERERkQYxwSYiIiIiqkJMsInqAQsLC/j6+j6/4nNkZGRALpcj\nLi6uCqIiIiKqm5hgE/0LWVlZkMvliImp2dtgy2QyyGQyTYdBRERULzDBJqoCVTHhNj8/vwoieXEK\nCgo0HQIREVGtwASbqAJiY2MxYMAAGBoawtDQEPb29jh48CDatGkDAHBycoJcLkf79u2lc7Zt2wYb\nGxvo6uqidevWWLZsGYqK/rfRiFKpxMyZM7Fs2TKYmZnBwsICAJCWloaxY8fCyMgITZs2hZubGy5e\nvPjM+AoLC+Hj4wNLS0soFAqYm5tj/vz55dYvKCjAihUr0L59e+jp6cHOzg5BQUFqdeRyOQIDAzFx\n4kQ0adIEr7/+epm94J988gmaNWuG2NjY5z5HIiKi+qDs/XyJSFJYWIhRo0Zh+vTp+PbbbwEAFy9e\nRMOGDXHmzBn06NEDP/30E/r37w8trZKtsMPCwjBjxgz4+vpi7NixOHPmDObMmQOZTIaVK1dKbe/Z\nsweTJ0/G0aNHUVRUhFu3bsHBwQFjx45FbGwsdHR0EBgYCKVSicuXL8PY2LjMGGfMmIGIiAisXbsW\n/fv3x+3bt585TnrWrFk4d+4cgoKC0LFjR5w8eRKzZ89GgwYNMH36dKmej48PVq5cCV9fXxQXF6v1\n1BcXF2PBggUICQlBTEwMbG1t/9VzJiIiqjNELVWLQ6da5s6dO0Imk4moqKhSxzIzM4VMJhPR0dFq\n5Q4ODuK1115TK/P39xd6enqioKBACCHEoEGDhJWVlVqdjz76SLz00ktqZcXFxcLS0lJ8+eWXZcZ3\n9epVIZPJxI8//ljuPVhYWAhfX18hhBDXrl0TcrlcXLlyRa2Oj4+PsLe3lz7LZDIxc+ZMtTrp6elC\nJpOJw4cPi1dffVXY2NiIzMzMcq9LRERUF1Q272QPNtFzGBkZYebMmXBzc4OzszMGDRqE0aNHo1On\nTuWek5ycjAkTJqiVOTo6Ijc3FyqVClZWVgCAnj17qtVJSEhAYmIiDAwM1Mpzc3ORlpZW5rXOnDkD\nAHB1da3Q/Zw+fRpCiFLXLiwsRIMG6t8S+vTpU2Yb06ZNQ8OGDREXFwcjI6MKXZeIiKi+YIJNVAFB\nQUFYsGABDh48iMjISCxbtgzr1q3D8OHD/3GbMpkM+vr6amVCCAwZMgTr1q0rVb9x48b/+FpPKi4u\nBgDEx8ejYcOGpWJ60tPxPTZixAhs2rQJ4eHhmDhxYpXERUREVFdwkiNRBdna2mLRokXYv38/ZsyY\ngaCgIOjq6gKA2uTFx3Wjo6PVyqKjo9GwYUNYWlqWe41evXrh4sWLaNWqFdq3b6/2p1mzZmWe06NH\nDwDAgQMHKnQfj3uur1+/Xuoa7dq1q1AbkyZNwrZt29TGpRMREVEJJthEz6FSqfD+++/j+PHjuH79\nOuLj46VJfcbGxmjUqBE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"text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://statsmodels.sourceforge.net/devel/examples/notebooks/generated/regression_plots.html" ] } ], "metadata": {} } ] }