{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Jupyter notebook that repeats the 3D PIV test with visualizations" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# %load ../../test/3D_test/PIV_3D_test.py\n", "# by Andreas Bauer, 19.06.2020\n", "# This script contains a series of tests for 3D-PIV: The shift of a bar in one direction, the expansion of a 3D block\n", "# and a real data set where we recorded two stacks of collagen fibres at the same field of view with confocal microscopy\n", "# in reflection mode. One stack contains a NK cell that deforms the matrix and the other doe not.\n", "# Please download the data at https://github.com/fabrylab/3D_piv_example_data.git (180 MB, unpacked) and provide the\n", "# folder in the code below.\n", "# We tested this on ubuntu 16 and 18, with Anaconda Python installation. The whole script\n", "# takes about 5 minutes on my 4 core-intel i5 @2.5 GHz Laptop. You should have !!! 8 Gb ob Memory !!!! or take care not\n", "# to open all matplotlib plots as interactive windows at once.\n", "# For questions contact andreas.b.bauer@fau.de\n", "\n", "\n", "from openpiv.pyprocess3D import *\n", "from openpiv.PIV_3D_plotting import *\n", "from openpiv.validation import sig2noise_val\n", "from openpiv.filters import replace_nans_py, replace_outliers\n", "import time\n", "import glob as glob\n", "import os\n", "from natsort import natsorted\n", "import matplotlib.animation as animation" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/alexliberzon/miniconda3/envs/openpiv-3d/lib/python3.7/site-packages/mpl_toolkits/mplot3d/art3d.py:794: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if zdir == 'x':\n", "/Users/alexliberzon/miniconda3/envs/openpiv-3d/lib/python3.7/site-packages/mpl_toolkits/mplot3d/art3d.py:796: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " elif zdir == 'y':\n", "/Users/alexliberzon/miniconda3/envs/openpiv-3d/lib/python3.7/site-packages/mpl_toolkits/mplot3d/art3d.py:798: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " elif zdir[0] == '-':\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "############# a bar sifted by 1 pixel to the right the second frame #############\n", "# takes ~4 seconds\n", "\n", "size = (16, 16, 16)\n", "shape1 = np.zeros(size)\n", "shape2 = np.zeros(size)\n", "shape1[5, 3:10, 5] = 1\n", "shape2[5, 4:11, 5] = 1\n", "\n", "window_size = (5, 5, 5)\n", "overlap = (4, 4, 4)\n", "search_area = (5, 5, 5)\n", "\n", "u, v, w, sig2noise = extended_search_area_piv3D(shape1, shape2, window_size=window_size, overlap=overlap,\n", " search_area_size=search_area, subpixel_method='gaussian',\n", " sig2noise_method='peak2peak', corr_method=\"fft\",\n", " width=2)\n", "\n", "# displaying the shapes with 3D scatter plot\n", "fig1 = scatter_3D(shape1, control=\"size\")\n", "fig2 = scatter_3D(shape2, control=\"size\")\n", "# 3d plot of the signal-to-noise rations\n", "fig3 = scatter_3D(sig2noise, control=\"size\")\n", "# 3d quiver plot of the displacement field\n", "fig4 = quiver_3D(-u, v, w)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/alexliberzon/Documents/repos/openpiv-python-3d/openpiv/pyprocess3D.py:237: RuntimeWarning: invalid value encountered in double_scalars\n", " peak1_i + ((np.log(cl) - np.log(cr)) / (2 * np.log(cl) - 4 * np.log(c) + 2 * np.log(cr))),\n", "/Users/alexliberzon/Documents/repos/openpiv-python-3d/openpiv/pyprocess3D.py:238: RuntimeWarning: invalid value encountered in double_scalars\n", " peak1_j + ((np.log(cd) - np.log(cu)) / (2 * np.log(cd) - 4 * np.log(c) + 2 * np.log(cu))),\n", "/Users/alexliberzon/Documents/repos/openpiv-python-3d/openpiv/pyprocess3D.py:239: RuntimeWarning: invalid value encountered in double_scalars\n", " peak1_z + ((np.log(cf) - np.log(cb)) / (2 * np.log(cf) - 4 * np.log(c) + 2 * np.log(cb)))\n", "/Users/alexliberzon/Documents/repos/openpiv-python-3d/openpiv/PIV_3D_plotting.py:145: RuntimeWarning: invalid value encountered in greater\n", " mask_filtered = deformation > filter_def\n" ] }, { "data": { "image/png": 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lPWgd0tBJQAakhrjQx5Te1BzHYW1tjd+lHj16FDabTdEaSquLpJDL5eB2u7GxsYGhoaGSxp+iXjwBtUaUdtxKGSdhGWsqleLnCdBda7XmCewkT0CpgS5FDkJyTiaT2NjYQCqVQi6Xg9lsBiGkiBwqvTbdE1AOnQTKoNwEL5PJtEUjpRw4joPP54PX60V3dzfsdrvqWmYtngDHcbh27RpCoRCGhob4GcJyznmjcgK1hLCUsr29HZlMBkeOHCmaJyAeUynctdIZxnJQrYEy5VBr7aBqn6MUOXu9XnAch+bm5iJyoGE9sedArycWi6muDspkMnjjG9+IbDaLfD6P3/iN38BnPvMZuN1u3HXXXQgGgzh58iS+8Y1vVOW11wt0EpCAVIOX+EsvdzdOm6t8Ph/27t2LU6dOwWKxIBgMqt4ZqiEBYaNZW1sbDh48qOjcu0EdVPh5lOpxoIN9qCe3uLgIlmX5GLnQcxDX0td6oAxQv56AUnAcxxODlOdACZrmfJaWlvD4448jGAzi6aefxpEjR3Dw4EFFpaxNTU340Y9+hJaWFrAsi5tvvhnveMc78Jd/+Ze49957cdddd+F3f/d3a/Fybyh0EhCgXIOXGJU8Aarrs7q6CofDsUXXh5KImuSXknBQJpPBwsICIpEI32i2b98+xefUokC6k2AymSTLWFmWLWrASiaTyOfzsFgsRaRQ6/dwO0hgO8isVGJY6DkIcz7Hjx/H1NQU7rnnHqysrOAHP/gB+vr68Mgjj8g+J8MwfOc1y7JgWRYMw+BHP/oRvva1rwEA7r77bo2vrP6gkwDkNXiJUcoQC6tsBgYGcO7cOcldEy3zVAM5nkA6ncbCwgJisRhGRkYwNTUFhmHg8XhUGQotCqTVRq0MqZaYvdlsRkdHR1FSkpYP0zLWUCiEWCyGF198EU1NTUWeg91ur8ruejtIYDugtDrIaDTi4MGDMBgM+OM//mPVn2OhUMDJkycxPz+Pj370oxgbG0NHRwd/LQMDA6rWrWfsahJQ0uAlhslkKpLGzWQy8Hg8CIVCZatsKLQkd8sRiFBiYnR0FNPT00WvSW1Yp148gUbKOTAMA4vFgj179vA/DMNgenoa2WyWDyuFQiGkUilwHFc23i0HO4UE1ISc6PdTy3fEaDTi0qVLiEQiuOOOO3Dt2jXVazUKdh0J0AavcDiMQqHAl3gq/eJQI55KpeB2uxGLxTA8PCw71q6FBKSazVKpFFwuF5LJZJHEhNSxahvNynkCVN6hkYy0GNvRLEa/a1arFVardUuPg1SlDHC9AYt6DqUUQXcKCajpE0gkElWbnd3R0YE3v/nNeO655xCJRPjrWV5exuDgYOUFGgi7hgTEDV6RSAQsy6quJGBZFuvr6wiHwxgZGdmy466EUl3Dco+lBjmZTMLlciGdTmN0dBTd3d1lr0NtZVEpDyIajcLpdIJlWb5qJJPJYGlpqUghVEdlkilXxkrJgSqC0kEzYqnuWlcgbZe+khp9qGg0qkk3KBAI8GG9dDqNZ555Bp/61Kfw5je/Gd/85jdx11134cknn8S5c+dUn6MeseNJoNQEL4vFwkvrKkEsFoPL5UImk4HVasXMzIyqm0JrOCiVSuGVV15BJpPB2NgYurq6ZF2HWhIQHxeNRjE/Pw+GYTAxMcH3OhQKBVy4cAFGoxEbGxtFInCUFOi/9abzU2sDVw1dH7EiKK2SoVLdqVQKL730Us2kurejBBVQ1/QWjUa3iBIqwerqKu6++24UCgVwHIc777wTt912G6anp3HXXXfhz/7sz3D8+HHV69crdiwJSNX4C8M+Suv8w+Ewr945OjqKpqYmzM3Nqb6x1JJAPB7H8vIyWJbFoUOHJMXlykGLJ8BxHGKxGObn50EIwfj4ONrb2/lpaQzD8AM/xBVIYp2fVCqFQqEAq9XK1+nL1Zmpx2Y0Oag2yUgNmrlw4QKOHz9elG9QKtVdDtvRkQyoe68ikYimbuEjR47g5Zdf3vL46OgoXnzxRdXr1jt2HAmUa/ASQg4JEEIQDAaxsLAAi8WCiYkJfqdBG0rUQikJxONxzM/PI5/Po6enBwzDFMWT5UItCWSzWayuriIQCGB8fFzxzSZMkFJQnR9KDkIpB/FOVjiKs1bYDrmL7QilaJHqpu93qXj8dvQIqIUuGaEOO4YE5DR4CVGOBAghCAQCWFhY4Dt7xWP9tEo3yD2ehp8KhQLGxsbQ2dkJv9+PaDSq6rxKSSAej/MJ587OThw6dKjkc5UaOaHOj5SUg1S3biaTwerqKtrb2yUbsrRgO8JBNzJxLkeqe21tDYlEAoVCgS9jFf5sBwmoJWOdBNSh4UlASYOXEFIkQAjB2toaPB4P2tracOTIEdjtdsnja00CNOYOgK9VptA6K1jOsYlEAvPz82BZFuPj43xJoxToDr1aO+lS83Tz+TzvrgsbssQ1983NzXVZIbMdTVZqIJTqpqAhPrFUN8uyIITA5XIpluqWC7UhJ50E1KFhSUBNg5cQQhLgOA4rKyvwer3Ys2cPjh8/XrHdXOuOzmg0FvUZUEQiEbhcLgDgY+5Sx6oloEqlnslkEvPz88hmsxgfH+fDN36//4Y3i5lMJpjNZvT39/OxbLGxojX3Qo2ZSmWVFNtVIlrL9auFUlLdwWAQgUAA7e3tqqS65UCtt0EbI3UoQ8ORAK30cbvd6OjoQHt7u2r9nUKhgMXFRSwvL6O3txczMzPbVs4oNuThcBgulwsGg6Gk8afQ6glIGQthqSk1/lqazGpl8MTXUW6uAFUHFZZV0kobYaXSdn3m21G+uR3aRBaLBd3d3Yqluun7bbVay74PWmYJ6KMllaMhSaBQKIBlWWSzWVU3FZ2bm0wmUSgUtuj6bAcoCYRCIbhcLphMJhw4cEBWiVs1w0G0ySyVSpUtNW00ATlhDb2wrFI85J4KwJnNZt47jEajZZOjalFrI30jxePkSHWLybiUVLeWqWJ6OEg5Go4EDAYDDAYDzGYzWJZVdKxQ18fhcKC5uRmjo6OarkfNjpcQgkQigZWVFaTTaUxOTirqdNTabUxvzIWFBSQSCYyNjVW1yYwSRj12D5eqnMnlclhfX0cgEMDq6iq/QaADT4QaP2oNbb32ISiB0lBNqfxOOaluk8nEb5CUeGr6LAF1aDgSoFBCAtlsFm63G8FgsEjXZ2VlRdONqVQJlJaculwuGI1GdHR04NixY4rPq8UTKBQKvFZ7OXkJMZR4Ao3mNQDgh9ZnMhlMTEwAKB5VmUgkimQcaIiDGjg5A2dqHQ7ajkYujuOq4iGVk+r2+XyIRqNbpLrFPQ7iyjA9MawODUcC9CYym838DVkK6XQabrcbkUgEw8PDOHDgQNFNQnccar/Uco+nc4QXFhZgs9n4MkuaAFYKNQqkVFI6EAigp6eHVxWVCyUCco1IAlIoNapSqlM3k8nwA2eE+Qahodop4aCmpqaarW8ymfhKJaFGD5XqTiaTW6S6WZbF888/j1Qqpfr1Ly0t4f3vfz/W19fBMAw+/OEP4xOf+AQeeOABfPnLX+ZDXA8++CBuvfXWqrxWNWAY5u0A/hqAEcDfEUIeFv19P4AnAXS8/pzzhJCny63ZcCRAUa7OP5FIwO12I5lMFskol1pDLQkYjUa+RFEKwn6D5uZmHD58mJ8jnE6nqyogVwrU+EejUYyOjvJuudIdqRIp6VqSQC3XlusVlithpV5DIBCA2+0umimQy+Vgs9lqVmtfj+Ggap2jnFT30tIS76ndfvvtSCQSeNe73oVPf/rTss9pMpnw6KOP4sSJE4jH4zh58iRuueUWAMC9996LT37yk9V5cRrAMIwRwOcB3AJgGcAFhmG+Swi5InjanwF4ihDyBYZhpgE8DWC43LoNSwJS4aBYLIaFhQXkcjmMjo5W1NNRKh0hRqnYPCEEfr8fCwsLaG1tlew3qEZcvxyy2WzRMBlKhD6fT3EuBahsfIV/b2RPQEu4RmrgDC1hTSaTWFpaQiQSQSgU4mWjhV5DpRLWStgpJJDP50v25whBNcDGxsZw/vx5PP300/jJT34CYHMjqAT9/f3o7+8HALS2tmJqago+n0/5xdcWpwHME0IWAIBhmH8EcDsAIQkQADTh1Q5gpdKiDUcCUto/tLaeEMJ31cqBVhIQH08Iwfr6OtxuN9ra2nDs2LGSQ+S11vqXAs1/hEIhjIyMYHJysmrzBOrBE6glanHNwhLWWCwGu92O3t7eLSWV6+vrklUzNDEqhxx2Egko9c7FswS0SEp7PB68/PLLOHPmDH72s5/hsccew1e/+lXMzMzg0UcfvZHJZweAJcHvywDOiJ7zAIB/Yxjm4wCaAby10qINRwLA5gdtMpmQSqVw4cIFmEymirX1UjCZTKp2xRTUkNNOY9q7UM74U2hJ7kohl8vxye9ycw2qLSUNAKFQCAsLC3yYhGVZZDKZqilXbhe2s1msVEmluGpmaWkJuVyuKDFaSt9nu0igHokmnU7L8h4qIZFI4N3vfjc+97nPoa2tDR/5yEdw//33g2EY3H///bjvvvvwxBNPaD5PCXQzDHNR8PuXCCFfUrjGewF8hRDyKMMw5wD8A8MwhwkhJW/6hiQBv98Pl8uFbDaLY8eObYnNygVN7KqF0WhEIBCA0+lEZ2cnTpw4IXuwdbWMTS6Xg8fjwcbGBoaGhjAxMVH2Jq0mCdBZAiaTCWNjYyCE8Am7hYUFsCzLK1cKlUK1Vpc0opcByCOZUlUzwjGVYn0f+r7Smbi1xHaoiKrxBCKRiOZGMZZl8e53vxu/+Zu/iXe9610AgL179/J//9CHPoTbbrtN0zkqYIMQMlPm7z4Awok2A68/JsQ9AN4OAISQ5xiGsQLoBuAvtWhDkkA2m8WRI0dw6dIl1QQAqA8HcRyH1dVVeL1etLS04OTJkzWtmJACIQROpxN+vx9DQ0M4e/asrB1aNeYJxONxOJ1OEEL4BjeWZcFxHFpaWhAIBDA6Ogq73Y58Po9EIoFEIlFkvIQS0kri4Y0s66ClRNRsNqOzs3OLvk82m+XJYWNjA5lMBsFgkM83UIKo1KUrF/UaDtJaHkoIwT333IOpqSn84R/+If/46uoqnyv41re+hcOHD6s+RxVwAcAEwzAj2DT+dwF4n+g5XgBvAfAVhmGmAFgBBMot2pAksH///qqEUkwmE3K5nOznU42hxcVFdHd3Y3R0FISQbSUAlmXh8XiQTCZhs9kqzjIWQ4snkM/ncenSJV5UrlRsVOg1mEwmyaoOKiFNJQZoeZ+w9n6nTSWrdokoIxhT2d3dDYvFgnw+D4fDgXQ6jUQigVgstqWEVTxsRgluVHVQJWiVjPjZz36Gf/iHf8BNN93E9+48+OCD+PrXv45Lly6BYRgMDw/ji1/8oupzaAUhJM8wzMcAfB+b5Z9PEEJeYxjmzwFcJIR8F8B9AL7MMMy92EwSf4BUcJ0bkgQoaNmi2hvLZDKVVMYUQmj8e3p6cOrUKVgsFqytrck6vhrI5/PweDxYX1/H/v370dzcDIfDoXh3p4YE0uk0nE4nEokEJiYmKs4xqHRNpSSkqaSDWO+eNnK1tLTwE+JqgUYXkKP3gnASmRD5fL7kPAG5U9+2Q59ILQlo8QRuvvlmyTDjjewJkMLrNf9Pix77tOD/VwC8QcmaDUkC4gohtbvFSuEgjuOwvLyMpaUl9Pb28safgvYJqIUcEsvn81hcXMTa2hoGBwf5nb/P51MVn1VCAsIeg5GRESSTSdmDbNTE7aUkHYQqoYlEAqlUCpcvXy6qoqE/9Z6I3g4SKBdGMZlMJSUzxJLRtIRVrMK6XfkYpe9TPYnHEULwnCuIb1xcQiKTxy3Te3H7MQdslvocxtOQJEBRDRKQSgwXCgX4fD4sLS1h7969OH36tOTwEq2JZWqQpUiAitytrKxgcHAQZ8+eLTL4tGu4FiQgrDQaHR3F1NQUCCFwu92y1q1miahYJTQWi2FsbAxWq1VSe4ZW0QhDSnLfo0bX9lHbzVtq6puUKmgqlcKVK1eKwnbVJl813516kYwghOD8/3gV//zLFaRym7bh5wtBfP7ZeXznozdjT3P9hTcbkgSE0hFaSjzFnkChUMDS0hKWl5fR399f0vgLj9dCAlKyE1Tbx+fzYfMgpWEAACAASURBVGBgAOfOnZM0YrRrWOlkrXLyDzTf4Pf7eZkN4c1d7uYUyzvXsmMYKN21S6toEonEll2teJZxKbXUWqGRSKZUCesLL7yAwcFBJJPJLeQrHuyjZuqblqliDodD1bHVxE/nN4oIAADSuQLWIhk8+PRV/N//x9EbeHXSaEgSoKgGCbAsW2T89+3bh7Nnz8qqTtAaDhLKPwivweFwlDT+wmO1DIwXgnodq6urRSEn8XFKznGjyjhLVdHQRKlYzljoNWj5LOWgkUhACjQfUKqEVUrbR+nUN7WvoV48ga+/uFREABQsR/DPr6zoJFBtaO34BTaHqTz33HNwOByyjT9FNUZM0t03Nf5KCEjNuYXkwXEcvF4vlpeXMTAwsCXkpBTUyNVbx7BwVyucLSDU+vH7/QiFQsjn8wiHw1vKV6thXGutIlprEii3filtH2E+JxQKIZlMghBSpMIq9MzUCjrWCwnE06U3pbk8V5cS6w1JAlrDQcJ4OyGk4q67FLSQEFWifOWVV3gDrOTLr6Xen3odXq8XfX19is9dCfVGAqUg1vpZXV0Fy7Lo7e3lDZdQPloYB1czkazRVUSVVu2UmvrGcRyfbxB7Zk1NTcjlcopnCdTLQJm3TPXi4mIIaXbrvXnTgLopiLVGQ5IAhclkkpzTWwosy8Lr9WJtbY2Pt7/wwguqd79qDLGw4shoNGJycrJod1rLc1Nto1gshj179lTMeahFrUmgliqiBoOhqPaeguM43msIhULwer3I5XJ8eSX9sdvtZcsrG9kTqFaPgLCEVTz1LRAIwOfzbZn6Jg4piTct9UICvzEziL/98QJy8QwKgtvTajbgz/636Rt3YWXQkCQg9ATkqAWyLIvFxUWsr69LVtpovQ454DgOPp8PXq+XrzjyeDyqz60kHESN/8LCAjo7O2Gz2fjBKbXAdiSGtxulYuHCcMfy8jKfiBaWr9KO3UYPB9W6UcxoNKKpqQltbW1F30+qwppIJLZMfeM4Di+//DISiYRq9YBSswRCoRDe8573wOPxYHh4GE899VRF8biWJhO++7E34M//+Qq+/9oa8hzBdH8b7r9tGqdH9pQ99kahIUmAolI4RjhOUjhRTIxa7tCEjWa9vb1Fu+9ay0nTYTYulwutra28ttHPf/5zVeeUi0YJB4mh5nsgVV5Jwx3ioTPpdBoulwttbW1V01ESotFJAJCWjLBYLPygGQradb68vAyXy4W1tTW8+c1vBsMweO9734t7771X9jlLzRL4yle+gre85S04f/48Hn74YTz88MN45JFHKq7X22rFY+87AY4j4AiByVjb5jqtaEgSqJQToKJqgUAAQ0NDZaUVtE4XKwWqL+TxeIq6jIXQQgKVpouFQiE4nU7Y7XbJeQbVRjXkqoVgCxxeXYkjXyCY6mtBq7VxvqrCcIdQgOzixYvYu3cvUqlUSR0lOsdYzaZkO0ig1t3C+XxeFtHQrvOJiQl89rOfxX/8x3/gxRdfBMuyiEajis5ZapbAd77zHTz77LMAgLvvvhtvetObZJEAhcHAwID6ywGI0Th3lgTEJJDNZuHxeBAMBjE0NITx8fGKX1qt08WA4h0kIYQ3/l1dXZLGn0KrJyB1bCQSwfz8PEwmEw4dOqRJYE8uWJaF2+1GJpNBa2srstlsRSntcvj6RR/+5lkPCAEYBmALBHcc3Yv3nxnAj71ZzGZC+E+TZnRVufFmOyQROjo6tjRlVdJREs4VKIftqA7aDt0gtfciHTIj7GtQCuEsgfX1dZ4c+vr6sL6+rnrdekbDkgCdKZDP54sGqQwPD1eUUxaiWtPFjEZjkfGfmZmpeNPSElE1EIeDpJQ9aw3a2LaysoKBgQG0tbUhlUohHo8jHA7D6/VukXYoNZA9zxE8OxfE//OsG+5QGmJH4qlfrOKpX6zCYgAMhhT+2zMe3H5kL9462Y3LKwlYzQa8dbIb+9rlSXnfCEiFm+ToKAmTpEIdJXHd/U4JByn1WjOZjGwJ93IQzxIQgpY+70Q0LAkAmzvQVCqFl156CSMjIyUHqZRDNQbLrKysYHl5GXv27FEkK601HES7Y+fn58GyLCYmJmpeIUEIASGET3LT5jpg8/PYs2cPOI6DxWLhQx80Nu7z+SSlHaKsEff+z2tYDKWQyUuHkbjXH84UAFp28c2X1/CtV9Y3464GBn/zrAdvn+7GdF8rXluNo9Nuxu1H+jDR2yy5ptRrq/WNLnf9SjpKyWSSr7sHALvdjkwmg3A4jObm5pJkqwX1rCCqddNTapYAlZJeXV1VVcXXCGhYEpifn4ff74fRaMS5c+dUf+HVegK04iYajcJisSgaKEOhZGC8GPl8HisrK1hfX8f4+LhsYTetoN5Od3d3UZJb+DpoToBhGMnYOCWvayth/NV3PbgWzENNBoFg04MAgFyBACD4zi/9+JfLAeQ5AiMDfOOlVfzq+B7ssZvhDCTR32bFXTP9OOpoa7idXbm6+1QqhWg0ikgkUhUdJSnUIncmRj3NEnjnO9+JJ598EufPn8eTTz6J22+/XfU56hkNSwIOhwOjo6N47rnnNA8HV2KIhUPk29vb0d3djaGhIVXuqBpPgCp7BoNBtLW14ciRIzU3ZoQQBINBXi+mkrdTKTEcTBfw9y8G8dQvVnkjXk3QNQsEKOQ5PHNtAww2SYNBDD+cDeD4YDs4jmAlloWj3Yr/cmYAQ+balnDWqmKKyl+YzWaMjY3xjwunka2srCCRSCjSURJDrUCdEqglgVrMEjh//jzuvPNOPP744xgaGsJTTz2l+hz1jIYlgebmZhQKBb7VXO0OR64nQAhBIBDgS/zoHOGrV69qCunIPTaXy2FhYQGhUAijo6Po6elBKBRSbbTkhj4ikQicTic/xvDgwYMVb9JSJMARgv/vwgr++t/dmy30qq5cHYjg30ye4Dl3hP/bUjiDS8tRDLabkMgRxHMuODqs+OC5QbxjuqfIs2kkVNJRotPexDpKNBEtbiSs1/nCkUikJrMEAOCHP/yh6nUbBQ1LAhRms1l2WZkUKnUdC2vtW1patgyR15JYlkMCYmVPmvcIhUKqh6vQpHK59yyRSMDpdILjOExOTqK1tRUXLlwoec5yBpItcHjiuSV85bllJCTEteoBmTyBM3g9NzS7nsR//d4s/t8fe+CP55BmOfS1NeGD5wbwnpP7YGgwQqAQ6igJIdRRCgQCcLvdvAAcJYZMJlOxWUorbkQ4aLdjR5AAy7Kq3dRS08Wo8V9YWChba681uVvqWKGyp1SjWzUazaRIIJ1OY35+Hul0GhMTE0U3fTkZaiGoUmmBI/iZK4T//owLvmi2JqGfWiKTJ1gMZfjf12JZ/OWP3HjJG8Vf3DHVcJ5BOYh1lIDiGcY0uR+Px/kxleLy1Rs1w1gnAW1oWBIQTxdTC/HxNP7tcrlgs9lw0003lS1Z0zJTQMqQCyWlyyl7qhWQA6TDNblcDi6XC5FIBOPj4+ju7pYsZ5RzToZh4Ivm8MFvvYhQKodsiYqfRkSG5fDj+RAuLEZxerh+DE8t8g3iGcbJZBLDw8Ow2Wy81xAOh7G0tFSkoyRnTGWl8ypBLBarqQzKTkfDkgBFNWYKUENMjb/VasXhw4e3zGiVgpZafyEJCLWF5Ch7aiEB4bHC2cUjIyOYnJwseRPK6QS+tBzD536wjJd8aVXX1gjIsBz+6eVVxSTQyLpBwPVdeiUdJfGYSqFsdEtLC6xWa8n3Qu1UsXoZLdmIaFgSEEpHaPUEkskkLly4AIvFgunpaUVdtiaTCZlMpvITJUCN8crKCtxu9xZtoXLQGg6ixt/n85UcJFPqeqUQSubw+Wdd+KeX18AWds7OXwoEQCAuX712O7CdJFAKpcZUplIpXjZ6dXUVmUwGRqNxSyJabfmpHg7ShoYlAQotzV7hcBhzc3NIJpM4ffq0KokFtdPFaJ9BMplELBYrKy8hBbWeAJUp+MUvfgGHw4EzZ87IvvmkPAG2wOGB713Dd15Z3fHGXwhrIYnZ2dmiOvxyBrLWgnr1QAJSEPaKlBros76+DpfLxXf/LywsKNJR0klAGxqWBISegFRitxyovg7V879y5YpqjR2lO3JhtVFbWxvsdjsmJydVnVcJCdD+BpfLBY7jcOjQIcUNZlIk8H99+wq+f8W/qwgAALq79mDv3r28vLFUDb4w9NHoswSA6nZUSyWis9ksLl++jLa2NkU6StFoVHXV0gc/+EF873vfQ29vLy5fvgwAeOCBB/DlL3+Zl/F48MEHceutt2p4tfWNhiUBCiWJ4Wg0ivn5eTAMU6Svo2WXpuT8wWAQ8/PzRdVGamWdlXQb0/M2NzfjxIkTcLlcqhJ2Yu9jNZrB/3rNj1xBXW6ikbGRzEuOU6Q1+LFYDCsrK0VD2FmWRSwW09y5K4XtIAGgtnkN2ozW3d1dNNCH6iglk0leRymXyyGTyeCpp55CNBqF1+tFV1eX4irBD3zgA/jYxz6G97///UWP33vvvfjkJz9ZlddV72h4EpCTGBYa//Hx8aomkeR4ArThymw2V03ZU87NGI1G4XQ6YTKZihLdWobUCwnzZ64gjAYA9Vn6X1P0tGwN3ZWaZcyyLCKRCEKhEJ8wJYQUeQ2tra2ayiy3iwRqiVLhplI6SrFYDOFwGC+99BK+8IUv4Nq1a/i1X/s1PPTQQ7LP+cY3vlHTcKedgIYlATklorFYDPPz8yCEVN34U5Q7P1X2BICDBw9KilzRsstq3sDJZBJOpxP5fB4TExNbXrcWEhAeRwgarva/Wui0y791zGYz2tvbYbPZMDU1BeD64Jl4PM7r/UiNqxSqhJbDTiABJY1iDMOgvb0dt99+Ox599FF85StfqaqX8thjj+GrX/0qZmZm8Oijj9a8Se5GomFJANj8Ikh5AvF4HPPz8ygUChgfH5eVNFIb75TyBJQoe9Ljq3EDZzIZzM/PI5lMlhWV0zKkXugJHHW07rpcAIUvoqw6SPz9Eg6eEUI4rnJpaalIJbS1tbXkkPtak8B2TIrT0vlfTQL4yEc+gvvvvx8Mw+D+++/HfffdhyeeeKJq69cbGpoEgOKdeDweh8vlAsuyGB8fl83eWqaLCQ1qKpWCy+VCKpWSrexJSUDLwPdcLge3241gMIixsTEcOnSo7E2hdvIXPY5WNv3g+TkYmOsyz7sJSiedyZ0vXGpcJZ3TIIyJU0mHlpYW5PP5hk88q7kHqfdUTQgVbz/0oQ/htttuq+r69YaGJgGGYfia90uXLoFlWYyNjRXdQHJAy0zVkAANkVy5cgXRaLRkt20paKn3J4Tw81WHh4dx4MABWefV4gnE43G+hG/vwDDMrzp3VEewXAx0KFON1TK1TCjuJlxP6DVsbGwgnU4jEols8RqqYSS3a7TkdiuISoHOEACAb33rWzh8+HBV19cChmHeDuCvARgB/B0h5GGJ59wJ4AFstrS8Qgh5X7k1G5oEqMhZJpPB9PS0ak19tdITVNmT7vynppTryaghAY7jsLy8jGQyyc9TUHKDqiEBWgppMplw0003bU4J8yd2JQEAgDeUUvT8apeIimcLNDU1IZfLweFw8F6DlBAc/VE6x7hep4pp7RF473vfi2effRYbGxsYGBjAZz7zGTz77LO4dOkSGIbB8PAwvvjFL6pev5pgGMYI4PMAbgGwDOACwzDfJYRcETxnAsCfAHgDISTMMEzFSTgNTQL0g0skEop3/0IoJQGhsufIyAiam5vR19en6txKSIDOL3a73di7dy9aW1uxf/9+xTs0JSQgzDN0dXWhs7OT35Gm2MKuDQeZTcre8+3qEzAajVskHcRCcIFAoKj+Xug1lNqJ1/NUMS2ewNe//vUtj91zzz2q16sxTgOYJ4QsAADDMP8I4HYAVwTP+RCAzxNCwgBACPFXWrShSWBkZISPI2qZeiSXBPL5PBYXF7G2tlak7Lm4uKg6ZiqHBGiD2fz8PDo6Ovju4lAopMpNl9NjQIfHb2xs8HkG+jop/PEsrCYDUuzu6xMY75Y3spJCbk5ALcp9/8RCcBS0/j4ej/Ndu4VCAVartchrsNls2zJkvl7CQXUMB4Alwe/LAM6InnMAABiG+Rk2Q0YPEEL+tdyiDU0CFNSI14oEqLKnz+eDw+HYouyppcKnUudvOByG0+mEzWbbMstAadcwhcFgKNlbwXEcvF4vlpeXMTQ0hLNnz/KvS5xQHuy0I5PffQQAAKsxZXpRWnICcsBxnOLvf6n6+0wmw3sN6+vrSKfT/Ofu8/n40tVqj5pUUx2kpVu4DtHNMMxFwe9fIoR8SeEaJgATAN4EYADAjxmGuYkQEil3QMNCKB3BsqyqEY9AaRIQKnv29/eX1NnRUuFTSnsoHo9jbm4OBoOhpKid2hnFUuEgYaiplIqpuE+gzWralaEgAIpLYxtFNoJhGNhsNthsNl42AQDW19cRDAb570kymUShUCgpk6EGarz5HeYJbBBCZsr83QdgUPD7wOuPCbEM4AVCCAvAzTDMHDZJ4UKpRRuaBCiqoSQqnC5GCMHKygo8Ho8sZU8tMw3EBjmVSmF+fh7ZbLZij4GWKh/hcRsbG3A6nUWhplLHCUnHE0yh2WxEkt19LcPjPY0TDqoW7HY7BgYG+N+FMhlChVC1A+7VhoOGh4eVvpRGxQUAEwzDjGDT+N8FQFz5820A7wXw9wzDdGMzPLRQbtGGJgFh17DWmQK0lX99fR0LCwvYs2ePbGXPakwXy2azcLlciMVifI9BJaOhNhxEd/SxWAxzc3Mwm804evRoxcoMcTio025GdhfqBgFAJK3s+7Yd4aBari+1Sy8nk0HDSeK5AkJyaGpqKvqO61PFyoMQkmcY5mMAvo/NeP8ThJDXGIb5cwAXCSHfff1vb2MY5go2BV3+iBASLLduQ5MAhdbBMkajEfF4HM8//zza29tx4sQJRaElrdPN1tfX4fP5MDo6qqjMVG04iGVZ+P1+xGIxHDhwQLY7LfYgBjttu1Y2wr28Co+Hk6370yjhoFJQYqClBtxTmQw6ptLn8/HierQ6qVAoKH6fdhMJAAAh5GkAT4se+7Tg/wTAH77+Iws7ggS0GOFgMIjZ2Vnk83nMzMworlMG1HkChUIBXq8XXq8XLS0tmJmZqWmpJ3C9ryEQCMBut+PEiROKbjixJ7CwkYLNbEB6F1YHHRvth83WVGTQzGZzUbml3W7nP9OdQAJK5l2IIZTJEHbkChvecrkcXnrpJQCQ9BqkEIvFdlJO4IagoUlAmBhWOt1LqOx54MABLC0tqSIAQNmcYWGyed++fZienkYwGKxZeSmweQMvLi5idXUVw8PD6Ovrw/LysmKjJCYdq9mAwi71BDjGhL17924xaPF4HIlEAsFgEMlkkjd+NBykpYqt7PXUmARqVSIqlMlYW1vDqVOneJkMOsPY6/Uil8vBYrHwJNvc3AyLxVL1WQKhUAjvec974PF4MDw8jKeeemonVR9JoqFJgEJJToAqiwLA5OQkWltbkcvlNIVz5EwXE+Yburu7+WRzJBLRNCaynCdACIHP58Pi4iL27dvHl7bG4/GqSEmPdtl3bTgokt76eVssFnR1dRV1rtNafJ/Ph0QigVdeeYWvqqEGTauMNFBf4SA1EF6/lEwGgKKGN4/Hg49//OOIRqP41Kc+hZmZGfzqr/4qTp06JfucUrMEHn74YbzlLW/B+fPn8fDDD+Phhx/GI488Up0XWadoaBJQMmeYKnvm8/ktyqJaY/omkwm5XK7k32mjV1tbG06ePFnk2mqdFSxlzAkhCAQCmJ+fR1dX15bqpmrNE1iKZGDcpR3D+zrkDS+htfjJZBItLS0YHBzkq2ri8bjscFIlNDoJyOkREMpkDA0N4cKFC3jDG96A++67D6+++ircbrciEpCaJfCd73wHzz77LADg7rvvxpve9CadBOodDMOUNeJCZc+JiQlJeQmxRLJSlPIEaMjJYrHwk8SkjtVaWSQ+59zcHGw2G44fP17UXEZRrdJSLcn4RofZoGzXLiwRFVbVSMXHqVpoKpXiZ/RWknZodBJQ0yNAQ2wnTpzAyZMnq3Id6+vrvHhcX18f1tfXq7JuPaPhSQCQrg7KZDJwuVyIx+MYGxtTpOypFGJjTIXtOI7jQ05yj1UCYXVQMpnE3NwcOI7D1NRU2XNq9QRoUnvN59uVXoDRAKzFSnt+UpBTIiolI11K2oE2aQkra2ptpGtJMlpyJbW6rxmGqWkyv16wI0hA6AnQCphQKITR0VFMT0/X/IOk50+n05ifn0cqlcKBAwdkJZS0egLpdBpXrlxBLBbDxMSELCVVLfMEEokEnn/+eezbtw9TR06C/OBnai69oWE1GdHbqqxSRsvQIilpB3G5ZTwexyuvvMKLxykNJ1XCdoSDlJJALZLse/fu5aWkV1dXi/ofdioangQoWxNC4HQ6eWXPgwcPKr7p1N6oHMchFAohFothbGwMPT09imr91ezK8/k81tfXEQqFMDU1pbi/QOk5Q6EQrl69Co7jcPr0aZhMJqxG0jAZGOR22XQxQoA3H1AmW17NjmGpJq0LFy7g8OHDqsNJlbAdnobS9WOxWFmPVw3e+c534sknn8T58+fx5JNP4vbbb6/q+vWIhieBfD4Pt9uNZDIJq9WqWFufgu7mlej/5PN5eDwerK6uwmg04uzZs6rKLpXsyuksAa/Xi87OTjgcDj6GqeScckkgmUxidnYWDMNgfHwcKysrfMdxd4sF3DaMHawnWE0GPHj7QVjNygxWrTuGAW3hJHH3rhi1zjmolYyo9iyB8+fP484778Tjjz+OoaEhPPXUU6rXbxQ0PAl4PB4YjUY0NzdjYGBA9W5LCQlQpU2fz4fBwUGcOnUKr776ak3DTsIS056eHpw9exaxWExV4kpOOCiXy2F+fr6oq5hlWfh8Prz44osAgFQmi92kGnHzWCc+9sZhHNqnfPdZ62axUpAbTqLVSdRbaG1t3RJOquX1q1EQjUQimkhAapYAAPzwhz9UvaYQrkAC8Uweh/a1wWys7QZACxqeBCYmJlAoFOD3+xXv5IWQUyYqFJbr6+vjVUU5jtNUYloJoVAITqcTLS0tRZIWWhK8pSBsLBsdHcXk5CQ4juOlisfHx+F0OkEIQVffAAw/ncdOjgaZDAzsFiO+cNdhHHG0VT6gBGotIKcEpTR/hN27i4uLSKU2p6e1tLQgl8shEomoDidVAp1joAT1qiC6kcjit/7+Apz+OEwGA4wGBl/4zRP4lfHuygffADQ8CVDQCqFakAAhBH6/Hy6XC11dXVuE5bSWmJZCIpHA3NwcGIbBoUOHtjTPaEkqiyGUkqaNZQD49emQmXg8jvHxcXR2doIjBC1WD6ISjVONDgZAk4nBH711DL9+tA8WhZPExNiOcJBWlAsnhUIhTeGkSrgR4aBa4d5vXMLV1djrjZSbm7Tf/upFvPCnb0GrVfu852qj4UlAqCSqteFL6ni6C29ublYsLKcEwnCBcKRjuSojtZ6AGKFQCHNzc2hvb8fMzAzv3QDXcxBUckKYcDcwDN5/ZhBf/unijhouwwA4N9SCP3nbGIZ62qqyg79R4SCtoOMqLRYLDh48CEB9OKkc1JBALBarOxJI5fJ4zhXc0knPAPjRNT9uP+a4MRdWBg1PAhRalUTFJEBllk0mEw4fPozmZmX68UpAjTnHcfxIx/Hx8YpVRlpJQOhpHD58mB8jSNf0+/1wu93o7+/H6dOnJWO2H7p5P171xfCCJ8wLyRlA9z+NBTOz2Qn8F7cOwkqyiK0t4oInU6R0qdS4UdSSBGrhhQohDmUpCSfR6iSh1yBl7NVUB0UiETgc9WVUGTQe0Tc8CVTbE0gmk3A6ncjn85iYmNiWmKPBYIDH4+FnFwtHOpaD2nBQNptFOp3Ga6+9xr9GQgh/s0ejUTidTrS2tuLkyZNl1SNNBgM+f9dNeNETwTdfXkEoyWK6vwUveiJwbaSQym1eXz0PpGcAdNqM+PVhgt/+zzfBatl02Q0GAxiGQaFQ4IXhhMZNaNhaWlrKGrFaVtfUi3hcuXASHVVZKpzEsqwqT+DQoUOKX08tYbMYcW6sa4s3QAD82mR99hw0PAlQaPUEqNiaz+eT3XQlBC2bVHIz0jh8LBZDW1vbltnFlaDUEygUCjzZmEwmXrGRGn8ahuI4DtPT07K9H4ZhcGakE2dGroetCCF40RPB9y6vI80WcGKgHd98eRXecBrpXAEEm8b3RvOC2cjgV/aZ8OETbTg4MY6mpiZwHAdCCE+MAHhj5XA4eGJIpVL8RK1EIgFCCOx2e5HXQHNUtfQE6lkyQm51UjgcxmuvvYa2tjbZHle95gT+6j3H8Ft/fwHz/gSMBoZPDNdjPgDYASQgFJErJ+JWCizLYmFhAevr62hra8PRo0dVd3Yqaa0XjnTs6urCwMCA4htNLgkIq5po0veFF16Ax+NBW1sbrFYrvF4votEoxsfHJfWVlEKKGN57yoELixE8O7cBjgDHB9vxNz+ax0o0i1xh01vYrkojs5HBTL8V75kATh0+WJR3EX4O9P2lA0+ExGC322Gz2dDX18d/FplMhm/W8ng8yOfzsFqtyGQyiEQiMJvNmpOoYtQzCUihXLMb9RrE1UnCXAP1GKpJAsPDw2htbYXRaITJZMLFixcrH1QC3S1N+OeP36yXiG436IhIuRCWQg4NDeHQoUPw+/2a+gzkDJuXGul4+fJl1QPjK8WDg8Eg5ubm0NHRUZT0PXToEJ/0jsfjsFgs6OjoQDweB8MwRTdbtcAwDE4Pd+L0cCdSqRScTif+2812xKyjeM2fgdnI4PC+Vnz2aSfWYxmwHIGRATL56jKDo82M/30IuGPGUbG3RChvTCFMmlNSoJ8fVboU5nNyuRxee+01vspGqBgqlHhQ+91rNBIoBfrelQonBQIBLCwsIJvN4pFHHkE6ncZLL73Eb6K0Euu///u/o7u7emWcYCUzAwAAIABJREFUYz0tlZ9UB9gxJCA3HCTsuB0YGOBDMLFYrKYzBajRy+VyW0Y6VqvKR4hEIoHZ2VkYjUYcOXIEVqu1KOmbSqWwsrKC3t5enDx5EgzDIJlM8g1o8/PzKBQKsNvtvDsvDG+oBe3wDofDRV7HGyevP+d7v3caL3mjuLIah91ixMG9LTj/7atYi20ODmIApFhOUTjJgE1P479MEJwbAPr7+2G328GyrOKJWVLEABSTgtBjMBqNYBgGDoeDN/Z0Dm88Hoff70c6nYbRaOR3u62trWhubpZl3HcKCUhBKpzEcRweeughfPzjH8fs7Cy+/e1vY2xsDJ/73OduyDU2OhqeBOQmhoV18L29vTh79mzRTrcaiWWp3Xwul4PL5UIkEsH4+LikmqmcoTRykc1mMT8/j0QigQMHDqCtra0o6RuLxeB0OmG323H8+PGi2QbU+FAQQnjJgUAgAJfLhXw+zxNDa2sr2traZBlRmnNZWlrC/v37MT4+XnLnxjAMZoY6MDN03dX/3u+dxi99MTj9SbTbzNjfacV9//MKVqMZGBgGHCHIsJwkKRgY4O1jNrxtvwFnj0zCYDDwIRu32w2WZfkhL/R1qQnZUEMsNJhU2rutrY2vvqLPpcaNJqA5juMT0EtLS7xnS7V/SlXXbAcJ1LrHQUmFk8FgwPT0NFiWxUMPPVQVgmIYBm9729vAMAx+53d+Bx/+8Ic1r9koaHgSADY/wFKeACGEH+rS0dGxpdGLQisJiA25eKTj5ORkSaNiNBo1ewLCpO/Y2BimpqaKkr6UHFiWxcGDB2UJb9EKmJaWFl6fiBDCJ0RDoRAWFxeRy+WKjGhbW1sRuYRCIczPz6OzsxOnTp1SFWZiGAZHB9pxdOC6B/W93zuDK6txeIIpdDVbsKfZjE/+jytYel3YrsAR7LEZcc8UgzcdHcbevXv5z0D8mjKZDGKxGKLRKJaWlpDNZtHU1MQbX2rE5RIDld1Ip9OYnp4uavQTewxCr4GOTty3bx+fgKZJVGF1DZ3B29raCkJI3Ym7KYEaEqPvW7XI6ac//SkcDgf8fj9uueUWTE5O4o1vfGNV1q537AgSAKSNeDgchtPphM1mw7FjxyQHrJQ7Xun5afJQaqRjOWjp/KXn83g8cDgcWzp9KTmEQiF+roIW0Lrv5uZm9PX18dcgZUTNZjP/78TEBDo6OqpeITPd34rp/uuE9p2PnIbTn8DVpQCyoTUcG+7G6Oho2c+AYRjYbDbYbLaiIS/ZbBaxWIwXX0ulUjCZTEVekLiCRejxjIyMFBEPhZTHIMwziMNJ9Np6e3v5PBBNQIfDYT7PkE6ni8JJVqu1Ku93PSqIUlTr+0T7DXp7e3HHHXfgxRdf1EmgkcAwTJEhjcfjcDqdAFBxwAqFVukHg8HA73ilRjqWg1oSoHLB8Xgcp06dKvIoaEXQ8vIyBgcHcfr06ZoO3xAa0Xw+z8906O/vByEEHo8HmUyG311TQ6pkdy0HmUwG6bUF7DdyOPCGo5LT3OSCJnh7enr4x1iWRTweRywW49Vr6Uxci8WCQCCAPXv2KPZ4yuUZhB4D/Z7Qecbd3d1oa2tDLBbDwMAAH05aW1tDJlOdRrdaDZmnUNMtXM0QWDKZBMdxaG1tRTKZxL/927/h05/+dFXWbgTsCBIArtfp//KXv0Q2m+V3ntuBSCSC5eVlWCyWkiMdy8FoNCrqcRAmfe12O8bGxgBc300Gg0G4XC50d3erDr+oASUer9eLwcFBTExMbDHwwt312toaUqkUzGbzlt21UmKg4Te/38/nXmoBs9m8pSEqnU5jdnYW4XAYzc3NiEQiuHjxIlpaWvjXpbbaymAwlE1Ap9Np+Hw+9PT0wGg0or29HZ2dnfycjXKNbsJmrXJGXk7VmxaolYyo1iyB9fV13HHHHfy1vO9978Pb3/72qqzdCNgRJJDNZuF0OpFOpzE5OYmurq5t0WkRjnSkJWpKCQDYJIFMJlPxeeKkb3t7O15++WX88pe/RFtbG8xmM9bW1vjwV610jqRAQ2+dnZ2YmZkpaTSkdte5XI7fXQcCAaRSKb4qpFTYhYIQwpcOUnmL7RJqE5Le8PAw+vr6+O8dx3F89Y+42kroCSmtTAKuV5P5fD6sra3hwIED6OjokKxMAq4n/GmjGyGEvzba6MZxXNHwGWElWD2Gg7TKSAsxOjqKV155pSprNSJ2BAmsra2hs7MTkUgEe/bs0UQAcjo7s9ksXC5X0UhHv9+PWCym6pyVwkE0rr++vo7R0VE+6VsoFHDkyBFEIhG4XC5kMhlYLBbE43HMzs4qruBRg3Q6jbm5OQDA4cOHVYVfaGhD2KVdKuwiNKAMw8DpdKKpqWlLpVOtEY/Hce3aNbS1tUl6W8LqHwphtZVUZRJ9bZUqkyKRCGZnZ9HT07OF9MR5hlIJaNro1t/fz3vRNM+wsbFR1OiWy+X4kFe1G92AnSMe16jYESQwPDyMQqGA5eVl5PN51Qav0mAZOknM7/fzxpjeEFrKPEuRgDDJ7HA4cObMGQDFSV+v14tAIMAnfelOT1jB4/F4wLKsqtLOUqD1/qFQCBMTE1XpMhZCKuySz+cRj8cRjUZx+fJlZDIZWK1WWK1WBAIBWaENrWBZFi6XC4lEApOTk4pCEqWqrWhSPRaLwefzFeVOhJVJ+XweTqcTmUwGN910U0XCVZqAlmp0y2azmJ2dRSqVwuzsbNUb3QD1MtJCgtWhHjuCBITSEWqafyhKkYCwwWxwcFBS4E3rwHjxsVRWgiYZxWWkq6urfMObeDdYqoInnU4jFosVlXYKwxNyiEEc969lwlkMo9GIdDrNd3nv27ePD7vEYjEsLy8jkUgAAB/SoKSnlRhon8ni4uIWSW0tkFOZtLa2hng8jlwuh87OTuzduxeFQkFVclRpo5vJZILBYIDD4UBLS0vVG90AdeGgetUNqjUYhnk7gL8GYATwd4SQh0s8790AvgngFCGkrAbGjiABimrPFJAa6Vhqx1KqWUwOxJVNVMJa3OnLMAxfgbRnz56ysXcxhHotUsQQDoeLav4pKQiJgcb9qQRFLZOFYkSjUb7pSnhumgwVdmALiWF1dZXP24iJQe7uk4bXWlpatu110x253W5HOBxGd3c3hoaGeK/B4/EUVSbR16TWE5LyGpLJJK5du4ampibJRrf29nY+Aa220Q0AH3ZSgt1IAgzDGAF8HsAtAJYBXGAY5ruEkCui57UC+ASAF+SsuyNIQOwJqIWQBIQjHU+ePFkx3qwlHGQwGMCyLC5fvoxUKsXLOwuNP5W4puSgJgEthlxiyGQy/G5taGgIPT0920YANBmezWYxNTW1ZbqaFKTi8RzHFQ1cF8tiUHIQvi4qLhiLxRSHfrSiUCjw4baDBw/yJGe327do68TjccTj8SJPqLm5WXVlEp2hvba2hoMHi8X1SnkMwHWhN9roRnMg5RrdWltbVYWDIpFIkee0S3AawDwhZAEAGIb5RwC3A7giet5nATwC4I/kLLojSIDCbDZr9gTi8TgWFhZgMBgkRzqWO1aNJ5DP5+H1ehEOh3HkyBH09PTwSV/qertcriJyqCWExNDd3c3nE0ZGRniNpcuXL1fsEtYKjuOwtLTEzzquNGCnEmhSubW1Ffv27QNQnKjd2NjgE7U01h6LxTA0NIQDBw5s61SwYDAIp9OJ/v5+zMzMlA2rGI1GdHR0FO2KtVQmxWIxXLt2je91EZ+7XJ5BSmnVZrPBarXyTXPiRjev14tEIoFwOIxIJCK70S0Wi+HAgQMy3s0dBQeAJcHvywDOCJ/AMMwJAIOEkH9hGGb3kYDJZFLtCWQyGWxsbKBQKODw4cMlRzqWglJPQNxZ3NLSgu7ubp5I6G7M7/djZGSkKAldawjj3zTuT29+uvsSJjQjkQi8Xi9yuRysVmtRKEkNMVAj2Nvby+dDagGpRG08HseVK1dgNpvR09ODQCAAn89XFW2hSqBJWEKIphJfOZVJHo+niMibm5sRCoWQSCS2yFzIOZ/wX6B0ApoQUtToxjAMrl69iv7+fp685DS6xWIxxfdoKfzrv/4rPvGJT6BQKOC3f/u3cf78+aqsqwLdDMMI4/dfIoR8Se7BDMMYAPwlgA8oOemOIAFhOCidTis6lrr8wWAQ7e3taG1tVfXlUtJxLE76GgwGLC0t4dKlS2htbUWhUMDGxgYcDse21r0D8uP+UglNMTFQ+QghMdBdnhRouSnDMDh69GhVQl5ykc/n+bLfqampLQa0lLaQ+HWpIQZCCJaXl+Hz+TA2NlbUQ1EtlKtM8vl8mJ2dhdlsBsMwmJub43fk1PiqFdOrlICmHsvIyAgsFousRrfHH38cgUAAS0tLSKVSmrrCC4UCPvrRj+KZZ57BwMAATp06hXe+852Ynp5WvaYGbBBCZsr83QdgUPD7wOuPUbQCOAzg2dc/rz4A32UY5p3lksNMBcN1owc/yQIhBLlcDoFAAOFwWJabSHfaPp+PrzRZW1tDNpvFyMiIquv4+c9/jl/5lV8p+XeaYKRaOnSKFQWNm5pMJt6zEEo5i2PW1UQ6nYbT6QTHcZiYmKjaTGWhAaV1/0JioDu9lZUVBIPBmpSbVrq+tbU1eDwe7N+/n49nyzlOWMETi8X4Pg1hjqGSLAYNv3R2dlbUOKo2crkc5ubmUCgUcPDgQZ6cs9ks/5ri8fgWzSSl1T9S4DiO7/CmgoZCr0EISgo0Af2Tn/wEf/EXfwGHw4HFxUXcdNNN+NKXZG+Yi/Dcc8/hgQcewPe//30AwEMPPQQA+JM/+RPVr00tGIZ5qRwJMAxjAjAH4C3YNP4XALyPEPJaiec/C+CTu6I6SEliWCgp3dfXVyTwpnQwjVzQsY2pVIqXdxYmfemsAYZhcOLECX5nQ+v9Y7EYNjY2sLCwUHWNf9r7EAwGMT4+rnisZiVU8hhWV1cRDAZhMpnQ0tKCcDiMfD4vq2lKK6j8ht1uV1z1wzAM36MgHLYuNKBUdI7W1dPPzG63o1AowOVyIR6PKw6/aIUw3Dc2NlZ0/cD1fgGh9IaweU9rZVI8HsfVq1fR1dXFe8JA+UY3oSbWG97wBvzpn/4pvv3tb6Orq0uT5pfP58Pg4PXN9cDAAF54QVZRzbaDEJJnGOZjAL6PzRLRJwghrzEM8+cALhJCvqtm3R1BAsDmTVkpJyAc6SglKa21xFQMYXMZdfOFSV8qtBaPxzE+Pr4lDCWs9xe68HT4C9X4LxQKfDWI3PJHoSGgbvB2hZ3oa19eXobNZsPNN9/MK47Spqnl5WXeYxAnn7USA33fo9HolgE/WiFlQMWyGNFoFLlcDh0dHbzAXq1nAlCkUilcu3YNNptNEfFJNe9JVSYRQkpqJnEch4WFBYTD4YrEV4oYVldX8Qd/8Afo7OzkPZftTNrfaBBCngbwtOgxSbU7Qsib5Ky5Y0gAKF0dJDXSUQpaSYC6qwzD8EnfgYGBLZ2+tPmMzhpQ0ngkjO1ScBzHewzr6+t8WIfejOKGKTropL29fdvr/YUdt9QrohDvrIUhFyExCGPxSoiB9n243e6SAne1AE2E2u12XtpkZGSEr5IR7qyFXcItLS1VIwYa/lxfX8fBgwerUmNfqjJJakKd2WxGMplEV1cXbrrpJsVJb47j8LWvfQ2PPfYYHnroIdx6661V+ewcDgeWlq4X3CwvL/Oy0rsFOyInAGzutgqFAl544QWcO3cOQPmRjlKgrfHHjx9XdQ0XLlzA4OAg3G43f6OLO339fj8fitq/f3/NYsDCm5HGdguFAvL5PIxGI192uV0xaKHOvlhsTek6QmKIx+O8zEK5JC1tfLLZbBgfH6+ZlpIUaPx7fX0dBw4cKJnzyOfzfJNbLBZDIpHg5z0LiUFNd+3s7Cy6urowMjKyrYUGhUIB8/PzfF0/9YqElUmVNJNWVlbw+7//++jv78ejjz5a1SaxfD7//7d35tFRlff/f98kk0DIDtlIQkKSycISQiYpahFBylLlqKAIxW9BkQIWDMpRFrFsWkR/KnAEFWk9LD2A6Klaq9hagVqWLOxiksm+kn2SSWaS2e48vz/Cc7kz2Wa9k5D7OodzIBnmPjfL/TzPZ3m/kZCQgB9//BERERHIyMjA8ePHMX78eIddw1L6qwk4i3vmJMAwDNehw7d0lEqlFssK23MSoMfi27dvY9KkSVzRl54MlEolioqK4OvrC5lM5vSHEH9XGRoaivLycjQ1NSEmJoabPK6oqACAbicGRz8k6MnDHmcxSk+5ePMiLV9/x8fHBx0dHdBoNEhKShJ8yrSlpQWFhYUICQnpt9PLw8Oj286aZVkuMNTU1KC9vR2AZbIYtOPJFXUHoOve5XI5IiIius1a8OcF+JpJtLBeV1cHf39/XL16FR9//DHefvttzJ071+EnNw8PD+zfvx9z5swBy7JYvny5SwKAK7lnTgJ6vR56vR4//fQTPD09MXbsWE4h0VKMRqPJScISNBoNJ2Pt5uaGhIQEeHt7c2qknZ2dKC4udnjXjSWY5/0jIiK6PYT4Dxm6+wRgkoe3NS1BvzZ0tyX0vdfU1KCsrIx7+Jmb2vj5+TnMfcscnU7HnUITExPtamM0hy+LQTcfVAqaBgXa+hwVFcVJSAsFFbrr7OxEcnKyVa2+tLB+7NgxnDp1CjU1NUhISEBGRgZ27tzp9GFJVyKeBOykrq6OcxOzxNKxJ6zp9acqmo2NjZyJiVwuh1wuR1BQEEaMGIGmpiau6Ctk2yNged6/J+0dWvBra2vjJjr5Ms5+fn59tgjy0x/O6nvvC7VaDblcDi8vL0yZMsXk1MVPJd2+fdtk9+mIwMAPvLGxsQgJCXH4A7gvWYyWlhbk5+dzQooKhQIGg4E7FTr7BEqbL6Kjo/v01e4NiUSCb7/9FqdOncI777yD2bNno7W1FdevX3doIBW5yz1zElAoFPD09MSVK1fsmjLtr9efmnlQFU1aRKKtbGq1GhUVFVzbI2199Pf3tzmnaw20359lWYfuvvmBgZ4Y+A8jGhiamppQUlLC1TyEzj9TvR1qtGIJ5jWGzs5OmwKDSqVCQUEBfH19ERcXJ5ijG2Cq7krbPvktxvTeqCyGNcqxlqDX6yGXy8GyLJKSkmyaFK+qqsKLL76I2NhYvP322/f0rr8nXHUSuGeCgMFgAMuyuHLlCiZMmGCzjk1vQYAQwu1yRo0axRXY+EVf2ssfEhKC6OhorijMT7fQnC79JfT397d78Aa4+wB0Vr9/T1B9fypP3dLSAjc3NwQHByMoKIgbKnJ2KoK6i5WUlCAyMpJzebOH/gID3x+ZZVmu9TEpKUlwnfuOjg7k5+djxIgRiI+P7zP48AUC6ffOXO7DWlmMhoYGlJSU2HzyMRqNOHz4MA4dOoR3330Xv/nNb4ZU2ydFTAfZCf2hobMC9oiZmbuLtbW1cemF1NTUbkXftrY2FBUVwdvbu5vDVU9Hd/6uuqKiotddtaVtj67q96faLk1NTdDr9UhLS8OIESNMeuLVajU3bcoflnLULzk/9ePIgntPNpj84nNtbS0nUaLT6TBq1CiMHz9e0JSF+dStJSef3pRjaZG2J1kMumExPw3pdDoUFBSAYRibv/aVlZVYu3YtEhIScP78eUGVWkW6uGdOArT9MS8vD+Hh4TaLS+Xk5GDy5MmQSCRcYVOj0XA97VQpkWEYbhJYr9dDKpXa9QNsMBi4nWdbW5vJqD79Yy5B0NraiqKiIvj5+SE2NlbQfn++3EJ/xUe9Xt/t3qi5fG/31h+2pn4chUaj4cTeQkJCuAloemLgp1usvTdLUCqVKCgoQHBwMGJiYhwe+GnHFV8+gn9vRqORk/kwnzi2BKPRiE8//RSffvop3nvvPTz88MNDcvfPR0wH2YnRaIRer+daEW0tRl69ehVSqRR1dXUmRV+a86fHf/oAoraOzoD2VCuVSu4B4+XlBW9vb7S3t4NhGCQnJwvadQPcPRnR3LctwUen05kEBkvz8Hxj+dGjRyMyMlLQugMhBFVVVbh9+zb3s2EO/96o9g4/6Nkqygbcbfuk9pau+N7n5+cD6BqC02g0JrIYlqQAy8vL8eKLLyI5ORm7d+8WvHV1oCIGATuhQaCsrAxeXl6cZry175GdnQ29Xo+YmBiToi9wt/hWXV2NqKgojB492iWDN42NjfD394der4dWq+3VCczR6HQ6FBcXo7OzEwkJCQ4/uvPz8FSQjT8EJpFIUFZWBk9PT06AT0jo0BV/ENBSaGCgO2t+YKAP0P4CQ2NjI4qLi13S9klbbqurq7sNvNGTHv/e3N3dTQbcvLy84OHhgb/85S84cuQI9uzZg+nTpw/53T8fMQjYCR0Sq66uhtFoxJgxY6z6v/QXDACnZMkv+jY3N6OkpASjRo1CTEyM4J0fNPUSERFhsvs1NypXKpXQ6/XdtITsSRVRmYuamhqntT32hkajgVKp5FpVJRJJt3uzVXffUqjUhVqtdujum68pxA8M5mJzOp0OcrkcAJCYmCh48KOFZx8fH8THx1sU/KjgHB2gXL16NTo6OhAUFIRVq1Zh5syZSE5OFmD1gwcxCNgJDQJ1dXVQq9WIi4uz6P/xi75SqRSVlZUwGo0ICwuDj48P1Go1CgsL4eXlhfj4eKc/cMyheX9rUi/mrYFtbW1gWbZXLaG+oDabNPgJKXUMgOv6CQ8PR1RUFBiG6XZiMPcscJTLGV9rKDo62urhQ1swDwxKpRIGgwFBQUEIDQ11eGG9L/ipL1unrVmWxaFDh3Ds2DG89dZb8PX1xdWrV+Hr64tnn33W8YsexIhBwE5oEGhubkZTUxMSExP7fL1Go0FhYSG0Wq1J0Vej0aC+vp6zuwPAdYk4c8K0p/XRaVupVGp33rQnLSG+4qO/v7/JZDA1eAGAhIQEQQ1e6PXlcjnc3d2RkJDQ50Pd/DRE2x7tSZNRtc1hw4ZBKpUKWnQH7modjRgxAtHR0SZBvbcTgyN/LlUqFfLz8xEQEGCzz0FxcTEyMzORmpqKXbt2icNe/SAGAQeg1Wq5FrcJEyb0+BoqI9zU1ASpVMrpkdN2T5ZlUVFRgcbGRsTFxcHPz8+kOKvRaLhdJx0Ac2QOnmVZlJeXmxSlnYXRaOw2AEbR6XQYO3as4Lln/tffHoMZfj88/UMHpfoy6TEajdzX31Fqm9bAv35SUlKvA1P8jitafHZ3dzc56dkyo0HbTun1bZl5YFkWBw8exPHjx7Fv3z48+OCDVr+HJWg0GkybNg1arRYGgwFPPfUUduzYgbKyMixevBjNzc2QyWQ4duyYoIKBtiIGAQeg0+m4vnFzJVCa166qquIcpOjHKbW1taisrOxVZwfoPwdPLSqtrRn0lfcXAkIIGhoaUFpaymm1t7e3Q61WmzxcnJmOaGpqQnFxMZf6cUbbo3mazGAwcN87hmFw+/ZthIeHCz7tDHSl/uRyOTdsaO31eyvQ8ovPfQUGavZCU3+23H9RUREyMzORnp6ON954w6m7fzqh7+PjA71ej6lTp2Lfvn14//33sWDBAixevBirV6/GpEmT8MILLzhtHY5CDAIOQKfTQavV4saNG8jIyABgWvTl91TThz9V1CwuLkZQUBBiYmKsPvrzjV6USiUn6MWfCu5LhE2pVHK+rrGxsYLvWqjDFk19mF+/pz5/R+rt8FM/UqlU0LoLIYSru+h0OkgkEhBCrDbpsQeDwYDi4mKHF54BU0ewnjp36BxDWVkZWlpakJycbFPqkWVZfPTRRzh58iQ++OAD/PrXv3bYPVhCR0cHpk6dio8++giPPvoo6urq4OHh0c0+ciAjTgw7AIZhTIxl6MN12LBhmDx5Mjw9PU0mfdVqNYqKiuDu7o6UlBSb8958oxf+CaMnETb6i+fv7w83NzeUlJRAp9PZ/MtnD1Rpsq2trU+/BYlEgpEjR5pIUeh0Oi5FRoXYrC3O0tRHQ0NDnzr7zoLvcUCF7qgxkDUmPfZAJRfGjBljlbmQpfTkCMYPDHK5HK2trZwbWltbGwDA29vb4pOAXC5HZmYm7rvvPly4cEHQ+hHLspDJZCguLsaaNWsQFxeHgIAALmhHRkaipqamn3cZ2txTQQAAl9e/efMmZyZDi7704U/9Bjo6OiCVSp0iVOXm5sapc1IPUzoV3NraivLycnR2dsLb2xujRo3i5BWc7asLmIqNRUdHd9N6twRPT08TWQW+pn9raysqKyuh0+l6zcHT1E9YWFi/OvvOoL29HQUFBfDz8+vmcUC9c82DOj3t1dbWorCwkDvt9afr3xNarRYFBQVwc3NDWlqaoG2fEokE/v7+aGxsBADcf//9kEgkXGAoKyvj0oDmxWf+98lgMODAgQP44osvcODAAdx3332C3QPF3d0d169fR2trK+bPn4+CggLB1zDYuaeCAO3n7ujoQGJiIlf0NRgMYBgGhBBu5zl27FgkJycLWvR0d3eHVqtFfX09J3RmMBi4HXVNTY3J8BctPDuyM4VKTFOfZUelOXoze6HFWSqup9frYTAYIJFIEBsbi5EjRwo+cFdaWorW1lYkJSVZPPDGN+nhDxFSccDbt2+bGL70ZtLDP33Ex8cLLrMNdLX9FhYWdjN7MT8x0E1Le3u7SWD48ssv4e3tjdOnT2PWrFm4cOGC4K3T5gQEBGDGjBm4dOkSWltbYTAY4OHhMSTtIq3lnqoJFBYWws3NDZWVlZgyZYqJN0BdXR0qKiowevRopxQd+8PSvD8tPNPAQPvE+a2ctqQitFqticmJ0HIDtOukrq6O+/rTPDVNtThbbpvWhhylNNoTfZn0eHl5obGxEQEBAf2qfToDavai0WiQnJxs04Nbo9Fg+/btyMrKQlBQEBoaGhAcHOySnHtjYyMkEgkCAgLQ2dmJ2bNnY+PGjThy5AiefPJJrjCckpKCP/7xj4KuTaHW4eB/S6Ds1GNRRhQmj+lfy0wsDDsA6i6Wn58PpVLJFfQUCgVBFiKFAAAcNklEQVQCAwNt1rmxByoyR1NTtuT9aeGZBgaat7VEjpoajNfV1XE6R0KP6jc3N6OoqAihoaE9dr04W26bir1R5zehJ26pppVCoYCPjw+0Wq1VJj2OgG/2YuvQW15eHjIzMzF9+nRs27aN+zrSepDQ3Lx5E8uWLeNSvU8//TS2bt2K0tJSLF68GAqFApMnT8bf/vY3Qb/nGj2L37z/X9QpNTAYCYZJ3HBy5f1Ijeq73VgMAg7gqaeeAsuySE9PR0hICC5fvoyFCxfC29sbGo2Ga5ejuXpnDn7RfveGhganPHx7Mnkxb+Xs6OhASUkJQkNDnWpq3xt0II8QYvXAWW/3xw8M/bWqGo1GVFVVoba2lpsJERra9km/B/RBb6lJj70/M44we9Hr9di3bx+++eYbfPjhh1znnaOpqqrC0qVLUV9fD4ZhsHLlSqxbtw7bt2/HoUOHuNTZrl278MgjjzhlDY4gp0yB5YdzodLe9Stfen80dj7e8+wSRQwCDoBlWVy6dAnbtm1DQUEB4uLioFarkZKSgvT0dKSlpSE8PJzbdXZ2dmLYsGFcGsLf39/ukwJfakDofn/aytnc3Iza2louzRIYGMjdnxA7Iv7pw5EDb/3JbfMDOxV7GzlypEvkLvR6PYqLi9HR0YHk5GSL+uX5Jj1tbW3dZjSsHQCrr69HaWkpYmNjERoaatN9/PLLL8jMzMTMmTPxpz/9yak/P7W1taitrUVaWhra29shk8nw1Vdf4dSpU/Dx8cErr7zitGs7EnldOx4/cB4afVcbusSdwZrp8XhpVkKf/09sEXUA7u7uGD58OFasWIFFixZxRu9Xr15FdnY29u7dy3WEyGQyZGRkYNKkSRg+fDgUCgXKy8u54SEaGKzJv/Pz/o40OLEUhmE4uYuUlBQEBgZyU9RtbW2orq7mCs/0/hxdeKZFx9DQUId3/Xh4eHQrXvJlm+vq6tDR0cE1AsTExCA4OFjwAEDbPq312fXw8EBgYKCJFwa/nbOxsbHbZHBPw3u088jd3d3mn0O9Xo89e/bgu+++w0cffQSZTGb1e1hLeHg4wsPDAXSlApOTkwdle2dimC+elkXh1JUquLsxCPEdhuemjnX1snrlnjoJWAK1iczOzkZ2djZyc3NRXV2NmJgYyGQypKenIzk5GUajkctPMwwDX19fLo1k/kvniLy/vfdEp437K3rSjh1+fcFWcTk+NPVjNBqRmJgouNaQ+cT1sGHDTATmhJDb5tceEhMTnbYJ6Mukh2VZKBQKm81eAODWrVvIzMzEnDlzsGXLFpdILpSXl2PatGm4desW3n//fRw+fBh+fn5IT0/He++9Z7NplJAUN6ig0howLtwPnh79b4bEdJALMRqNKCkpQVZWFnJycnDlyhV0dnZi3LhxXGAYM2YMN0CkVqs5hyXqviSVSl1SdG1vb4dcLseIESMQFxdn0y8s7YGngYFfmOV37PR0b+aFZ1e0PFKxNW9vb8THx3c72fClPug9mstt+/n52dytQwjhpLadrffUG+3t7cjLywNw1+zF2qlunU6H999/H//617/w8ccfd5NeEQqVSoWHHnoIW7ZswYIFC1BfX8/9bv3pT39CbW0tPv30U5eszZmIQWCAodPpcOPGDS4w3Lp1i5s8TktLQ2NjI9zd3XH//fdzr/f29jZJszizBZAOvKnVaiQmJjrc4IUWLulDk5+fpvfY2dnJyXFER0cLnnahYnvNzc1WW0zydYSo1IctJyKVSsWlGOPi4gT/GvRl9tKfSQ+d6mYYBjdv3kRmZiYeffRRbN682WWCa3q9HvPmzcOcOXOwfv36bp8vLy/HvHnzcOvWLReszrmIQWCAQzVmjh8/jnfffZd7QISEhCAtLQ0ZGRmYMGFCt/53fhrJEW2AdNdZXV2NsWPHIjQ0VLDTB01DKBQK1NbWwmAwwM/PDwEBAVxgEKoVj7adOlJsjj8VTAMDgG4zDFR7qqysDM3NzTarbdqLLWYv1FCe/oxmZmZCr9dDoVBgw4YNWLhwIZeXFxpCCJYtW4agoCDs3buX+3htbS23pj179iA7OxsnT550yRqdiSVBgGGYuQD2AXAH8BdCyG6zz68HsAKAAUAjgOWEkIo+31MMAtaxf/9+TJ8+HRMmTAAhBJWVlSb1hdbWViQmJnJppLi4OG5Hxm/jtKVNtaWlBYWFhRg5cqTV9oaOgN9ySVM/5mkWvlQEfXA68kSk1WpNag/O7k83H/6i4oA6nY4THPT19RXc6pGm4OyRu75+/TrX+ZORkYEbN26goqICR48edfCKLeP8+fN48MEHMXHiRC6o79q1CydOnMD169e5Yv/BgwddFqicSX9BgGEYdwCFAGYBqAaQC+B3hJA83mtmAMgmhHQwDPMCgOmEkEV9XlcMAo7FYDDgl19+QXZ2NnJycrgf3tTUVMhkMqSlpSE0NBQqlQpKpZJrU+UHBvOcNr/ompCQ4BJzDhqA+nMYM0+z9DQRbC6lYAn8E5Cr5Bb0ej2KiorQ2dmJiIgILrgLKbdNzV4CAwMRGxtr0wlIq9XinXfewblz53Dw4EGkpKQ4fJ0i1mNBELgfwHZCyJw7/94MAISQt3p5/WQA+wkhfUq6ikHAydBp38uXLyMnJwc5OTncbl4mk0EmkyE1NRVeXl7dNO59fX3R0dEBpVLJFZ6FhspN6PV6JCYm2hSA+BPBSqUSKpXKpOPKEp37goICu1yu7IHvtRATE4OwsLBua3W23DZVXG1qakJycrLNNaBr165h3bp1WLBgAV599VWnTdD3NvilUCiwaNEilJeXIyYmBqdOnRoUnT5CYEEQeArAXELIijv//j2AKYSQtb28fj+AOkLIm31eVwwCwkPbGXNycrgTA+2uoUNt1dXVALqsHQFY9dB0BHxzeb7MsqNgWdbEmEetVnNtjvw0EpW6tkbszZFoNBoUFBTAw8MDCQkJVhVMeyrM2uKF3NbWhoKCAq4Ab+vuf/fu3Th//jwOHjzYq/Oeo+ht8Ovw4cMICgrCpk2bsHv3brS0tODtt9926loGCwzDVABo4n3oE0LIJ7zPWxwEGIb5PwBrATxECNH2eV0xCAwMjEYj5HI5vvrqK3z00Udcp1FSUhJXX4iIiOAKl7RNlZ9GclRRliqNBgUFCVp7oINfSqUSTU1NUKlUGD58OGew7u/vL1jXCr/t01GSE715Ifcmt82yrN1mLwBw5coVvPTSS1i4cCFeeeUVwYXrAODxxx/H2rVrsXbtWpw7dw7h4eGora3F9OnTIZfLBV/PQMRR6SCGYX4D4AN0BYCGfq8rBoGBxWuvvYbHHnsM9913HzQaDa5du8YVnX/55ReMGDGCCwqpqanw8/MzGYqyp01Vp9OhqKgIWq3WJUqjQJfLWEFBASQSCaRSKTe015OVp7NacR1hsm4pPVlesiwLiUQCtVqN4OBgSKVSm+5Ro9HgrbfewqVLl3Dw4EGMHz/eCXfQP/zBrzFjxqC1tRVA170HBgZy/x7qWBAEPNBVGJ4JoAZdheElhJBfeK+ZDOALdJ0Yiiy6rhgEBg+EECgUCpM0UmVlJaKiopCRkQGZTMb9olvTpsovujoj9WMJ/KGzvlzG+Fae5vdoiZVnX9Cdt0KhcFnbJ8uyKCoqglKpREhICNfSyb9HS4rrubm5ePnll7F48WKsX7/eJbt/oPvgV0BAgMlDPzAwEC0tLS5Z20DDwhbRRwDsRVeL6KeEkD8zDLMTwGVCyD8YhvkPgIkAau/8l0pCyGN9vudgDALff/891q1bB5ZlsWLFCmzatMnVS3IZtGBIh9pyc3OhUqmQnJyM9PR0yGQyxMbGch4F5m2qDMOgvLzcZW2nwF2lTb4HtDXwrTxpG6e5lWd/3TotLS2Qy+VOM7m3BKq7FBkZiYiICJP19lRcB+7KbXt7e8PHxwcsy2LXrl3Izc3FwYMHkZycLPh9UHoa/EpMTBTTQb0gDotZCMuySEhIwA8//IDIyEhkZGTgxIkTGDdunKuXNmDQ6/X4+eefucDw888/w8PDA5MnT+baVN3c3HDz5k0EBwdDIpGY9PY7Qk3VEnQ6HYqLi6HRaJCUlOTQ1ldzxVF+DYWvqEqNVrRaLZKSkgTXPALutp5qtVqrzF74ctS5ubnYvn071Go1pFIpnn/+ecyYMQPR0dFOXn3P9Db49eqrr2LkyJFcYVihUOCdd95xyRoHGmIQsJBLly5h+/btnJPRW2911UQ2b97symUNaAghaGtrw5UrV3Dx4kV88cUXqKqq4uoK6enpSElJgUQi6damaouaqiXrqa2tRUVFhaBTzzqdzsSxTa1WQ6/XY+TIkYiIiBAs+PGhbme9tZ5aQmdnJ958801cvXoV7777LlQqFS5fvowxY8Zg0aI+54ScRm+DX1OmTMHTTz/N+VufOnWq19TfUEOUkraQmpoazrgdACIjI5Gdne3CFQ18GIaBv78/Hn74YeTn52Pu3LnYsmULlEolcnJykJWVhQ8//BDNzc2QSqVcm2poaCh0Oh3nn+uINlWVSsUJ3qWnpwv60PX09ERwcDB8fX3R1taGwMBAThiQSonTwjO/uO6MFJlOp4NcLgchxC6j+UuXLuHVV1/F73//e7z77rvcWmfMmOHI5VrN1KlT0dsG88cffxR4NSJ9MeiCgIh9rFmzhvu7r68vIiMjsWDBAgBd6YX8/HxkZ2fj73//O65duwaj0WhiyhMcHAy1Wo3S0lKr2lT5RdfExET4+/sLcr98CCGoqqrC7du3TYrPfn5+CAsL415DFVXr6upQVFQEQohJUdbWwjN9fzp4Zo/ZS0dHB3bu3ImbN2/i5MmT3DyJs1i+fDn++c9/IiQkhBNvG2yOXyI9I6aDeoDqwbi7u8PDwwOXL1922HsPJmj74tWrV7mOJLlcDn9/f65NdfLkyfD29u6zTbW1tRXFxcUYPXo0oqKiBO88AuybOqb6QTSV1JOVpyUyEXyzl8TERJtOQYQQXLx4ERs2bMBzzz2HNWvWCFLM/+mnn+Dj44OlS5eaBIHB5Pg10BHTQRaSkZGBoqIizr7x5MmTOH78uMOvc/bsWZfINAwkGIbBiBEj8OCDD+LBBx8E0PUQamxs5NJIR48exe3bt01MeWJjY8GyLEpKSrg00siRI+Hm5ob29na7dtLWwh+4snXq2N3dnTvpUKjjl1KpRENDAycTwQ9+tMDLr4HYI/+hVquxY8cO5OXl4fPPP0d8fLxN72ML06ZNQ3l5uWDXExGOQRcEPDw8sH//fsyZMwcsy2L58uUuG4IZijAMg5CQEMybNw/z5s0D0NW+WFxcjOzsbHz//ff485//zNkCLl++HDNnzkRERAQ6OjpQWVlpt5qqpdCWy9GjRyM9Pd2h7y+RSLpZXVKZCKVSyVl5enp6orOzEyNGjEBqaqpN3UeEEJw/fx4bN27EihUrsG/fPpe08vbE/v37cfTo0UHl+CViyqBLBwnB2LFjERgYCIZhsGrVKqxcudLVSxo0EEIwZ84cTJ48GY888ghu3rxpYsqTlpbGtakGBQVxu2lzNVV7LCD1ej0KCwuh0+lc1vZJ6w/V1dUICQnhtJJYlrWq60qlUmHbtm0oLCzEJ598gri4OAHvwhRzQ5eh4vglFGKL6ACipqYGERERaGhowKxZs/DBBx9g2rRprl7WoEGpVHYr/FJTntzcXG7auby8HKNHj+bSSCkpKSamPNa2qRJCUF9fj7KyMsENd/hQsxdfX99ubmOWWHkOHz4c7u7u+N///odNmzZh5cqVWL16tUsG2Pj05ep1Lzt+CYVYExhAREREAABCQkIwf/585OTk2BUEeuqsuJcldXvq/GEYBoGBgZg9ezZmz54N4K5JTVZWFi5cuIC9e/dCqVSamPKEh4dDq9X226ZKNYc8PT0Fbz2lEEJQUVGB+vp6JCUl9fh1cHNzg6+vr0ltgj/0VVZWhhUrVkCj0UCv1+OVV17B3LlzXR4AeoLv+PXll186XZlUxDmIJwEz1Go1p9OiVqsxa9YsbN26FXPnzrX5PXvqrNiwYYMoqdsD1JQnKysLubm5nCkP9XaWyWQICwvjunXo98tgMCAqKgoRERGCWVzycYTZCyEE//3vf7F582YsW7YMEyZMwJUrV1BaWopDhw45YdWW87vf/Q7nzp1DU1MTQkNDsWPHDpw7d25IOH4JhZgOGiCUlpZi/vz5ALoeSEuWLMGWLVvsfl/z47KooWIZhBCoVCpcuXKFU1PlO5xlZWXhzTffRGpqKqetQ9tUnWVxycdRZi/t7e14/fXXUVlZiU8++cRlcg9CsXXrVgQFBeGll14CAGzZsgUhISFYt26di1fmOsQgcI9jHgT4aoqipK516PV6vPzyyzh79iweeughFBYWor6+HvHx8ZxbW3Jysol+EF9N1d6BL4ojzF4IITh37hxee+01rF27Fs8//7xTUz8DJTVZXl6OBQsW4OrVqzAajZBKpcjJyXGIb8NgRawJDGEYhnFJAXOw4uHhgVmzZpm0SrIsi8LCQmRlZeEf//gHduzYAZ1Oh5SUFC4whIWFOaRNlWVZlJaWQqlUYvz48Tb7LrS1teH1119HTU0NvvnmG4wZM8am97GGZ599FmvXrsXSpUu5j+3evRszZ87kUpO7d+92emoyJiYGI0eOxLVr11BfX4/JkycP6QDgSsSTgECI6SDh6ezsNDHlycvLg4+PD1d0TktLg6+vr1Vtqq2trSgoKLBr+pkQgjNnzmDLli1Yt24dnnvuOUELvwPlZ/Gzzz7DxYsXUVdXh2XLlg15yQnxJDDEeOyxx3DkyBFs2rQJR44cweOPP27ze4m6Lj0zfPhwPPDAA3jggQcAdD18m5ubkZubi6ysLJw4cQJVVVWcKU9aWhpiY2NBCEFLSwvKy8u5NlUfHx+0tbVBr9dj0qRJNs8eKJVKvPbaa2hoaMC3335rIoboKurr67mCblhYGOrr6wW57vz587F161bo9XqnTP2LWIZ4EhCAnjornnjiCYdJ6oq6LrZjNBpRVlaG7OxsZGdn4/Lly1Cr1SamPDU1Nejo6EBCQgKMRqNNaqqEEPzwww/YunUr1q9fj6VLl7qs7bOv+hQgrNvX6tWrERAQgN27dwtyvYGMeBK4hzlx4kSPH3eUpK6o62I7bm5uiIuLQ1xcHJYsWQKgq/B88+ZNnD17Fn/4wx9gMBgQERGBCRMmcGmkkJAQtLe3o7S0FB0dHZBIJCZpJL4xTGtrKzZv3gyFQoHTp09zcygDhdDQUK7nv7a2FiEhIYJc12g0IisrC59//rkg1xPpmYE3gSLiMPbv34+UlBQsX75c9HG1AolEAplMBqVSiZ07d6KkpATffvstFi5ciIaGBuzcuRO//e1vkZmZia+++goKhQJhYWEICAhAe3s78vLycOHCBTzxxBNYtWoVpk6digceeABff/31gAsAwN3UJAC7U5OWkpeXh/j4eMycORNSqdTp1xPpHTEddI8g6roICyEENTU1XBopJycHCoWCM+VJTEzEZ599hsbGRsTGxiI/Px9eXl44c+aMS9ft7NSkiO2IcwIiduFsXZeqqiosXboU9fX1YBgGK1euxLp16+5p+QtrYVkWeXl5yM7OxvHjxzF9+nS8/vrrXO6fZdkBo/4pMvAQg4CIXZg/6Pm6Lnv27EF2djZOnjxp8/vX1taitrYWaWlpaG9vh0wmw1dffYXDhw+L8hcDBNEMaXAjFoZFbIZ/xI+MjOxV18UewsPDuaDi6+uL5ORk1NTU4Ouvv8a5c+cAAMuWLcP06dPFIOBCRDMkEWsRTwIiVlNeXo5p06bh1q1bGDNmjCh/MUCIiYnB5cuXxSAwSHHVSUDsDhKxCpVKhSeffBJ79+6Fn5+fyedE+QvXwjAMZs+eDZlMhk8++cTVyxEZJIhBQMRi9Ho9nnzySTzzzDNYsGABgLs95gDs7jGvqqrCjBkzMG7cOIwfPx779u0D0DX4FhERgdTUVKSmpuK7776z/2buQc6fP4+rV6/i9OnTOHDgAH766SdXL0lkECAGARGLIITg+eefR3JyMtavX8993JE95h4eHnjvvfeQl5eHrKwsHDhwAHl5eQCAl19+GdevX8f169eHnPyFpfRkhiQi0h9iEBCxiAsXLuDYsWM4c+aMyY5806ZN+OGHHyCVSvGf//wHmzZtsvka4eHhSEtLA2BafBbpH7VazVlVqtVq/Pvf/xadvkQsgxDS1x+RAU5OTg6ZOHEi6ezsJCqViowbN478/PPPrl6W3ZSVlZGoqCiiVCrJtm3bSHR0NJk4cSJ57rnniEKhcPXyBhwlJSUkJSWFpKSkkHHjxpE333zT1UsSsRIAl0nfz2MAmAtADqAYwKYePu8F4LM7n88GENPfe4rdQfcAr7/+OjQaDTo7OxEZGYnNmze7ekl2oVKp8NBDD2HLli1YsGCBOP0sMiTorzuIYRh3AIUAZgGoBpAL4HeEkDzea/4IIIUQspphmMUA5hNCFvV5XTEIDH50Oh0yMjIwbNgwXLx4cVBPper1esybNw9z5swxqT1QHDH9PND5/vvvsW7dOrAsixUrVtiVYhMZPFgQBO4HsJ0QMufOvzcDACHkLd5r/nXnNZcYhvEAUAcgmPTxoBdrAvcAzc3NUKlUaG9vh0ajcfVybIb0Unym3UcA8OWXX9qV69ZoNPjVr36FSZMmYfz48di2bRsAoKysDFOmTEF8fDwWLVoEnU5n+43YAcuyWLNmDU6fPo28vDycOHGCK46LDHkiAFTx/l1952M9voYQYgCgBNCnZZsYBO4BVq1ahTfeeAPPPPMMNm7c6Orl2ExvxecNGzZg4sSJSElJwdmzZ7Fnzx6br0FF3G7cuIHr16/j+++/R1ZWFjZu3IiXX34ZxcXFCAwMxF//+lcH3pnl5OTkID4+HrGxsfD09MTixYvx9ddfu2QtIoIzimGYy7w/K4W4qCgbMcg5evQoJBIJlixZApZl8cADD+DMmTN4+OGHXb00q5k6dSp6OrU6siWUYRj4+PgA6Eo96fV6MAyDM2fOcO5Wy5Ytw/bt2/HCCy847LqWUlNTY+I2FhkZiezsbMHXIeISmvpKBwGoAcC3oou887GeXlN9Jx3kD6C5r4v2VxMQEbnnuFNguwIgHsABAP8PQBYhJP7O56MAnCaECN5jyTDMUwDmEkJW3Pn37wFMIYSsFXotIr3ilIemBTUBD3QVhmei62GfC2AJIeQX3mvWAJjIKwwvIIQ83dd1xZOAyJCDEMICSGUYJgDAlwCSXLwkPpbs9kSGIIQQA8MwawH8C4A7gE8JIb8wDLMTXe2l/wDwVwDHGIYpBqAAsLi/9xWDgMiQhRDSyjDMWQD3AwhgGMbjTjHNlQ/eXABShmHG3lnDYgBLXLQWkQEGIeQ7AN+ZfWwr7+8aAAuteU+xMCwypGAYJvjOCQAMwwxHV891PoCzAJ6687JlAFxSjb0ThOhuLx/AKf5xX0TE0Yg1AZEhBcMwKQCOoOs47Yauh+xOhmFiAZwEEATgGoD/I4RoXbdSkQGMS2oCzkIMAiIiIiLWcU8FATEdJCIiIjKEEYOAiIiIiHUwTvrTJORNUMR0kIiIiMgQRjwJiIiIiAxhxCAgIiIiMoQRg4CIiIjIEEYMAiIiIiJDGDEIiIiIiAxh/j8Ekx9PbugeowAAAABJRU5ErkJggg==\n", 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\n", 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qPioRQghqa2tRW1ubcLveyeNqH5eYjXLV6bNkf21tLcbHx7F//371+Zkx8Hq9mJqaytsYsM9oPZQIl5INJ/raDVWs/HJychJbt24t+tgsrJLq4gkGgxgeHkYwGMTOnTvTtjfWQ/TzaXqWLPYsjLO0tJSX4ai0Cy1b8jgYDK5KHmuNQfKgFMPT159kZyeV8c5mDNjnJQgCKKWrHp8PExMT+NCHPoTZ2VkQQnD33Xfjk5/8JD73uc/hG9/4hroZ7uzZswU/RyWwYUQ/1YYqQgjMZrMupZbA5bJNrVho2xvv3LkTTU1NGS9mPeLxuYiFz+eDy+VaJfaMYtowVDK5Jo+1vfFramogimLBnUcLYb16+oxcv+PZjEEgEMDy8jIef/xxfPe734Xf78edd96J/v5+3Hzzzejt7c35nARBwFe+8hUcOnQIfr8fhw8fxg033AAAuPfee3Hffffl/gIrmHUv+pk2VAH6tgLWeulerxculwuKomDnzp1pSxyT0aOffia0Yt/T05N2I0u5G6etJdmSx2xVEIlEsLS0BEJIQrihVMnj9ezpF1uumWwM7rvvPtx44434+7//e9xzzz04f/68uvM4V7Zs2YItW+KDy2tra9HX14fJycmCz7FSWbein8uGKr3heR4ejwfnz58Hx3Ho7u7Ou3ysVOeXq9gz8vX016IhWanRJo9ZOLCjoyOhMkUbctA7eVxOyu3pl6Jcc3l5Gc3NzTh8+DAOHz5c1LFGR0dx5swZXHXVVXj++efxwAMP4JFHHsGRI0fwzW9+U6czXhvWnejns6FKz+dcWlrC4uIiIpEI+vr6ioot6onP54PT6QSlFN3d3TlvUd9Inn4uaA1gusoUbfJ4YWFhVfJYawwqbedxtXn6qdCrBUMgEMB73vMefPWrX0VdXR0+8YlP4DOf+QwIIfjMZz6jw5muLZX1zSuCQjZUJT8+X0+VtTceGRlRJyVt2bKlIgRflmW88soreYs9oxDRX4/evpZsr03v5HG5qfZJXXqIviiKeM973oMPfvCDePe73w0A2Lx5s/r3j370o0UdvxKoetHXY0MVi8Xn6nkktzceGBiA3W5Xq2DWEubZR6NRDAwMFHwRcBwHURRzui8Lm63HxC8j366XWrIlj1MNVo9Go5ibmyv5xKy1olQdNosRfUop7rrrLvT19eFTn/qUevv09LQa63/88cdx7733Fn2ua0nVir6eG6oEQcjpS6goCmZmZjA6OpqyvbFenTYLgSWOmWcfiUSK2o6+Xqt3CkXvVUy25PHZs2dXtULWligWsnmpkihVL/1iNhM+//zz+M53voOBgQEcOHAAAPCFL3wBjz76KM6ePQtCCLq6ugzRLzesEmdkZASbNm1CfX190V98JvqZnpO1N2aJIovFsup+enXaZKGVXLw7r9cLp9MJAOjp6VGFPtOegXzOoVDWe6inVLDksclkShCwXJLHLFRUDcnjUnXYLMbRueaaa1I6OjfddFMxp6UbhJBvAngHgDlK6b6V2xoB/ABAF4BRALdRSj2ZjlOVoi/LMkRRRDQa1UVY0om+LMtwu91wu93YvHkzrrzyyowXFM/ziEajRZ8PCzdlEv10Ys9gpZ/FNG3L1dNniWyWsCwX5QwpldOIpXpNmZLHzBgsLi5ibGwMoihCEISE5nSZksdsw2I5KVWHzXXeS//bAB4A8IjmtuMAnqGU3k8IOb7y+59mOkjViT7HceA4DiaTKeeYczaSRV+SJExMTGBqagpbtmzJub2xIAjq8OpiYKKfqn9+NrFnFNtpMxdPn+U2hoeHUVtbC1mW1Rj1uXPnVJGq9lAEUH7Rz/W5BEFAXV0d6urqEm7XJo9nZmYQCAQSksfMGLBeRuXOGUiSlHK1XAzrvZc+pfQ5QkhX0s23ALhu5eeHATyL9Sb6jFKIviiKGB8fx8zMDNrb23Hs2LG8PGW9wjupBJuJPSEko9hnOkax58BgVUsulwv19fU4dOiQujIghOD06dPYtm0bwuHwqlCE1vusqampuNLFdFSq6KcjXfI4FoupnUonJiYQCoUgyzJisRiGh4fVz6fUyeNKLtmsMjZTSqdXfp4BsDnTnYEqFH12MZhMJl28asbk5CRcLhc6Oztx9dVXF/SF16NvTvJx8hV7hh6efvKSn1KKhYUFuFwu1NbW4sCBA7DZbACQMOKR9UWpq6tLKHdjdeyBQEBdITCPT2sM7HZ7xVWrlDP8UaqaeUIILBYLLBZLQvI4EongwoULqK2tRSAQWJU8ztQTv1BKlcit8l76zYSQ05rfH6SUPpjrgymllBCS9YtadaLPyJZ8zYVIJILR0VHMzMygoaGhYLFn6Cn6Xq8Xg4ODeYs9Q29Pf3FxEU6nE3a7Hfv3709ocZxMulh7qjp2VrrIvM/FxUXVmLNqFfbPbDavaYioXM+9FgNUTCYTWlpa1KZi7PZUyWM2alFrqPNNHpeiZDNdSLSKWKCUHsnzMbOEkC2U0mlCyBYAc9keULWiX0x4JxwOY2RkBF6vF11dXWo/9mIvND1KNpeXl7GwsIBAIIC+vr5Vsdpc0cvT93g8cDqdMJvN6O/vX5VITL5/8s+5PA8rXWxublZv1wqOdsi6NkHJ+uaXg2oL7+RDuqKBUiaP9fb0N3B58U8B3A7g/pX/n8j2gKoTfXYxFOLpa9sb79ixA319fSCEYHFxUbeh5oUeZ3l5GS6XC4QQNDY2oq2trWDBB4oXfdZKQJIk7NmzJ69dxrmKPqUUp8a8eGnUA54jeEtvE/q31Krnn0pwRFFUQ0TLy8uIRCKYnZ2F1WpNEBy9Y9LlFOK18PTzEeB0yWNRFNUVW7bksd4lmxuhlz4h5FHEk7bNhBA3gM8iLvaPEULuAjAG4LZsx6k60QfiH2w+nr7f78fw8DAikQh27tyJ5ubmhC+HHqEioLDwzvLyMpxOJ3ieR29vL+rq6tTGaMVQqOj7/X4MDQ1BkiTU1NTg4MGDeR8jF9FfCsbwke+9BvdyBGFRAQHwrRNuHOiow/+7rR82U2pBMJlM2LRpEzZt2qQa2Y6ODkQiEdUYzM/PJ8xp1VYRFRoiKqcnuRaevh4CbDKZ0NDQkFPyOBAI4MKFCwmfTTGGOhwOZww5rgcopb+T5k/X53OcqhR9IDeB9Xq9arKwu7s7bXvjUlbdpMPj8cDlcoHneezatSvBa9Kjp36+oh8IBOB0OiFJEnp6emCxWHDx4sWCnjsX0b/nB+cwshiCtHKKFEBEUnDG7cPnfj6IL93al9fz2Ww2tf8RQ9tzfWlpCePj44jFYgnTs5jg5CJ669nTL9XzpUsev/TSS+jp6VENdbHJ4+Xl5WpP4paNqhT9bC0XPB4PhoeHASCnZmN6efq5iEImsWfo0VM/V9EPBoNwuVyIRCLo6elRDWMkEinY8GQT/QszATgXgqrga4lKCn51cR47/seOcU8YV3Vtws0DmwsS3HQDOFgYIhAIYHJyEsFgUO15ozUGNptNfd71HN7JthGwFLAKL7vdnjJ5nGpSVnLy2GQyqZ9JseWa6aZmLS0t4f3vfz9GR0fR1dWFxx57rOr3AlSl6KeC7QodHh6GyWRSQyW5oJfoZ0Ir9rt3784YI+d5vug9CNlWC+FwGC6XC8FgEN3d3asmehWTE8gk+qKs4G+fGkJETH9sCuDB58chyhS/uriAaW8UH792OwAgIsrgCIFZ4AoW4XRhCDYwhZWURiIRdWBKKBSC1WotS4/8tRiVuJbdPbVocznacl+28Y8lj9mqTRAEnDp1CmNjY4jFYlheXi5I/NNNzfr2t7+N66+/HsePH8f999+P+++/H1/60pf0fMllp6pFnxACWZZVsbfZbOjr60tbYZIOvUotU8GqXwRByCr22vMptp1DutVCJBLB8PAwvF4vuru70dLSklJgimm4lkmw/um/x3BuOpDx8fEVQPy5I6KCH56Zxsev3Y4fn53B3zw1BEIIvvyuPdhbHxfIxWAMzvkgelscaHQUJsjagSlaz5OJjdPphNfrxcLCgtojX1tOqmdb5PU+KrGQ7xXP82mTx7FYDIODgxgdHcUtt9wCr9eLRx55RB26ngvppmY98cQTePbZZwEAt99+O6677jpD9NcC5knKsoyXXnopob1xocfTE0qpmqAVBCHv6he9wjvaY0SjUQwPD2N5eRk7d+5UK5fSoUfDNS0/fX0Wz7uWcH4mAEnJ/6J/Y8qPrzwzDFGmACi+/PQwvvWebRhfjuG+H5wCeynfu+MgdjbbEZUUPHluDqJMcePeFtRaC/uqM7FxOBxoa2tT48YsORkIBOB2uxEMBkEpXRUiKmQz01rE9Mu5M1pPI2MymXDs2DGMjY1hx44d+PSnP110LyHt1KzZ2VnVGLS1tWF2djbr4ymlOOFaxA9OTyAQkXDD3s245UA7bObKWE1VpegvLCzgwoULkGUZe/fuzXn+bDmglOLUqVMwm815iz1Dj5UH64cfi8UwMjKCxcVF7NixA3v27MlJhPJtZqYNB7HHxiQFMVnBq24f/ubJIYRFBTwBBI7kJfxLQREf/u6rqLcK8EcAQgCOAP/84hzmAzEEY/H3igD44StTuO+t3bj9kbMYXgiBUuCbJybw47sPw2biMTQXxMmxZexstuPqHbnHZpNDLmazGY2NjQnfPRYiCgQC8Pv96lxd1gkzOR6d63OVmnJ7+qUeoFJMm/XkqVlacjkupRTHf/Q6fvbaFEIr38sXhhfxT8868cQ91xS8EtWTqhR9m82Gw4cPY2hoSPda30K/LCyME41GsWfPnoRKhXzRo3pHURTMz89jamoKXV1d6O3tzct7zFf0tfclhOD5ES/+4slXISsU+7bWQtaIfL6evqRQSArFoQ47Gh0mzPtjmPXH8ONzEfAEMPMEMZlC4IDnnEsYXQrDNR9CZCVT7AmJOOv2wW7m8ZHvvQZFoeA5gnvevB23H+uEQuO5g6WgiN/c1YS2utWNwHL5bmhDRK2trZfPXzNGkU1akyQJZrN5VYiIGc/1Ur2TilINUGlvby/qGOmmZrEhKtPT0wmfayp+7VxIEHwACMdkzCxH8IX/uIC/e98VRZ2jHlSl6NfU1ECSJF2brrGLLV8jsrS0BJfLBZPJhD179sDlcqn9aIo5l0I9fUmSMDY2BrfbjZqaGhw5cqSgC7oQ4zftjeDnb8wh5A3jx5eWEF0R3QvTfjgsAkhUQlQubNlt5gnemA4gEJVAKYv4AwIBWmrNmPFFISnAuCcCtycCrcmMiDK++p8jKz+v/EWm+M7JSdx+rBN/8dNLePrSAhRK8Y/PjuLHdx9GW50F8/4o/nNwEfU2EzqoUtSQnlTtJ7T16+Pj4wgGgwAu70NhqwKLxVJSz3+9efqFkG5q1s0334yHH34Yx48fx8MPP4xbbrkl43EePTmRIPgMUaH42atThugXi55VN+xYuX4Zk8WehXH0qPkvJLwjyzLGx8cxNTWFjo4O9PX1wePxlM2Dmw9E8b6HziAYk8ADCaIrUwqeQ8GCDwBWEw9fZPX7KirAlDcK7eJBQTzUw26iAM7PBMATgCcAO41gTMY9P3gdv3Z51MdTKuOZSwt4W18Lbv3Gy4iICjgCHGgV8H/jBURYCMQwvBDC7s0O1NsK6/WSrn5dURSMjY0hEomUrUPpevH0ixH9dFOzjh8/jttuuw0PPfQQtm/fjsceeyzjcfzh9E5oTFIqYrhQVYq+ttOm3u2Vs/X41op9qkohPeLx+YR3FEXBxMQE3G43tm7dqraDXlpaKjpElA1ZofjqM04851xEvVWAKCuQFUAGwAEwcQSiQqFQYCFQ3OeULPjWlZCOptAnAe1NTNBlGl8xyCuqH4zKeM6ZOGSIUoofnZnGfw8tIiIq6mrlpakYojLF2LQfd373NXAE4AnBYx85hK318ZGZoqxAoYBFyCygyyERT52fx0Igim2NdtzQ16zuQGazIiwWC7Zu3ao+ppQdSteDp1/sAJV0U7MA4Jlnnsn5ONf3teL02BLCKUqSBzqKn/KnB1Up+gxBEHSZVMWOlclDzyb2DL2SsNmOoR3h2NbWtmrQS7G9d7KhKBQP/s8IHnlpApGVBG2C0AKgK2qbb7EOh8SVAoMQgF2XkQJWDTzBSvVPHPaTRSAQ5bhxkuBLrHgAACAASURBVCgwNB/CyGIIWg0gAB4+OQ3nUkxdvvME+Olrs/j4tdvxwrAHn/zhOUgKxfHf6sb7D8cF+8SIB0+dm0NbnQW3H+vEz9+Yw5d+6QRHCCKSAruZwxd+4cRX37sXx1YSy6m8wVJ2KF0Pnn6lTM1675FOfO25YcT8EciaL7HVxOEv3r537U5MQ1WKvtbTDwQy13znSjqxXlxchMvlgsViyWkPgB4hp0yGQ1EUTE1NYWxsDK2trTh69GjKShA9ksGpODXqwT3/+ir8EQkNNkGNkcsUsJs4hDQeTqHBnHRnnS6vrDUGmUhnJ6KSxhCs/CgpcVFXnwPAt0/OgOcAEx83EgJH4A2LODPhxZefdqmJ4y8/7cKbexpxbtqPTz9xCRFJgZkn+Pkbc5jzxxBbKTsFgFAs/pg//OE5PH73EbRvsuYswrl0KPV4PCk7lGq7YK4HT79SBqjUWAT89Pd/A3/9s/P4xbkZSArF3i11+Mw79uLojsqoMqxK0WeUIqbP0Ir93r17c97wpZennyzYlFJMT09jdHQUTU1NWef1so1reiDJCs7P+GE38fj/Hn1VDbUshyVVADkgQfDLSSl6oXFINBLMLggcUG8zwRMSUWMR8KOzM/jR2Rm01JjVUtSYTHHz104jKivqucVkionlSNpzlRSK752axJ/c0F20551Lh9Lp6WkEg0HIsoxIJILx8XF1P0Kpp2ZJklR0sUMyoijqPn6xUFprrXjgdw9BUSgUSiHwlTUQqCpFv5Qx/ULFnqGH6GuX4do5tA0NDTh8+HBOX26e53XpDBmTFPzet17G4FwAkqyseKns5OLiCKT3zquVdK8nJgHzgRgUCiyGLn/3IqKMfVtr8NqkHwqF6vVryfRxiDLFiRHPyv1Kk+zTdii9fE4UJ0+eRH19PYLBoNr4TM8OpcnoPSqxUnvpcxwBh7WP4SdTlaLP0Ev0WWx0YmIC9fX1BYk9QxAERCIRXc5pbm4uYQ6t1WrN+fHFxvTn/FG8Oi9j6rUZDM76VS+eADALXDxpS6EmRdc7HAATD8TkRPHmOcDEcaAAXnP7izJ+LAFczhg7IQQcx62amqV3h1ItpQonVUKStBqoWtEnhBQd3mFN2lwuFyilaG1txZ49e4o6r2JLNimlakJubm4uYQ5tPhRT6z80F8D7v3EKiiJDOns+wVehiId7CuikUNUoAKIp3s7tDTbYTDzOzRSXW7KZOLxrf7zBWCWU9aXrUBqLxdQQUXKH0uQhNuleg96J3EgkkpdDtNGpWtEHCk9WasXearVi7969CIfD8Hg82R+cwzkVKrZLS0twOp2wWq2w2WzYt29fwedRiKf/mtuL5bCI/7o0p7Y2AIAGuwlKRIKsUFCkT4huFLR7AIYXw0Uv4Ani7/HN+9sAlL+aJh/MZjPMZnPWDqXhcDjtLF29PX2v11vUlLmNRtWKfr5tAoDVYt/f3w+HwwEgngjSIylcyJzc5eVlDA0NwWQyqaGlF154oSiPL53oTyyF4I1I2NZgQ53NhEBEgtXE4dHTbvzdr5wApWgwU1h4gqhMYeKAQERM2ft+I6IVfAZduR0p/pYLdjOP73/4IOwrDbkqWfRTka1DafIsXW3iWI8OpZVSuVMtVK3o5wMLmbAWCVqxZ+g5MjHX43i9XjidThBCVjVnY62NCxX95MedmVjGXzxxAW5PGAJPEJMU2M08/FEZAkfQYOXU8stpCehtsWNkPgiK/JqjrXcyvROFvEsmDrhxbwuaNI24KiG8owfp2iGfPHkSTU1NCIVC6vjEYjqUer1eY2pWHlSt6LMvAytNTOUpJIv9vn37Vok9o5xzcv1+P5xOJxRFQU9PT8ovLDuOHh7fuSkfPvzwK5d3Ca68zFg4/oOsUMwHFXWTEqXA0Hy8D8yGC94XSCHvEiHA3i21+JMbuhNuL6enryiF9xQqFEJIwr4CIH6tsolZ+XYoLXRwykalakWfYTKZVvXMyUfsGeUQfTaHVhRF9PT0ZBy7xhKxmVrw5sr/+eVQym3hCc9HgI5NdgwvBAveVGWQCM8hYVcmgyAu+AoFBueCq8KU5Rb9SgglsQllDocjpw6lFosFDocDg4ODGBwcLLjaDgDuvPNO/PznP0drayveeOMNAMDnPvc5fOMb31DDVV/4whdw0003FfciK4R1IfpsY4ZW7O12e05iz9BL9FMdJxQKwel0IhwOo6enJ6e2y3pN84pJCk6NLme9n6gAroVgyr+xDVgG+ZFK8IF4DJ+1cpAVCn9UhsNy+VIsZ3in3Ltx8yVbh9KRkRH84he/gNvtxk9/+lPs2rULX//61/NK7N5xxx34/d//fXzoQx9KuP3ee+/Ffffdp9tr0QNCyL0APoL44vJ1AB+mlOZVI161os8uCkEQIIoiFhYWChL75OMVi3bMIJtDGwgE0N3djebm5pyfR6/eOaKspM4+5nUMQ/CLRfsRxCQZNZa48L99X+uq/v3r2dPXYyOVtkPpPffcg2g0it7eXrzvfe/D0NBQ3l7/m9/8ZoyOjhZ9XqWGENIO4A8B7KWUhgkhjwH4AIBv53OctV/XFQGlFKIo4ty5c5iensbAwAAGBgbyFny9URQF58+fx9mzZ9Ha2oqrrroq7SzadOjl6SuxMBot1Z8UrHa0UifT+A5eE08w4YkkDJgByivE5fb0S/HaWCKXVb/pdfwHHngA+/fvx5133qlLObdOCABshBABgB3AVL4HqFrRDwaDOHnyJMLhMDo6OoqakasXsVgMFy9eRCgUQmNjI44dO4bW1taCVhHFin44HEY4HMb58+fxsWs6YDNV7Ue9brCbONSYOVgFAlEBIhLF65Ne/PTXr2J0dBQLCwuIRCJlTa4WMjioGPRuwQCUpmTzE5/4BFwuF86ePYstW7bgj//4j3U9fiFQSicB/B2AcQDTALyU0l/me5yqDe9YLBYMDAxgcXFRt94bbBh4vp5CLBZTL9quri51iHYxFLrxTDsA3Ww248iRIzjKcZgLEzz467GizsmgOBQa/5cQLSMcdu3ohM0swev1qrtcz549m9AauZB2B7mgV4VYruQzqChXSiH6mzdvVn/+6Ec/ine84x26Hj8NzYSQ05rfH6SUPsh+IYQ0ALgFwA4AywB+SAj535TS7+bzJFUr+qzDpM/nU8fMFQvbWJXrRSCKIsbGxjA7O4vt27fj2LFj4DgOo6OjRSfj8m2jIIoiRkdHMTc3pw5AP3XqlOrJfeqtPfjWifGE+LxN4BA2dl2VDdaETeABsxAf5nLzQCv6O+OJfSY0p06dwsDAAAKBwKp2B8l98osdpbhe2ipnqoQrBDYXFwAef/zxonbH58ECpfRIhr+/FcAIpXQeAAghPwbwJgAbQ/QZpWivnK1MUpIkjI+PY3p6Gp2dnbj66qsTDAULzRSzjM01vKMdk5h8LtpkMCEEn337bnz+PwbBkZUmc2nKS9INMVlrisxHVwySDBDEW1r87PU53HGsE9saE/srmUwmNDQ0rGp3wJqgsVWBtk9+IauC9TBApVhP/3d+53fw7LPPYmFhAR0dHfirv/orPPvsszh79iwIIejq6sLXv/51Hc+4YMYBHCOE2AGEAVwP4HTmh6ym6kVfz/bK2XbTMoGdnJxER0eHOpowGWY8ihX9TOEd7eQs7ZhELckVQNf0NEMgQ5AQ7/HdYhMw54+uEtJKFHyg+gWfW7FaHHd5lzPPEVycDawS/VRoa9m14QdRFAteFawHT18UxaL68z/66KOrbrvrrruKOaWSQCl9iRDybwBeQXyL5RkAD2Z+1GqqVvS1JZulGqTCSDWHNpOg6zVIJZUxo5RiZmYGIyMjaGlpSTs5ix1DK/ovjizFu0WKCngzj3dd0YafvzELf1iEL1ULSQNdYUU6ikLVVYtMKfraCt9YBKReFSiKgnA4nHVVIElSVXv6lNKK7adfCiilnwXw2WKOUbWiD8SFvxSDVBjZ5tCmQ6/h6Nq+/JRSLCwswOl0YtOmTTkNU0kW/f3t9QAozHw8Yf3DV6awHBZXdVqo1PDOekEg8UlcBMC13Y3obNB3ihQAtcNltlXB0tISCCHweDy65grSYfTSX3uqWvSB0nj6lFJMTU1hdHQ04xzaTMfRQ/SZYHs8HgwNDcFms+XVXz9Z9Hc223FT/2Y8fWkefW01eHncmyD4hFwOQVR9LKUCYe0X2OhFCuB/nEu4NBvA7s3Fefu5krwqGB0dVXvh65krSIcsyxnHfOYLG+xikDtVLfps6o9eyzue57G4uIiRkZGc5tBmOk6xhojjOIRCIbz88svgOK6gaV7Jov/kuVn8x7lZhEUFL48vw2E2IRiT4uEGEo8zV/Lm22pfgXAc4jF9cjnUw3FAWFy70BorOCg0V1BbW5vXGEVJknTdT2N02MyfqhZ9vWCjCUdHR2GxWHKeQ5uOYsM7wWAQw8PDCAaDOHjwYMFf6uRk8ORyRC3ZFGWg3irAF1kJ71RBXLSaBR+43IuHABA4AkLik7f6t1xuqV3u+HSm6p1CcwW1tbVpe+SXYoCK0WEzP9aN6BdSF8/i5C6XC7W1teju7kY4HC5K8IHCRT8SicDpdCIYDGLr1q3weDxFeTHJnv5v92/G154bgSRTKJRi0htJ2Tm5Ekojtd7weoMCUCgFByAqJe6+LXcv/XxFOF2ugDVACwaDCT3y7XY7HA4HamtrUVNTA1EUdU3kGp5+/lS16LOLI9+6eDZBy+l0wm63Y//+/bDb7VhaWoLf7y/6vPLNM8RiMQwPD2NpaQnd3d3o7+9HKBTC4uJiUeeRvMGLIwQciUs6TZj3lEglaG06Y8SR6h3XyN5tgSMQFQqFAtO+KMYWQ+huifeLKnfdvF7PZzab0djYiMbGxoRjs30FHo8HbrcbXq8XoVAI9fX16sqgmMlZhujnT1WLPiOfuniWFLVYLKu6ceqRgAXiRigWi2W9nyRJGB0dxezsLLq6urB79+5VhqwYkj39H5x2IxCVVEEVuHgljyjTihD6bPAcUo5trISVSS4wM6udRKbQ+Hxc9fcyi34p6/Q5jlOFnfHqq6+ip6cH0WgUgUBg1apAmzjOJVdQit24652qFn32hWBlm1arNe19l5eX4XQ6wfM8+vr6EkYTMso1PUuWZbXuP9WOXnaMYlsrJ4u+1cSD5wiUFVeZ0niYoRoEE0gt+NVGQtsdAHe9qQONazgqcS125FqtVjgcjoyrgomJCbUyJ7mCSHu+xXj6qYanLC0t4f3vfz9GR0fR1dWFxx57bN0ZlXXRepFNz0qFz+fDK6+8guHhYezatQsHDx5MKfhAaQepAPEvttvtxosvvghZlnHs2DFs37495UVXCk//g0c70OQwgyNxwVHo5fLBaqZaXwIF8PCLk/GZByusJ08/FeleH1sVtLW1oaenBwcOHMDRo0fR39+PpqYmiKKIiYkJvPzyyzh16hTOnTuHf/7nf8Ybb7wBQkhBCfA77rgDTz31VMJt999/P66//noMDQ3h+uuvx/3331/wa61U1oWnzwapaAkEAhgaGoIsy+jp6ckpw18qT59SitnZWQwPD6OpqSmnun/W8bMYknf1XnQvYNEfhUIBnqyU41eRYlZLGCcbZp4gplZRKfCGJTTXxL39ao3p50M+K5lMuYKamhq4XC6cPn0a//Iv/4LOzk787Gc/y/n4qYanPPHEE3j22WcBALfffjuuu+46fOlLX8r5fKuBqhZ9hnZXbjAYhNPpVKfp5LM002taFRN9Nr7R6XSirq4Ohw4dyhiC0qLHEp+9Hjau8RcXfPHdQfRyPT7PkVVDPCqV6jjL1CRMzlp5800cQVeTHU2Oyw5AucM7lNKKmJGbD2xV8Hu/93s4c+YMPvShD+Haa6+Fx+Mp+r2bnZ1Vu2u2tbVhdnZWj1OuKNaF6AuCgFAohNdffx2hUAg9PT1obGxcs63ZgiAgEong9OnTsFgsanVQuVEUBbOzs5idnUVvby/eWtOBHw2dhajQeIinwGWxQf4kv8sE8fm4t+62qS0QzGZzxQwqrxZ8Pp8a09c79k4IWZftHapa9AkhiEQimJmZQSAQQH9/f15zaEuB3+/HpUuXEAgEcPTo0bT5g1IiyzJGR0fhdrtRU1ODQ4cOgRCC5mbgQGc9TgzHR79RSiu2Tj8dlXxu2TDx5HIuRYkn0B8+s4yrtpgwNjYGURTVBP7c3Bxqampgs9nWjfCUYiKY3tU7mzdvVnvpT09Po7W1VbdjVwpVLfqiKOLs2bNobm6G3W5HS0uLLsctZInNQijRaBTd3d24dOlS2QVf2yCuvb0de/fuxeLiovpaTo95cHbCG7/vSsMv00rJppZKFtVKPrdM8OSyd89xl79bdqsZvb29AC7vDJ+dnUUwGMTs7CzC4TB4nk/Y7VqqKVqlphoGqNx88814+OGHcfz4cTz88MO45ZZbdDt2pVDVom82m3HVVVfB7/djbEyfUYD5bvSKRCIYHh6Gz+dDT08PmpqadA2b5GKAmFi4XC40NzeriWKPx5OQo5gPxFY2Z8XhSLzNr0HpUSggrxhXh8BBkmXUWHh84Z271fsQQtQ+ODt27FBvlyRpVQ+c5Lp21gOnkinFAJVwOFxw6DTV8JTjx4/jtttuw0MPPYTt27fjscce0/V8K4GqFn0gntQpRafNbF9OURQxPDyMxcVF7Ny5E319fbovXVkiNpN35PF4MDg4CIfDsSpRnFzrf/WORlhMHKKSEp+eBazy8g1KA3uXeQJEZQqLEN+VuxBM3MSXysgLgoBNmzYlVKAl17WPj49DFEWYzWa15QHb7Zrue6lH0UI+6O3pM8eq0Osu1fAUAHjmmWcKPqdqoOpFH9B3elY2AyJJEsbGxjAzM4Pt27ejt7e3ZIk3tupIdaEEAgEMDg4CAPr7+1N24EyuRnJYeDTbzfBH9DGQBrlj5glMPIdmhwmzgRgiYrx/9X9eWsBbepvU++WayE2125VSilgsBr/fj0AggPn5eYRCIfW+WmPAHIJyholK4ekDRi/9fFkXol/O6VkTExPo6OhIuYtWb1LtytU2Zdu1a1fGeGZy753XJn1wey932jTzBCaOQAFFmnG5BjoRkylisgxZUWAWeHV61nW7mhPuV0z1DiEEFosFFosFzc2XjytJEoLBIPx+P6anpxEIBKAoCqxWK2KxGBYXF3Nue1AMenv6pTIi652qf8f0LqtKFn3tQJXNmzdnHZWoPa9iy++0oi2KIkZGRrCwsICenh60tLRkfd3Jnn6NRYCiyTUolIIjBKk2/lZzlUwlE5EoRFkCzxFQAENzAfzmrsuefinq9AVBQH19fUK7AkopPB4PXC5XQtsDs9mckCew2Wy6OTeSJOkq+j6fb02q46qdqhd9vdFOz2LJ0cbGxrwHqrDQTDEXDM/zEEURo6OjmJycxPbt23Hs2LGcj5ks+rs31+C9h7bi+yfdoAC21tsw7gmvepwh+KVF1iR1/+m5MdxxrANmIS6G5arTZ6sCu92Onp4e9XbWCC0QCGBhYUEND2nbI9fU1BTkYedTIJELRi/9wqh60de7FznP81heXsbY2FjK5Gg+x5FlueBRbpRSRCIRvPbaa+jo6MCxY8fy9pJS7TA+M+4Fh7jwzAeisJo4RMTE+xiCXz4UCnzu34fwtzfvVqu+yhVnTxVuYeGhpqamhPux8NDs7CxcLhdkWVbHLDJjkG2urt6iv7y8XNGi75oPwB+R0L+1Dia+cjbcVb3oM5iHXsy8TK/XC7fbDUIIDhw4kNB2OV+KaZi2sLCAoaEhUEqxe/fuhGEV+ZAs+pRSnJ/xq/12KAUObavHq24fQjHZEPs14ulLC/iNc414+75WKIpStjh1rolcnudRV1eHuro69TZKacoJWtqumGyCFlu5sA6belGpvfQXAlF8+FunMDTnh8Bx4DmCf/7gIbyppzn7g7NACNkE4F8A7EPcP7uTUnoin2OsG9FnFTyFiD5rzqYoCrZu3QpKaVGCDxSWXPZ6vRgcHITFYsEVV1yBycnJolYuyfODCSE40FGPc1M+yJTCZubxyoR3lacPrO/JVZVGWFTwzRMTquiXqw1DMeFHQgjsdjvsdnvCrlU2QSsQCGBsbAyhUAiEEDgcDkQiEXV+tB6GrVLDO/f+4CwuTPtW5ibEr62PPHIaL/3Z9ai1Fj3E/R8APEUpfS8hxAwg700KVS/62k6b+YpsOByG0+lEKBRCb28vGhsbsbCwUPTEKiA/Tz8UCmFoaAiiKGL37t2qR6VHT/1k/s+7+/GR75yBPyLhHQNt+LczU6vuw1oFGJQP93IEQHkbrpXCwKTqisnCQ0NDQ/D5fJifn08ID7F/Vqs1r9fu8/kqTvRDMQknXIsJg3KA+DX1nxfncMuB9oKPTQipB/BmAHcAAKU0BiD7tKYkql70GfnU6kejUQwPD2N5eRk9PT0J/XrKNUgFiHtFLpcLXq8Xvb29CXFUYHXJpR589RkXJpcjkBSKfz01kXJioqH35afOGr8Uy+3plyN/wMJDVqsVXV1dcDgcCeEhVkoaiUQgCEJCwjh5aIqW5eVltLcXLqKlgKQZQaoTOwDMA/gWIeQKAC8D+CSlNJjPQape9PMRa1YJMz8/jx07dmDPnj0pdz/qNUglnWBrxyTu3Lkz5XkA+gxSScYfldRWyjFlnUzRqWDqrQKCMXmV56fFIhDcdijeznc9ij5DG9ZJFx4SRVHdXDYxMYFgMK5nydVDJpMJPp8P/f39upxbV1cXamtrwfM8BEHA6dOnCzqOzczj6u6mVd4+BfC/9mRt3tZMCNE+8YOU0gc1vwsADgH4A0rpS4SQfwBwHMBn8jnHqhd9RiZPX5ZljI+PY2pqCtu2bctY9qinp598HDY5K9cNXrnO2s0VWZZxU5cJJ1yAqKSP2/NVPHy8kuAI4I1IICT9e23mCTo22fDBK+Mea7nDO+Xc3JSLkTGZTCmHprDqofn5eYyMjOC+++5TO+wqioKDBw8m9CsqhP/6r/9K2NRWKH///gP48LdOwTkXAM8RNZGbQzx/gVJ6JMPf3QDclNKXVn7/N8RFPy+qXvS1c3KTBVIrslu3bs2p7LEU4R3t5KyWlhZcddVVOV1seoV32AYz5/AIvvKCqAp6OuczneA3OgQsBY0WDpmw8HGD2ubgMBOM52PMBGivN2E+KKPBYUIopmAxKKLeJuB9h7bgI2/aBru5vHX6QFyELRZLWZ6LPV8hKwuO41BbW5uwEevpp5/GXXfdhQMHDuD111/H888/j6985St6nm7BNNdY8LM/uEb3kk1K6QwhZIIQsptSegnA9QDO53ucqhd9hiAI6lKQUorp6WmMjIygtbU1p/GEDL1CKoIgIBaLYWlpCUNDQ6ipqcHhw4fzusj0OBdJkvDiiy/GE16tvVgMv15QkpYD0go+B1ajsLEhAGJyfCm/GKGwmjhQCrTVmvHALdsQCwcRCARWShutK0JmBxUjoCa7Lru486HSRyVmguM4hEIhvPvd78b27duLPh4hBL/1W78FQgg+9rGP4e677y76mN0tq/th6cAfAPjeSuXOMIAP53uAdSP6zNNnu2g3bdqEI0eO5O3J6PWljMVicLvd8Hq92LdvX0EloMWIfiAQwKVLlyCKIg4ePIhlkcOHvnay4KqcTKKe6m8bzRBwJD56kvU14gnBn1zfhb62GnQ12iBwBBzXrLYNEUVRTWLOzc2pffNjsRjm5+fVsuFSinK5Y/p6o2cv/V//+tdob2/H3NwcbrjhBuzZswdvfvObdTm2nlBKzwLIFALKStWLPhNpNnRCURQcOHAANpttTc4nEomopWl1dXU4cOBAwccqpGQzGo3C6XQiEAhg165duHTpEhRFwf/7zxEEYsWtGjgAVhMHi8DBE84c5tlIgg/EQ2UC4kNpzDyH5hoz3n5FO2xCfK+Eoijq/0DcU2UbnjiOU738V199FZTSlElMlsjUKw5f7aMZQ6FQ0ftpGKwKqLW1FbfeeitOnjxZkaKvB1Uv+pRSnDlzBrIsw+FwYGBgYE3Og/XXX1paQnd3Nzo7O+F2u4s6Zj4xfTYicWZmBt3d3ejr64OiKOjo6MDg4CCePOctqvaeI0CD3YRgVE4p+BttMxfHJmFpXjPPEXzyN3di39Za9G+thUW47EVrPWqtAaCUqj+zfy0tLWoffFmW1dJGbQsENkCFGYNCBqiU09PXexYze9/0MFrBYBCKoqC2thbBYBC//OUv8Zd/+Zc6nGVlUvWiTwjB3r17wfM8Xn75ZV2OydoX5PKF0lYGbd++Hbt27QIhBMFgsOiEcC7hHW0X0Pb2dhw7dkw9LwBobm6Gz++HqHgLPg8TR/DhN3XiuycnEZESfXieAAJPEJVWX9TFVgFVWuM3gsvGjRk4gQM4wsHEE2yus+C9h7aqSdl0sO+VVnDn5+fhcrmwefNm2Gy2hFWBzWaDzWZDa2uruss6EonA7/erA1RisRisVmuCIci22Wk9lIfqEY6dnZ3FrbfeCiCeA/vd3/1d3HjjjUUft1KpetEH4heFLMu61bSzCp5M3pNWbFNVBumRhE3VME3L4uIiBgcH0dDQgCuvvDIhHMTOz+12o7OzE9sarBj3RFIeJ1lc+ZXriOfiiUkQ4Psn3TDzHCSeQFYoZBoPZTjMApbDq0tlk73gTM9XLfBc/MwJoPYvMvEcPv/OPWhymHGgsy7Bu8+FSCSCS5cuqf2eknvTMO+febbsO2U2m9HU1JSwsVBb4z4zM7Nqs1NyL5xyevp6977X02Dt3LkTr776qi7HqgbWhegD+k7PYTX2qUSfUoqFhQU4nc6MLZf1EP10x2BJWp7nsX//flitVlUcgLgxYPNyr7zySgiCgLuv5fC3Tw4hnKLPTjzJSBBd8eKtJh7/+K6dePzVGfz8kh+iTCEQik8croNfNuHR15bgj8rAihBph6vz3OVdiak2JPEckM6OJRuDVIah3HsI2AxzjhD19bCBx4oavAAAIABJREFU8oQQ/HZ/K367vzXv75+iKBgfH8fMzEzK3djq83PcKnFLDg+xz53nedTX16OhoUFNGMuyrBoCbS+cmpoaNWwkCELJxV9vA2P00i+cdSP6epKuVn95eRmDg4Ow2WxZk8WlEP3kJG19fb0q9oQQdYSixWJZ5TXeesUWnJvy4/GzMxBlBTIFLAIHQoC/e3c/AlEJD784gVqLgONv68WethrU1dfj6eFXwBECu5nHWwc6MD63jG+9LKshDl9Ewlt7avH6bASLQRGiApg4CiSJoIknUGj6CV2ZxJwHwN6FdPdJ1SIaKH5VodD4uWlj0gIHfP1dnWisr0P3lsa8BZ/NNW5pacHRo0fz9lhThYfSGQIAarinvb1dbd8cCASwtLSEubk5jIyMQFGUhF2vtbW1RXWsTUZvT7/S2ypXMutC9NlFp1edc7Los2ZRsiyjr68vJw8jucNlIbALlCVpWdsGlqSVZRmEELWHTyQSQW9vb0ILXO2xPnPTbnzgSDv+7cw05v1R9G2pxXsObEGjI75SuXl/W8Jj9m6pxU8+fhRDc0Ec3laPepsJLU2NsP9yFrGQCJ4n6Gmy4o+vacXdPx4F01xRAerNFEFlJfZN4lO6ktWXIL7KAEk9oJ2s/Es2nUzItYKeSvALJTlPIa8IP0fi5/vnN2xHe50Av28eL0/FBZMJZV1dHWpra1MKXCwWw+DgIERRxP79+3WtMMvFECTnCTiOU2c8K4qi5gkWFhYwOjqqtkLWVg5l65mfjlJ4+oboF8a6EH1GLrH4fI4TjUbhcrng8/kyLsFLSSwWw4svvoj29nZcddVVAC4naVkSeX5+Ht3d3Qnx3XT0ttbg02/rzfn5Oxts6Gy4LE5WE49/veswvvnCOOxmHndfsx31NhOu2B7A9Lk5iAqFiQOu667Dte0C/vy/lhCVAdD4blULxyEiKaA0HiNXQMGlaFLFkXjcPJWUm4XL4SStXWVHyRYiygRP4osUWaYw8wSxlefpbLThJx87qm6r18LaBPh8PszOzsLpdKoVNkww/X6/WlmVy6hLPUhnCPx+Py5duoSWlhYAl79PbICK9vzYJK3knvlaQ8AqjTKht6fv9XpTOjcG2VkXoq9txSCKYtGiz3Ec3G43nE6n6lmXqx8Kgw1SURRlVZIWAKanpzE+Po6Ojo6CQgTF0Nlgw2ffvlv9PRgM4ub2CKbmBYz6gCu7NuEvb+lDMCoDz57AZekm+Ju31OOH53w4MX25CRnPx0NNsZWcQnzHOoGUtFKyrNS8p6oU2mQTYOIJFoMiUi2wMoV5COLlqNsbbTjj9ql33F5vwaw/hs21FvzjbQMwC6nf41RtAiilCIVCmJmZwblz58BxHARBwNTUFPx+v7oiKNRzLgRZltXusskr1nThIZPJhIaGBjQ2NmbdWKatHEreWKa3p1+pvfSrgXUh+oxi++YoioKJiQmMj4+joaEhr3m0euH3+zE4OAhBELB//36cOXMG4XBYXY4vLS2pSeQjR47oGnfNF7Y3wefzoX9XL75zNPEitJl4fP6du/HX/zEIWaH41PXduPFoB86FnDg951a99VY7wR8eMOPTv45ApoCkAAIXTxBbBQ6hmAyZapuRaePrBBwBIpKC5XD6EE82jz8iKRhdCqu5AZuJw11v2o73Htpa0HsjSRLGx8cRCoVw+PBh1NTUqKWWPp8PXq8XExMTiEajsFgsCaEhm82muyFgxQft7e04cuTIquNnCw9pCwXYxrL6+nrVELAVRLrumOw7rBeG6BfOuhD9ZE8/XyilmJmZUXv19Pb2IhaLFS34+eQYotEohoaG1IEuLEnb2dkJp9OJYDCormI6OzvR3Nxc1g6JWhRFweTkJNxud8LehFS8Y6AN7xhIzBXcfU0Xnnd54JwPwmHh8dUPHEBfWw0+c+I5yCvePkeAW7oF1JuBh8/HRT8mUzhMBBA4cARodJhBAFy1vQ4/fX2uoNfCTEgoJoNSit890o7z035c09OE9xzckvfxWN+nsbExdHV1JbTNJoSoNffaEZjRaBQ+n0/tKx8Oh9UQCjMEDoejIEMQjUZx6dIlAEhZEpqJfBPGrO3x1q1b1XxUMBjvN+Tz+bC0tITp6WldNpYtLy8XPEZ0o7MuRJ9hMpny9vQXFxcxNDSEuro6tSHa/Pw8QqFQ0efDqm8yiT7rrT83N6fGe7VJ2paWFvh8PkiShN274yEVn8+HS5cuIRwOw2w2q9v52aCKUoYLFhcX4XQ60dTUpJaD5kutVcCP7j6CQFSGw8KDWznfz759F/7q3wfBEWBbox1/+u5DcHtC+O7FVyCq4qLgr49Z4AoIePj1EKIyxaw3gv4tDpybDaVMCGeC5+JizJP4noN7rtsBm6mwMAQrpXU4HHmtwlgcncXYgXgux+/3q+2EQ6GQ6mFr4+npvluUUkxOTmJiYgI9PT0Jxy6GdIYAiIdwUiWMrVYrgsEgGhoa0NDQoMvGMp/Ph127dunymjYa60r0BUHI2dNnYRSe5zEwMJDQw0PvQSqpLn52UY6NjaGjo2NVkpbVcc/NzWHHjh0JeQVtz2/mJfp8PtVLtFgsqjjoZQhCoRAGBwfBcZwulSeEENRaE79+77piC67taYInJGJHkx08R9DbWoO37W3Bk+finvzn3tmH397bgu/89wVgZWAQxwFXNkTxjh01+NIJP/Ip5JEV4NYDm7G/vR7/a3dzQYIvSRJGRkawvLycMO6yGNjmK23xgCRJqiEYHx9HIBBQa+61xiAcDuPixYuora0t2DDnAzMEWgOkNQQzMzNYWlrCli1bIMuyLhvLfD6fbs3WnnrqKXzyk5+ELMv4yEc+guPH825RX1WsC9HXhnfC4XDG+4bDYQwNDSEajaq17smUcpAKcDlJyzZ3JSdpZ2ZmMDY2hq1bt2ZN0qbyErWGYGpqCpFIRDUE7F+uCURRFFVB6+3t1e1CS0eTw4wmx+XlPiEEX3zXXnzq+m5YTTyIFMHZs2cx0GhGz+YaXJgJoLe1Fh975wGccs3DxA9qVgXZsQgc3ra3Fdf25F+ZRSnF3NwchoeH0dnZiZ6enpKusgRBUL1lhizLalJ1cnISi4uLEEURDQ0NsFqt6iamcud+OI5DOBzGhQsXYLPZcPToUQiCkHFj2aZNm3LaWPbQQw9hfn4eExMTCIVCsNvzng2uIssy7rnnHvzqV79CR0cHrrzyStx8883Yu3evXm9FxbEuRJ+RSaxjsRiGh4fh8XhWzcXN5zj5kLy5ipXKmUwmXHHFFbBYLAmbqzweD5xOJ+rr64tK0qYyBGxJ7fP5MDk5mdUQaMMD27ZtQ29vb9krmLQ02HgMDw/D6/WqxvqHVwBhUVa980M7WmAWXIhIirqpKlu0530HNxck+KFQCJcuXYLZbMbhw4eLrhgrFLYLV5ZluN1udHV1ob29HaFQSK2ucblckCQpoVtnXV1dyc6ZUgq3243JyUns2rUrYQpWPgljAOq5ahPGt912G7785S/jySefxNe+9jUMDAzgwQe1UwVz5+TJk+jp6cHOnTsBAB/4wAfwxBNPGKJf6WRK5MqyjLGxMUxPT6Orqwu7d+/OKl56i34kEoHT6UQoFMKuXbtQV1eXIPahUAhDQ0MghGDfvn1FeS7psFqtsFqtqiGglCasCJghsFqtMJlM8Hq96kpkrRLG7DxZYjSV8dGGY2qtAv71rsP4yjNOeMMSeloc+MnZGYTE1DujTRzwpoYATpw4AavVmhASS7cSYhvlFhYWsHv37jWvIGEbviRJSkjUMnHfujVefcRKSFlCdWxsDLFYDDabLcEQFFtCGgwGceHCBdTX16ur2GzkkzCmlOI3fuM38Gd/9mf4yU9+gqampqI2QU5OTqKzs1P9vaOjAy+99FKGR1Q/60L0gbjwa2P62ph5rqMSGenCMvnCcZxavpYqSStJEoaHh+H3+9HT01Py0IkWQohqCNhg6lAohIsXLyIUCqGxsRHhcBinTp1SBVG7IigHLGFdW1ub88pnW6MN//C+eHvtUEzGT16dSXk/gSN4c28T3nJsIKFrpc/ng9vtVksp2WtmbXedTie2bNmCK6+8ck170WuNYS4bvgghcDgccDgc2LJli3qMdCvAfEtIFUXB2NgY5ufnsWfPnqLzGukMwfT0NP7oj/5IDV+x12aQO+tG9IHLnv7c3JxaYZLPqERGsRczMziTk5PqTFwgMUnrdrvzWn2UEpaIXFpaQm9vb8JyXCsM2tryUhqCWCwGp9OJcDiMPXv2FNxYy27m8Q/v24c/fOx1SApVK3tspviQk79+Z7waSltKyQygdiXk8Xhw4cIFtd0Cm25VjmqpVASDQVy8eBEOh6OolViq1w0klpDOzMwgFAol7MKtq6tblVS9ePEiWlpacOTIkZIYQ0VR8P3vfx8PPPAAvvjFL+Kmm27S5X1vb2/HxMSE+rvb7VYHqqxXSJalUdV0wI3FYlhcXMTLL7+MLVu2oKenJ6+a5GReeOEFvOlNb8r7cfPz8+rmKZPJBJ7n1SU2ALXBVVtbG7Zt27am4+q03mJnZ6fakCuXx7FNRkwcotEobDbbqhBJvufjdrvhdruxY8cObN68WZcL2+0J4zsn3XhxxAObwOH/b+/Mo5uu0v///nSnhG6ULrSlC03bAFbaUhFHEHVw1GFAcNxH5sjmQZFyVKAK4jL++CoK6lEYAWVA56cO+lU8Oh6VowdnUKELO22abqELabqkTdK0zfr5/lHv5ZN0TZNPkrb3dQ7n2CK5n3R57r3P837ez7LZ8fhTdtyQvvekWU+lUlEbDmFA1Ol0VDYrPBkPx5ZgJNhsNiiVSnqa7k+EIBZms5m+b71eD4PBQD17LBYLpFIppkyZIkrAv3LlCjZs2ID4+Hjs2rXLrSk1i8WCjIwM/PDDD0hISEB+fj4++ugjzJw5021rDBeO40p5nndpFOKw1hkrQf/cuXPo6uqCwWDA/PnzXX49Z4M+KdIGBQUhPT0dwcHB1JXTZrMhODgYBoMBkyZNQmZmpksbkjsgzxYeHo60tDSX1R2OG4FOp6M5Y+GNYKDiYXt7O1U0paamen12q9AJMzk5edDnMZlMdhuB8GRM3rerG0F7ezsqKiroYcHbYw7b29shl8sRGRmJCRMmoLOzE52dnQDQR0I60u+lzWbDP//5T+zduxevvvoqbr/9dlE202+++QYbN26E1WrFypUrsXXrVrevMRxY0HeSrq4u+Pv7j/iE7sgvv/yCefPmDflDRmbidnd32xVpiWUAkYiaTCZERUXBaDRCr9cDuKpMCA8PF30INoE8j9VqRUZGhttmjPYHz/Po7u6mwZBsBMSIjKRHlEolzGYzMjMzRSliO4PJZKLfL1eehzRXkc2A/HwKb0LD6bI1m81UYpyVleW12c8Ei8VCf95lMlmf5xFKSHU6HTo7O6lts3AjGOqQ0djYiCeeeAJJSUl4/fXXPXqr8RaeCvpjJqcfFBTktslZwFUFz0A/nCQP3tLSQiWgwiItMbfSarVIT0+3y5MDoBpknU6Hy5cvo7Oz025Y9nCDwnARqk7S09M94hjKcRxCQ0MRGhpKW+bJRqDVaqFUKqHT6RAYGIiwsDCo1WoaGDwtgRRKVN3hhNlfcxVpQNLpdKipqaEbgaPdArHlbmpqglKpdGuqyxVI6jI5OdnOXkIIkZAKgzRxISXdxURCGhoaarcJBgUFwWaz4cMPP8S7776LnTt34rbbbvP6+/YlOI7zB1ACoJHn+cUjeY0xE/QJZJi4q+mBgYI+8Z2pq6tDUlJSnyKtUKM8mC8NaUYR5idJx6VOp0NtbS0MBgM9HY40TSAMHiRn6c3UALn9XL58GbGxscjJyaGNPDqdDm1tbaitrYXZbKZBgfwRq8GIqIQiIiJw3XXXiZZaCgwMRFRUlN0BQPg9VyqV1KiMpMaILNSbgc9kMqGiogI8zyM3N9fpWs1gLqTEjqGoqAibN28Gx3GIiIjAli1bkJ2dzQJ+XwoAlAMYsTxqzAV94r/jrqBPIGMSKysrER0dTTtlhY0kra2tqKmpQUxMzIiCR38dl6SAptPp0NzcjK6urmH77Wi1WigUCqckj2LS3d2NiooK+Pn59TH/IjeCuLheczahrry1tZVuBKTByB0bgdlsRnV1NQwGA2QyGSQSicvv0VmE33Mie1Sr1UhJSQHQW8Qk9heOuXKxN2+e56FWq1FbW4vp06fbKXxcRSghjYmJwX//+19IJBJs2rQJEokEZ86cgcViwYoVK9y25miH47hEAH8E8P8APDnS1xkzQZ8EPaLVd1VCKAz65CRIxhA6dtLqdDpUVlYiNDQUOTk5bpUvBgYG9kkTkMKhVqvtY7MQHh6O4OBgamTlrWAmRJhacpSEDsRAunLHjUCYJiABcaiNQHj78QXJLNBbWCeDTfqz3iDpQL1ej4aGhj5F07CwMEgkErfdUnp6eiCXyxEYGCjqgaGurg7r169HRkYGfv75Z3obWLZsmSjrjXLeBLAZgEvDgcdMIddqtcJisaCsrAzx8fEuNzopFApMnDgRGo0GPT09tEhLnAQ5jqOdtmazGVKp1GuDmommvKOjA/X19dDr9X3UI2K23Q/2XCSHm5CQgMTERLefToUbAflDplYJ3zvRsgudMKdPn+7124/ZbKbd2llZWU4V1knRlBSLOzs7wfN8n9GNzmwEpLbR0NAg6rQ4m82GgwcP4uDBg9i1axduueUWr2+83objuMsAWgWf2s/z/P7f/m4xgDt5nn+M47iFAJ4eaU5/zAR9m80Gs9kMhUKByMhIl6xkLRYLTp8+TRUKpEhLgr3VaqXNTGRMoTcRXsOnTp2KpKQkuimRG4FOp6PpEWdOxSPFYDDQ25FUKvXohkN83IV9BBaLhc4bTk1NRVxcnNftJYhZW3JyMuLj490S9Gw2m91GoNfrhz3Dt6urC+Xl5ZBIJEhPTxettqFUKvHEE09AJpPhlVde8fpN1FcYTL3Dcdz/AHgYgAVACHpz+p/zPP8Xp9cZa0G/trYWwcHBdg1RzrxGQ0MD6uvrIZFIEBkZiYSEBDvfjytXrqChoQFJSUmYOnWq1/XSOp2O3kqmT58+aHAd6FQs3AjCwsJc+mUn1hLEZtjbUjty26iqqkJMTAwmTJhAg6Hjex8oGLobYn0cFBTkkQ1ROMOXFI2JjJLUBzo6OtDa2ipq05fVasV7772Hw4cP44033sDChQvH/eleyHAlm66e9MdcTn8kg1SEgYHkVFtaWlBXVwebzYawsDAYjUbU1NQgOjra6yZkQG+rfFVVFXp6epCZmTms1FJ/eXJhQGhqaqJzeYWpoeEUDYcyRvMGQifMOXPm9AmuNpuNboLCgebDORWPBGGHr6P7pJj0p54h7725uRkXL16kM3wvX75sJ6N0102wtrYWTzzxBGbNmoWff/5Z1P4QxuCMmZM+z/MwmUxoamqiBmfDQVikJacuksohuuIrV67AZrMhNDQUERERtGAqxizToRAqPNLS0lzWkw+0BkkRkNMhMHAzmdAYzRfy5EK7goyMDKfqO8JNkLx3kh4RboLO3oaIP83kyZORkpLi9Y5jm81GrcZJsZ+kxYRNZY7SWWd7KKxWKw4cOIAPP/wQb731FubPn+/1w4CvwjpynYQE/ba2Nmp7Oxg9PT1QKBR0mIpjkdZoNKK6uho9PT2QSqUICwujzTUkR07kk+Hh4XbySbHeX0tLC2pqarzSii9sJiOdlqS+AYBK+rz9C03GX7rza+TKRmCxWFBdXQ29Xo+srCyfyF93dHRALpcjPj4e06ZNG/R7JkwJku8/2QiEt6H+FGtVVVXYsGEDZs+ejR07dni929rXYUF/BBiNRuoEOWvWrH7/H5JzJvJB4sdN5JfEf7+lpYUWaQf7pSAGXGQjIMZjwo3A1ZMvGe0YEhJCfX28CWlAq6+vR2xsLPz9/ekmSEbckffvqdsQ2cR5nveItxHZCLRarV3BVOhESVKCzpjZiYnFYkFVVRXtSxhpECZd1cKNgDSTKZVKdHV1ob6+Hl999RU93TOGhgX9EWAymahqJCcnx+7vhEXaadOm0UKvsLlKpVKhrq4OiYmJSEhIGNEpUfgLQTYCUjAkgXC46QFiMSwcvuJtiFFbZGQkUlNT++S7hc1kwtuQWMPbhXlyYofhLUharK2tDQ0NDbBarX2mk7lTS+8M5AZEBAju3oCI4d7Ro0dx8OBBqFQqTJw4EcnJydi9ezcbYj4MWNAfASaTCUajEefOnUN+fj6AvkXalJQUu05ajuOg0WioHXJKSorbc9LC9IBWq6V66oFy5GQoukqlQlpamk+kTYxGIyorK2E2m502ahNO6NLpdHRCl6t+/KShKTo62ify5EILDqEfU3/1EbGaqhwhMmaz2YysrCzRbkBWqxV///vf8cknn+Dtt9/G7373O/r1iIqKclvhtr6+HitWrIBarQbHcVi7di0KCgrwwgsv4MCBA1SqvWPHDtx5551uWdNTsKA/AsxmM6xWK06ePIl58+ZRGwKSFiFFWqA32BsMBlRWVsLf3x9SqdSjDob95cj9/f0RGBgIvV6PKVOmID093esqIbIBNTU1USMyV3Ec1ShMiw2nmcxdTpjuRK/XQy6XIyIiAmlpaYMGcZvNZlcsFRbKhXlyV+sRarUaNTU1oh8cKioqsGHDBlx//fV46aWXRP09UqlUUKlUyM3NhV6vR15eHo4ePYojR45AIpHg6aefFm1tsWEumyOE5OXPnz8Pk8lkV6QleXuTyYTq6mp0dXVBKpV6RUvuaLjW2dkJuVwOq9WKuLg4dHV1obi42GOF4v4gKYGYmJhhzzsdDv2NahSmxTQaDbVbdtTRq9Vq1NfX+8wNiLipdnR0DHvKl5+fXx8nSmF3rdBmQSidlUgkw9oIjEYj5HI5/P39RR3abrFYsGfPHnz22WfYs2cPrr/+elHWERIfH0/lxpMmTYJMJkNjY6Po644lxtRJv6urC9XV1VAqlcjJyelTpCVyx+bmZqSmpvpE0DCZTHRObkZGRp8NyBOFYke6u7uhUCjAcRwyMjK8NvDF0WunpaUF/v7+iIyMpNJZV4Z0uEprayuqqqqoxYS7f5aEG4FQMeWYGiIbAWkerKurg1QqFbW+IZfLsWHDBtx444144YUXvPIzolQqsWDBAly8eBG7d+/GoUOHEBYWhjlz5mDXrl0enTntDlh6ZwQQN8K6ujrMnTsXwvfW1NREh6QnJSV5vZOWFJYbGxuRkpKCuLi4YY8qdFeh2JGRGKOJDXHC7OzsRFZWFkJDQ/uVTzrbTOYKRqORTkTz9BQ0YVqQ+O2QWbd6vR4SiQRZWVminu7ffvttfPHFF9i7dy+uu+46UdYZis7OTtx0003YunUrli9fDrVaTZV2zz33HFQqFQ4ePOiVZwMAjcGEfT9VQ9ttxn35SciZNvQGxIL+CDCbzTCbzSgvL4dWq6XdlBqNBpGRkT7ROARcPSGSwrKrJ9X+dOSDFYodEfYATJ06VRRjNGcROmEO5U1DiqVkE3RMjbhrMplw0Ep6erpb6huuwvM8Ll++jMbGRkRHR8NsNtOBPMKN0B3vv6ysDBs2bMDChQvx/PPPe006bDabsXjxYvzhD3/Ak0/2dRhWKpVYvHgxLl686IWnA3rMVvx+909o0vbAYuMREuiHT9bOw+ykwWf7spz+CHjggQdgtVoxZ84cxMTEoKSkBPfccw9CQ0PR0dGBs2fP0iAQHh7uVungcDAYDFAoFAgICOjjJ+8Kwjb7hIQEAFdTA1qtlk7m6m8gC7EqCA4Odrst9EghTpihoaHDsvUVThwjuHsyGam5TJo0ySdsOMgzlZeXIzIyEtdff73d4WGw9y8c1zicjcBsNuOtt97CV199hb1791JlnDfgeR6rVq2CTCazC/gqlYrm+r/44osB+3Q8wfkGLTq6zLDYes/MPWYbPj/dMGTQ9xRj6qRvtVrx66+/4vnnn4dcLsf06dNhMBiQnZ2NOXPmIDc3F/Hx8TRP2t3djZCQEJoWCQ8PF+UmYDab6ejEjIwMu2lZnkTYUazVatHR0QGe5zFlyhTExMR4vFDsCCmKtre3i2LWZrFY+vQQBAQE2G0Ejs1kQkfVrKwsn+iVsNlsqK2tRVtbG2Qy2bAtvYVTukhqSDiukRwEhBvBpUuXsGHDBtx666147rnnvH4oOHHiBObPn49rrrmGPueOHTvw8ccf4+zZs+A4DikpKdi3bx/dBDxNRZMeS/ecQI+5VykY6M/h8YXp2Lho8F4Flt4ZIaWlpVAoFLjvvvvoaL7Tp0/j1KlTKCoqglwuR1hYGPLy8pCfn49rr72W5kN1Oh0sFotb8uPA1dGKDQ0NbrXPdQVh2iQpKQnR0dF21hKeKBT390zEdz8xMVGUouhADNZM5ufnB7VajalTp3rc9mIgtFot5HI5YmNj3fJMwo1Ap9PBYDDg8uXL+O6778DzPMrKyvD+++97LXc/Wtl+9CKOlNbD349DzKQQHH38dwifMPjvEQv6IkHGHp46dQqnTp1CcXExGhoakJKSgry8PMyZMwcymQw2m42eiDiOo9YC4eHhw5pT29bWhqqqKmqw5QvpAL1ej4qKCkgkkgHrG8JCMSkWCy2Iw8PD3aqYITbDgYGBkEqlXj9JAldTOUajESEhITCZTG5pJnMFq9WK6upq6HQ6yGQyUV0qi4qK8Pzzz9PvuUKhwKpVq/D444+LtuZYpKq5E51GC2bEhyEoYOjNmQV9D2Kz2VBdXY2TJ0+iqKgIpaWl6O7uxowZM+hGMG3aNCofNBgMdvp5MqIQ6JWNEhWRpxu+BkI4nSkjI8PpCV/EfZHcBpwtFPeH0AnTV5RCQntoYR+AYzOZVqulXjPCjVAsxYxGo4FCoRBNGkowmUzYvXs3vvvuO7z77rt2ViY2m81tN52Bumo1Gg3uu+8+OsbyyJEjo0526Qos6HsZk8kLabFjAAAURklEQVSEc+fO0Y3g4sWLCAkJQU5ODvLy8pCbm4vIyEg7awHSE5CcnIypU6d6/XRP2uAbGhqQmpqK2NhYtwUMYaFY2FHsWCjubz0xnDBdxWAwQC6XD3uMouONqL/JZMIxjSPBbDajsrISRqMRMplM1HrL+fPnsWHDBvzxj3/EM888I+pgl4G6ag8dOoSoqCgUFhbilVdeQXt7O1599VXRnsPXYEHfx+B5Hh0dHSgpKcHJkydRXFxMJY4TJ05EVVUVDhw4gOjoaBoEiH6cpIXcIZsbLkMZo4nBUNbTwcHBuHz5ssecMIeD8Mbh6tQo0kwmvBGRoSzOevE3NzejurraqR6OkWAymfDaa6/hhx9+wL59+3DttdeKss5gLF26FOvXr8f69etx/PhxxMfHQ6VSYeHChaioqPD483gLFvRHARcvXsTDDz+MadOmISUlBWfOnKFjAklaaPr06TQ1IDwNiyUbdcUYTQyEdtdarZYObPdkoXgg2tvboVAo3FYU7Y+BeigcNwKytslkglwuB8dxyMzMFPXEffbsWRQUFGDJkiUoLCz0yvdB2FU7bdo0dHR0AOjdQCMjI+nH4wEW9EcBzc3N0Ov1dlO6LBYLLl26RNVCREY2e/ZsmhaKjY2lqREiGxVuBCP55XM0RhtqDoCncHTC9PPz82ihuD9I2qSnpwcymczjdReh4Zqwmczf3x9dXV1ISUkRtUHOaDRi586dOH78OPbt24fs7GxR1hkKx67aiIgIuyAfGRmJ9vZ2rzybN2BBf4xAiqAlJSUoKipCUVERFAoFJk+ejLy8POTl5WH27NkIDg6mQcBZ2ajQGC05OdnrFsPAVSdMo9GIzMzMQW8cYhSKB1qHyFXdXeNwhe7ubpSXl4PjOERERMBgMPSroXemmWwgzpw5g4KCAixfvhybNm3y2i2rv67azMxMlt5hQX9sQoJPUVERvRGQE/qcOXOQl5cHmUxGNeSOslESAMi0KI7jfEYpJLQqcMUJ05VCcX+QwBoSEgKpVOoTdhxC//3+BqU7NpMZDAYEBgYO2kw2EEajEa+88gpOnDiBffv2ebVjled5/PWvf0VUVBTefPNN+vlNmzZh8uTJtJCr0Wiwc+dOrz2np2FBf5xhs9lQUVFBN4HTp0/DZDLhmmuuofWBhIQEGAwGaDQaaLVa2k0bGxtrJxv1FsRTPjw8HGlpaW4vHpMg6MyMYpL2UqvVTg9JFxODwYDy8nKEhYVh+vTpw76dmUwmmhoi6UHhZDLycyDcCEpLS7Fx40bcc889ePrpp72uKhuoq3bu3Lm49957UVdXh+TkZBw5csQnpLyeggV9Bnp6enDmzBnaRHbx4kUYjUZ0dXVh9erVWLp0KcLDw+0GkYSGhtoFQU+pdogTZmZmptN9AK7gqJ8XDmMJCAjAlStXEBMTQ+sJ3kZo7+2qWojQ32SysrIyXLp0CR0dHaipqcE//vEPzJw50w3vgCEWLOgz7OB5Hn/+858REhKCO++8E5WVlSgqKkJdXR2SkpKQn5+PvLw8+ovtCdmoM06YnoLneXR2dqKyspI20fE879FC8UDodDrI5XK7orYY8DyP77//Hrt376an/paWFrz00ktYsmSJKGsyXGeooM9xXBKADwDEojc27+d5/i2n1xmNQf/bb79FQUEBrFYrVq9ejcLCQm8/kkdoampCXFyc3eeIzpw0kRUXF6OzsxMymYzWB9LS0tDT00Pn87pDNkqamUJDQ5Genu4zOfLm5mbU1NTYbUKeKhQPhHC6lkwmg0QiEWUdoLd2sWPHDhQXF2Pfvn2QyWQAer82ZrPZrRLQlStX4uuvv0ZMTAy1MR4Ls2q9xTCCfjyAeJ7nT3McNwlAKYC7eJ4vc2qd0Rb0rVYrMjIycOzYMSQmJiI/Px8ff/wxZsyY4e1H8xnMZjMuXLhAN4ILFy4gICDArpt4ypQptJHKGdmo0HVSDCfMkdLd3Y2KigoEBAQgIyNjyODm7kLxQLS3t6OiooIO7xHzJnTq1Ck8/fTTePDBB1FQUCB6au8///kPJBIJVqxYYRf0R/usWm/hbHqH47gvAbzD8/wxZ9bxvguYkxQVFSE9PR1paWkAgPvvvx9ffvklC/oCAgMDkZubi9zcXDz22GPgeR46nQ6lpaU4efIkXn75ZVRVVSE2NpYWibOzsxEYGEjn0/YnG9VoNKiqqqKbrbdTOUDvCbaurg4qlapfBcxA+Pv795lTK1TLEK8iUiQlX4fhdhFbLBb6GsTJVSy6u7vx8ssv4/Tp0/joo4+QmZkp2lpCFixYAKVS6ZG1GPZwHJcCIAfAKWf/7agL+o2NjUhKSqIfJyYm4tQpp9/3uILjOISHh+OWW27BLbfcAuCqtLKoqAgnT57E3r170dbWBqlUSmcPxMbG0g7Rrq4u+Pn5ITo6Gv7+/jAYDG7RjbsCyZFHRUW5ZXB7QEAAoqKi7DYOYZG0oaHBrlBMNgLHW1FraysqKyuRnJyMzMxMUb9Gv/76KzZt2oSHH34Yr7/+uk/0aLzzzjv44IMPRu2sWi8SzXFcieDj/TzP73f8nziOkwD4XwAbeZ7XObvIqAv6DPfAcRz1rl++fDmA3pRHeXk5Tp06hc8//xylpaVoaWkBx3F47LHHsGDBAsTFxcFgMKCmpoYWSoVpIU/IRi0WC6qrq6HX6zFjxgxRc+TBwcGYMmUKzVHzPE/rI21tbaitraW3ookTJ6KjowN+fn7Izc0V9WvR1dWFl156CefPn8cnn3yCjIzBB3R4inXr1uG5556js2qfeuopr86qHWW0DpXe4TguEL0B///zPP/5SBYZdUE/ISEB9fX19OOGhgY6IpDhGv7+/pg1axZmzZqFhx56CDfddBPWrFmDefPm4ezZs9i9ezcqKioQHh5O00I5OTkIDQ21OwmLKRttaWlBVVUVkpKSkJGR4fGbBhlCPmHCBFpUJ70AdXV1kEgkMJlMOHv2rF03rUQicUuhmOd5/PLLL9i8eTMeeeQRvPHGGz5xuifExsbS/16zZg0WL17sxacZW3C9P+zvAyjneX73SF9n1AX9/Px8VFZWora2FgkJCfjkk0/w0UcfibpmSkoKlfkFBASgpKRk6H80ygkJCcGxY8foeMBbb70VwNUpVyQt9MEHH+DKlSt2Q2jS0tJgtVrR3NyMqqoqO9noSANgT08PKioqPHKKdoaenh46BGbevHk01SMsFNfV1dnZKpCvg7OFYoPBgBdffBFlZWX49NNPkZ6eLtbbGjG+NKt2DPI7AA8DuMBx3NnfPvcsz/PfOPMio069AwDffPMNNm7cCKvVipUrV2Lr1q2irpeSkoKSkhJER0eLus5oxWazoaqqik4jO336NLq7uzFz5ky6EaSkpFDbYWdko0KrgvT0dJ/5HpCaSENDA6RSKSZPnjzkvxEWirVa7bALxTzP48SJE9iyZQtWr16NdevW+cTp/oEHHsDx48fR2tqK2NhYvPjiizh+/LjPzKodbbDmLB+CBX3nMRqNOHfuHLWVIENocnNzqWw0KipqQNloWFgYjEYj5HI5IiIikJaW5hOBDujNp5eXl0MikSA9Pd2l5xqso7i8vBwymQx79uyBQqHA/v377RxdGWMLFvR9iNTUVERGRoLjODz66KNYu3attx9p1EGG0BQXF9ONQKlUYurUqXayUT8/P7S2tqK5uRkAEBERgejoaJeH1LsDoY9PZmYmIiIi3L4GKRS3t7dj8+bNKCkpAc/zuPHGGzF//nw89thjbl+T4RuwoO9DNDY2IiEhAc3NzVi0aBHefvttLFiwwNuPNeqx2Wyor6+36yZuaGiAyWTCXXfdhbvuugsZGRl0EMtAbqOeKObq9XqUl5dj8uTJSE1NFdXHR6/XY/v27aipqcGBAweQlJQEuVyOmpoa/OlPf3LrWv111Y73WbXeggV9H4V1HIpHYWEhKisr8eijj6K2thbFxcU0P5yTk0NTQ3FxcbRI2tXVRe2GxZCN2mw21NbWoq2tDTKZTFQzOZ7n8dNPP+GZZ57BunXrsHbtWtFN4vrrqt28efO4nlXrLVjQ9xEMBgNVnxgMBixatAjbt2/H7bff7pbXZyetq2g0mj4dtcRArbS0lLqNKhQKREdH0yE0RM1DLBWIbFRYHxiJbJRM/RJznCJBr9dj27ZtqKurw/79+5GcnCzaWo4olUosXryY/vx5YpjJ9u3bERUVhY0bNwIAtm7dipiYGBQUFLh1ndEEC/o+Qk1NDZYtWwagV33x4IMPulUtxE5aziMcQkOG1KvVaqSnp9ONQCaT2allnJGNWq1WVFVVUeO60NBQUd/L8ePH8eyzz2L9+vVYtWqVxy2gHYO+cGyhWLNqlUolli9fjtOnT8Nms0EqlaKoqGhYKqixCgv64whvnLTGGlarFQqFgtYHzpw5A5PJhOzsbLoRJCUlDSkb1Wg0qKysRGJiIhISEkStF+h0Omzbtg2NjY3Yt28fpk2bJtpagzFY0AfEm1W7aNEi7Ny5E2q1Gu+99x4+++wzt68xmvBU0B91zVnjAbVaTbXNcXFxUKvVXn4i38ff3x8ymQwymQyPPPIIgF4jMjKE5p133kFZWRkkEglVC+Xm5mLSpEnQ6/Woq6uDwWCAn58f4uLiEBIS4nYrYgLP8/jxxx+xdetWFBQU4JFHHvGJAS+E2NhY2mSlUqkQExMjyjqrV6/GoUOH0NTUhJUrV4qyBqMvLOj7OBzH+YSb5WhkwoQJuOGGG3DDDTcA6A22bW1tKC4uxsmTJ/Hxxx+jvr4eISEhaG5uxtatW/H73/8eQK8l8kBuo67IRrVaLZ599lk0Nzfj3//+t515oK+wZMkSHD58GIWFhTh8+DCWLl0qyjrLli3D9u3bYTabRe+qZ1yFBX0fxFMnrfEGx3GIjo7GHXfcgTvuuAM2mw33338/TCYTVq9ejUuXLuHw4cMwGAx2Q2gSEhLQ3d2NK1eujFg2yvM8jh07hu3bt+PJJ5/EihUrfOJ0L+yqTUxMxIsvvojCwkLce++9eP/99+msWjEICgrCzTffjIiICJ9pvBsPsJy+D+CYU920aRMmT55MC7kajQY7d+50y1ps2pE9pOtViNlsxvnz56mtxIULFxAYGIicnByaFoqJiaHdxI6yUUc7hY6ODjzzzDPQaDR49913mUHgb9hsNuTm5uLTTz+FVCr19uN4HVbIHSf0519y11134d5770VdXR09aQ13OMhQsGlHzkOG0JSUlNBu4urqasTFxdH6wLXXXougoCBqp9Dd3Y3XXnsNsbGx+Pnnn7FlyxasWbPGJ073vkBZWRkWL16MZcuWYdeuXd5+HJ+ABX2GaDjeLFjQdx5iuEZuA0VFRdBoNHQITWZmJv71r3+hpaUFaWlpKC8vR3BwMH788UdvPzrDR2HqHYZHYdOOnEM4hObuu+8G0CsbLSsro2qhhQsXYtu2bfR0b7VaPfJs49EKnDF82El/HOJ40ler1YiOjqbTjlQqFZt2NIphrrCjE0+d9FmCkYHY2Fj4+/vDz88Pa9asQVFRkbcficFgiAQL+gyoVCr63+6edlRfX4+bb74ZM2bMwMyZM/HWW28B6PXZWbRoEaRSKRYtWiRKx+d4heM43HbbbcjLy8P+/X3majPGOSy9M87w9LQjlUoFlUqF3Nxc6PV65OXl4ejRozh06BDzFxIJZgU+OmHqHcaYZOnSpVi/fj3Wr1/P/IU8AFNmjR5YTp8x5lAqlThz5gzmzp3L/IVEwmAwQK/X0//+/vvv2XByhh1MssnwCJ2dnbj77rvx5ptvIiwszO7vmL+Q+1Cr1X2swN01+4ExNmAn/VFOcXExsrOz0dPTA4PBgJkzZ1Ippq9gNptx991346GHHsLy5csBXPUXAsD8hdxIWloazp07h3PnzuHSpUtunf3A8D4cx93OcVwFx3FVHMcVjuQ1WNAf5eTn52PJkiXYtm0bNm/ejL/85S8+dZ3neR6rVq2CTCbDk08+ST9PnBwBuN3JcSDF0AsvvICEhATMnj0bs2fPxjfffOO2NRkMseE4zh/AHgB3AJgB4AGO42Y4/TqskDv6MZlMyM/PR0hICH755Refciw8ceIE5s+fj2uuuYZ2pu7YsQNz584VzV9oIMXQkSNHRkVR89tvv0VBQQGsVitWr16NwsIRHegYo4yhCrkcx80D8ALP83/47eNnAIDn+f9xZh2W0x8DtLW1obOzE2azGT09PZg4caK3H4ly4403YqCDxQ8//CDKmvHx8bRIPGnSJMhkMjQ2NoqylruxWq14/PHHcezYMSQmJtKb3IwZTh/oGGOPBAD1go8bAMx19kVYemcM8Oijj+Jvf/sbHnroIWzZssXbj+NTCBVDQK/HUHZ2NlauXOmTDWFFRUVIT09HWloagoKCcP/99+PLL7/09mMxPEM0x3Elgj9rxViEBf1RzgcffIDAwEA8+OCDKCwsRHFxMXNy/A1HxdC6detQXV2Ns2fPIj4+Hk899ZS3H7EPjY2NdtO0EhMTR80theEyrTzPzxH8cWynbgQgHLWW+NvnnGKonD6DMSrhOC4QwNcAvuN5fnc/f58C4Gue532n6g2A47g/A7id5/nVv338MIC5PM+v9+6TMQSIEjSHkdMPAKAAcCt6g30xgAd5nr/kzDrspM8Yc3C9ov/3AZQLAz7HcUJviWUAfEvb2otbTnOMsQfP8xYA6wF8B6AcwBFnAz7ATvqMMQjHcTcC+C+ACwBsv336WQAPAJiN3pOaEsCjPM+r+nsNb+Gu0xxDVLxy0ncXTL3DGHPwPH8CQH8tvj4vzOd53sJxHDnN+QM4yAI+w52wkz6DwWA4x6g+6bOcPoPBYIwjWNBnMBiMcQQL+gwGg+EcnEh/Wj3y8Cynz2AwGOMHdtJnMBiMcQQL+gwGgzGOYEGfwWAwxhEs6DMYDMY4ggV9BoPBGEf8H+BZnQMk2L+pAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "############# a square that is expanded by 2 pixels ################\n", "# takes ~4 seconds\n", "\n", "center = 16\n", "size = (32, 32, 32)\n", "d1 = 4\n", "d2 = 6\n", "shape1 = np.zeros(size)\n", "shape1[center - d1:center + d1, center - d1:center + d1, center - d1:center + d1] = 1\n", "shape2 = np.zeros(size)\n", "shape2[center - d2:center + d2, center - d2:center + d2, center - d2:center + d2] = 1\n", "\n", "window_size = (5, 5, 5)\n", "overlap = (4, 4, 4)\n", "search_area = (5, 5, 5)\n", "\n", "u, v, w, sig2noise = extended_search_area_piv3D(shape1, shape2, window_size=window_size, overlap=overlap,\n", " search_area_size=search_area, subpixel_method='gaussian',\n", " sig2noise_method='peak2peak', corr_method=\"fft\",\n", " width=2)\n", "\n", "# displaying the shapes with 3D scatter plot\n", "fig5 = scatter_3D(shape1, control=\"size\")\n", "fig6 = scatter_3D(shape2, control=\"size\")\n", "\n", "# 3d plot of the signal-to-noise rations\n", "fig7 = scatter_3D(sig2noise, control=\"size\")\n", "# 3d quiver plot of the displacement field\n", "fig8 = quiver_3D(-u, v, w)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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I59q2fdQP7qtWMKf3qMxmszQ2NiJJEps3b8bj8cwphZnOfHyYmUyGTCbD0NDQjP0yj8V8uhV17dzJSz/4AeZEpI1tU/u617H5E59AnqfZfaa+lQVr02Q7Tao8wuHKECm/h9WSm83i2RNhLnRKfrzzFP7uJ+O5nTQT/cJVyfuAukk/107cNplrgTcB2Lb9rCAIHqAcGD7aQV91gjlTk4zCiIhzzjlnyna3+XAiEWbhWoaGhnC5XGzYsGHO5528l7wgBLMRzPHmZvZ+97t4y8uRJ2bl2LZNz1NP4Y5E2HjttXO+luNd53Rr0yNClp9JGSzdQMql2GMnuFeEK+0c5cPDhEKh4hyfheRsjzAXiqqqKgYGBqipqWFgYOC4TpETYuGq5HuAVYIgLCMvlFcB7592n27gMuAngiCsBTzAyLEO+qoRzJl6VI6MjNDa2kptbe2UERHTH3ci36RzFcyxsTGampqorq5m27Zt7N69e87nhL9GE5PtRbMRzNY//hFRUYpiWThGoKaGjj//mXVXXYUyg+c0Nz5O69NPo3Z14S0tZenll1O+bt2cX7NBweIXbp0aW0GRXODJW2TGtRx/WCGwcTDNwMAAuVyuOIKi8G++HsNTaVw/FecxDANJktA0bU7ZyfF4+9vfzk9/+lNuuOEGfvrTn/KOd0yvoSwAC1Qlt23bEAThE8DD5GPWH9u2/bIgCF8BXrBt+/fA54D/TxCEz5AvAF1jH+fD8qoQzOnrlKqq0tjYiNvt5sILLzzq3mpJkjBN84Q+kLMVzFwuR1NTE7quH+GpPBFOdKZPrK0N1wz2E1FRsC2LzNjYEYI53tzMwVtvRRFFvOEwY01NdO3cyZorr2Td1VfPSRz2SDo2oDD1MQEExhWZ3PJqNlp5y0wmk5libZrcPT0cDk9p/DsbTlXkB6dmZEjh+SSTySkz4efC+973Pnbu3Mno6Ci1tbXccsst3HDDDbz3ve/ljjvuYOnSpfzyl79c4CtnQX2YE57KB6fddtOk/x8GXjeXY57VgjnTiIj29nai0egxR0QUOJm7dWzbpqenh56eHlauXEllZeWCfJiO58PMxeN079rFwJ49KH4/S1//eqovuIBATQ2jhw+jTBNsyzTBtnFNq87blsVz3/oWoizjr6oqRjKWYdB0331UX3QRZeecc/QLtW0wTZj4Mopjc6zWymnhr+txPp8Pn89X3F5Y2BlTKCgVTN2FYlI4HMbj8RzThnVGbyecgUL3rBMVzHvuuWfG2x977LH5XNbxcbZGnnoKNqGhoaHimuTQ0BDt7e0sWbKE1atXz+oDUogwT4RjFX0SiQQNDQ1EIpEZ96HPh2MVfVIDAzzxr/9KNhZDCQSwDYP+555j0bZtLLviCgZeeAG3YSBOup70wACLX/taPJEIsfZ2Oh59lFR/P7LPR6q/H2XC1F583rKMqCh079w5s2CqaeSH7kPe9RBCNoNVV4/+1qtYccH5/GWG51P4ylls5SNAGxsLkCZFotO7p0M+LS3sUhoeHi6O5J1clS+K/CmMME8l6XT6lOzGWlAcwTy1TE6/m5ubOe+882hoaCAQCMy54jyfBhozYRgGLS0tJBIJ1q1bN6s3cy6RoGvnTvqffx7J42HZZZex6KKLpojaZGYSzEKk+9Ltt6On0wQnWUw8tk3/s8+yaOtW1rznPTT95jd5KZIkbNMksmwZ5193HW0PPcRLP/whgiyj+Hyk+/uJtrUROvdcvNOiUlFRyMXjR16clsP1319G6mzFKq/CLimD6Bju73+di675JPe9fhujgkWZLSAgYGEzLMHKpElpQOBXco6/yDoZwabekvg7XWGDNXNcWmg4UvjCnNxuLRqNFqdJ+v1+bNvG7Xafsir2qSKVSp1whPmKchr/Cc4awZyefhuGQTab5fDhw7MyfM+EJEknnJJPv7ahoSHa2tpYunRpcZzr8UgPDfH4v/wLmdFRXMEglmHQv3s3i7Zu5bU33IA0w3ygyYKpJZP0PvooI3v30uLzMbB7N2Xr1h1xf1c4TMfDD3PprbdSt307fc89h6GqlK9fT/m6dRy+5x52f+MbIIq4AgHCy5cTWraMeFcX8aYmwlVVMOmLyMhkKF+/vvjcTU1DlCSUl55D7GzFqqmDwvMPRbDcHgK//DHXX/RafugX6JJMRDsfSZ6Xs/mbkQzfKUmQTXaw0oJYaCmjksB33Fn+UbN5rXn8L8GZ2q0VOgV1d3eTSCR48cUXAYp7swv7sxciXT9VTZwL6/SQ3x3mRJgLy2l8abPjaCMiurq6EEWRLVu2nPAbfj4peYHCDHKXyzXnCHff7beTi8cJ1f3VTmaXldG/ezddO3ey/A1vOOIxBcFUR0fZ+aUvEevrQ/b5yNk28c5OzFyOqs2bESZFUpLLRS6RACC0ZEnRrG5bFs/eeiutf/wjCAKuQADLMBg9eJDIypUE6+oYa2khMzaG2+fLF2TGxnCFQtTt2MHgiy9y+O67iba1Icky230GNT4Zcfrfw+1BiI1T09nB/121ll7BIiHYVNoiYizKy5l9vPMvvyOk57uU67KHZ9b8Awdqd3C3onGhqeBi7n/jQgegYDBISUkJNTU1mKZZ3KVU2J89efzEiTZgnixkJxPLsopRcjqdPvMiTKeB8MnjWCMitmzZwp49e+b1Jp1P0acwy2X//v2sWbNmzk0KjFSKwRdeILho0ZTbBUHAU1JC64MPziiYlq7T8/DD7PrJT0gPDKBEIvjq6gjV1aEEAqijoyR6ewkvXVp8TC4ep/6yy4o/m7qOpWlE29oY2LsXVyhELhbLdwFXFERJIt7ezuLXvY7k8DCZkREUWcYyTcL19Vz0qU8xcugQT3/lK8g+H/6aGgQgfuhpZHTKS8qRjvLFISBQZ0t5kweQjB9kec+djAWriPvzRTrFyPI3B75P1hXk+aqNdIsWK60Tz+MmF30kSSISiUwpCE4eP9HX14emaXNuwDxZyE4mhmEUr+VEG2+8ojgR5sIz04iI1tZWVFU9Ym1wPhXQE40wC55K4Kj+zuNhaRoIAsIMj5Xc7hnXCG3L4qXvfpfeZ54hPTyMHAphahqxhgYUILJsGaOHD5Po6ioKZi4eRxAEVrz5zWTGxzl8zz307NqFZZpoqRRYFp6yMhJdXcXzCBMFrVwigW/xYl7zpS8RLivLp93BILG2Nh7553/GzOUQZZloSwulq1cTX7KK8qYXSPX2EV6+7K8Xnstiu1xYS1eAbSGmW8BMY3vq8Pfex7AcQJe9FCRWlz1kXCEuavk1z1dtnPH1s22b8eZmos3NiG431Zs24ZvYZXTEa32cos9M4ycK1qaRkRHa29uxLKvYr3L6TPPZnGOhmLwOm0wmp3Q3OiNwBHPhmN4kA/46ImL58uWsm2aYno+PEuYeYeZyORobGzFNk02bNvHiiy+e8IfEXVKC4vejZzIoE2NcC2SiUZZefHHxZ9uy0FWVsaYmBl94ASsQwJ4QNQuwZZmRhgaqXvMagsuWkerqItWfb8ziLStj6+c/jzsc5pFPfpLM6CihpUsRZZnh/ftJdHdTHQqh+HzomQyy11tMfjMjIwTXryeyejW9f/gDnY89hpZIMHr4MJZh4J/oYmQZBiMvv4x03rlUB0tQOluhdhEoLkjGEZNxtA99EkHvxtX0bQRtFBDANrHH2vCGNjEMTI5JM64QpYl2fJbJEmvqa6yrKs9961sMv/RS/vWxbURJYt3VV7P6ne884gt0rl+qR7M2Te5XmUqlkCSpKKCKopxywUyn0wuyh/yU4jQQXhimp9+xWOyYIyJg/oI52whzsqdyenPhE41wJUVhzXvfy/7bbye4aFExhc0lEgjA6ne8I+95vP9+mu67j1wyyVhXF6ZpUrJuHZbfDxNCYVlWfu98IoGlKJRecQXlr389odJSIpWVjDQ28vjnPsd4UxOy10uqr4/SNWsILVlCanCQ8eZmFm3dyujLL5ONx8GyMDWNJZdcQuStb2Xvv/87Y/v3E6ipIZdMIrnd6Ok0mbExfOXliLKM7HYz3tbOS+vXsdJIUKqmQR3Grl9J7ppPYq+ux73zOhjMgjuIvawMfDKi9SI16UbGg5tJCTYeW0AETEsjLXu4yvAesX556K67GH7pJQK1tcXX3tR1Dt11FyXLl1O5cWpUuhDRX8H3Obm4OHkcb6E35f79+6eshyozFO7mw2TBdFLyhec0vrQ805tk6Lpe3BlzrBERMP+izWwizHg8TkNDAyUlJUcId+Hx09eubNtGV1Vkt/uY9qDlb3oTgmHw8r33Yk0UtbxlZez4/OcJ1dXx9K230vPkkyjl5WQUBdntJtfbS7K1ldKVKxk5eBDB5cqn9oKAbFm4fT4u/fSnMQWBPd/9Lvv27SPV0YGZyyF7vciKgmWaDO/fT9UFFxCoqiLZ04OWTlN94YWow8NkxsZYe9VVrH//+/nDZz7DwMMP561GAwNko1E8ZWVIbjdGJoOpaUguF6Iso6sq6Vgc8eMfJ/O3f8t4YyPxri6UwSjLH/hPpAP7sUU3AgK2KGBdvhpt0XK8sRY26hvplhX6BQtDsFmSGUVe8nbWWhKWuB9LPAi4MBPr6Xr88fy66eRsQ1GQfT5aH3jgCME8Wcb1yeN4S0tL6evrY9myZTNamyavh85HvM8KwVz4dgELxmkrmNPXKQsjIvr6+li1ahUVFRXHfZMvhGAebVRuwVOZTCZZv379jG/M6YJp2zbdTzzByz//OamhIURFYdnll3Pu+9+Pe5rtqWB8X3Pllaz4278l3tWFqCgEFi3i8L338vgXv8jQgQPYkoQSCrH4/POxly0jNzJCdnQUZc0aytauZaypCUPTEGwbT2kpF37qU0guF4998pNYpomQy+GNRMjF4xiZDLqiIPl8GKbJ4MGDlG7ciK5pmLpOsreXYG0tm//pn6jdsYMnb7qJ4aeeAkDxeBBEkUw0SmZ0FE9pKZmREbRUCk9pKZZpYuZyhJYupebCC3ny5psZffllbNtmdbwPXepCWBJEDgTy9R7DRHqkiey7zkFSfLiS7azwVLMCwEhhB1eRXfpWTNdXsaQWsCXAJp25F4t+RLn6iL+Hy+8n2dt7xO2nYn2xkOlMtzZZloWqqsTjcfr7+4vzeybPM5+LtWly0eeMrZI7KfnsKTTJGBgYKDadHR8fp7m5mYqKilmPiID5C2ahgcH06xscHKS9vf24nsrpEWrLAw+w7wc/wFtWRqi2FlPXaX3wQcYaGvibb37ziMYXBZuU4vNRtmYNzb//PQ9cey3R1lZMw8DI5fBWVCBqGoN791K7bVu+QNPTQ3poiJKVK8HtJtHXx4arrmLTxz9Oy/338+inPkWytxfR7SY7Noa3vBwlEMDUNMx0Gm84jEtR0NNpJNMksGwZy6+/HjUex+zro6uhgb23387A009jWhamqpLSNDwlJbiDQbLRKLZp4g6HUXw+DFXF1HXqduzg0q9/nUPf/jbS44+zIhgkGw5Rb6XJBX2QTiC4/Xl/qSxhuySUvYNob6pHrrsGMdYC2JhVOzCrXkPW+DG9jz7N6H4bT8TD4osX4VtUAtIBTHMASZrqMNDSaSqm+VDh1Ajm0c4himJxCNr0BszJZJL29nYymUzR2hQOh4/ZgHl6hHki/uNXFCclnzu6rhe/aTs6OrBtm40bN865McVCCObkx6fTaRoaGvB4PLPyVE4WTF1VOXjXXQRqaoq9JSVFIVxXR7S9nb7nnmPpJZfM+FhT03jpjjs4dPfdJPr7weNBNAzEXA4tGsVfWYmpaST7+qjYsAEtm8WaiAiV0lLW/p//w6arruLw3Xdz4I47yMXjKIEAkqKQi0bJjI3hr6hAcrkwMhmMbBbJ5cIyTexMhu1f+hIuv59n/uu/yCaTRNvbyYyOYmkaSiSCkM0WG3QUjqMlkyh+P2Xr1mFpGv6qKnb8279h3ncf5XfdhejxIESjKLaBX0mS8pbh9aXRU0mkkokWex4FcTiK7l4Pi/8OaXg30tOPIWsPkapv4vHHv0tmXED2yFi6RfvvO1j57hXUXVZL10ONhBbVTFnDNFSVlW99K2NNTbT+4Q/EOjrwV1YirVvHomn2rYVmLqI8nwbMpmkW35dnZEoOp6kq5TntLq0QWUWjURKJBAiA4hgAACAASURBVOvXry82nZ0rC7WGaVkW7e3tjIyMzMlTOVn0om1tWIYxYyNexeej58knpwhm4XXoeuIJ9n7/+/Tt3o2u6xjJJN6yMpRAgHQqBbaNlkrhCgRIDw/jr6vDXVnJW26/HW9VFX0NDbQ/9hi/e+97GXrxRURZRkulEABfRQWuQIBcIoGWSuEtLyc7Ngbk7UZV55/PJV//Ou5wmAc+9CFMw8gvHWgavrIyMsPDWOk0SiiEnkxiWxbpWAwmijxl551HZPly6nbsoG7HDuyGBtpvu41ew8BrWZT7fHhED2I2hjKUJKUECYZUMFUQJIRMBqvCz3j4g9R972uIDQcgEMISRfb+4Q9o5eOEltZiS/m3sWVYtPyyjS03bSAzlGN0Xx9MjOsQJYlzP/Qh1LEx9v3v/yK6XLhCIcZbWog+9RSuWIzN11130szl8912OdsGzAChUIixsbEFEczvfOc7/OhHP0IQBM477zzuvPPOk9KTtIiTks+dgwcPIkkSdXV1JyyWkP+mPtoa5GyQJIl0Os3u3bupqamZs6dysmDO5KcsYtuI06qlgm3T9uCDHLjtNqRwGMOyUPx+rEyGXCyGJMu4gsH82qOqoni92KZJqq+Pyte9jlBdHXtvu42WBx9kvLERTBMtmcQdDuMOh1FHRlBHR/GWl+fXLlUVyevFHQ7nd/EsXszF//ZvxDo6eOQTnyDa1obi8ZDo7kZPJvFXVyMqCkYuh+xy4aqsJBuLgW3jCYU4/4YbcC9fTvdjj/H83Xfz4i9+gbVnD6TTaNks6DpdiQSrS0splQOEc0kGR0vBuwyXN4CgZ7DsEMNv/Cyu3YfR//QIesZEkAbJVJUzmrTwLRchGYVI/j0iyiKSW6TviW5e8+W3kzj0LqLNTYgSVF9wEbI/yJ+uuw5vRUVx+UPxeslYFu1//CMrLr+cyLJlR/x5FoKFTvuPNlu+sbERgG9+85u0tbXxlre8ha1bt/KFL3xhzuNW+vr6+J//+R8OHz6M1+vlve99L/feey/XXHPNgj2PI3BS8rlz/vnnMzQ0RHymBg5zYD57wXO5XNEMv2XLFrzTvJCzYbJglqxciezxHOGrtG0bPZNhyYSvUldVDv785+y54w6yAwNYup5vgWYYKG43hqJg6jq5eBx/dTUCoGezaOk0NevWce6116KWlbHnv/+bw7/4BZLXiw34Sksxsln0VApJUXAHAmipFEYmgyscRk+nkRWFRdu2sfqd76Tu4ovJjo/zly98AXVsDFGSkH0+JMNASyTyYltWRmpgAF1VcQeDSC4XnkiE1954I5UbNvDkzTdj5HIE/H76d+/GPzaG1+3G7XbnjfmSRPPYGKHqKtxWBn8uQ9AVwk76sAlivOtKMiX1lHzhJnI5HcHvxbZsUoMN2OkMUiyEVR4HywQxH5bIXpHMSArJeAuVvjYWhe9H1GLYh39B5+hqTC03Za144g+FIAj0P//8GSOYMyFJErIsU1NTw1133cX27du57777eOGFF07o/Qv59dTCGqqqqid96cLZGnkCCIIw7+gQ8m+gySb32VCoxvf29lJXV0c0Gj3hN9tkwZTdbjZ//OPs/va3UXw+PJEIZi6HOjpK1caN1Fx4ISOHD/P4F7/I4IsvYto2ejKJ5HLhCwbJjI2Ri8XwlpaSHh7GyOWwdB3bsojU17Ps8svZcdNNDDY28vyNN5I8dAhsGz2bxchksHw+XH4/WjKJlkzir6nJ241kGUyTNVdeyZbrryfZ20vnn//Myz//OcMHDqAlEiCK6KkUZi5XHGGhZ7NgWSihEMHFixEsC9nj4TVf+hJLL7uMP117LdG2NmSPB8XnQwCUUAghmcRbXp4Xa03DMAx6R0aRRInUe65m+cqleINBpI1bEJatxPinf+LwaIyUJBIwTZYG/QQiQazxBGYHSIIHM6yCIAICWirLklVX4mrah9L1WwylHNu3GMHSEHoeR0zGwJ7U/IP8LkxRkjBU9YT+zrPBNM0F91zORKHbeiE9Ly0t5Y1vfOMJHWvx4sVcf/31LFmyBK/XyxVXXMEVV1yxkJd7JE6EOXcWUjCz2eys71/wVJaWlrJt2zZyuRxjE2t6J8L0KvnSSy7BU1LC4XvvZbSxEU84zMYPf5hlb3gDvc8+yxM330xqcBBLFJE8HuxcDmybbDSKt7SUzNhYPoorKcmn4tkswdpaXnfjjSy7/HJSg4P85frryaXTAPmmv6KIoap5E3lFBWYuh5HNYmazIAj4y8tZdsUVbPnc59h/xx10PvooiCKjBw+iqyqWpuGrrMTM5TA1jez4ON7SUsyBgfz2TLcbdyhEbnwcJRDg0E9/yhM33pi/5rKyfAFvYAAjk8FTXo4rmcRIpYrHtJNJvF4v1ddcg33VVWTvugvt6d9h6j9mQJZpOngQUQCPrjGmGXQm02woi7A05KdzLEaJrxqx/iJskmjJLJKgsGL7B+i7/5O8/GyC+HAzbp/C6tcuYdE59Qj6E5AZA9+k9NS2sU2TinPPxTIMxltasDSNcH097gXaWvhKbI2c76CyaDTK/fffT0dHB5FIhPe85z387Gc/4wMf+MBCXe6ROIJ5YixEp6DZHkPXdVpaWkilUpx77rlF79rJML5XbdhA1aThZtG2Nh7+5CcZb21lvK0tb+VxuZDd7vzWyGQSyzAQBCG/vlhfT6KnJ9/i7YtfJLx0KW2PPMIv3vpWYu3t5FIpBLcbK5XCnlj3FCQJ0zAwdR3PRGruCoWQfT5ec+ONVKxfT+OvfsVLP/pRvo2criNIEq5gkOz4ONlYDG95OerICLqqIrrdyF5vvs3bhRei9/RgTwgMna1U6jEkJct4NkY0XAmBAHoqRTqTQYhECKbToKpIto0kCFRu347vQx9Cv/lmlLExhBUr0C2Ljj//GW8uhxgJI2fSyNiYgsD+kSiXVpRgajn6AxEYiE90hS/jdTd+hsFdD3DwN514IkFClT5M3eLgn1sZ6YxSt66MztYWfCvDSBMm/czwMOUbNmADf/roR/O7qQQBBIFVb3sb66+++thr0LPANM1TKpiFSHM+PProoyxbtqxYR3jXu97FM8884wjm6chCRZjHEjzbthkYGKCjo4P6+nrWrl075Rt5Pt2KZvN4XVV54stfRsvlyBoGktsNpoltGOSiUXyVlVi6jp5Oo6kqoiAgu92seNObuPSrXyXR08Ojn/0s8e5u0kNDeVHMZpEkCVcoRDYazQ82C4cxolH0VApBkgjW1uItKyOyYgUv/fCHRFtbUUdGECUJW9fJjI8D4KusRJCkvIACwUWL8uJZUkK4vp63/OQnPPGDH9Dyu98higJ1/c2sNpLgljGAFUKKbM7iGVclGbcbLZkkU1aGZ8MGfOEw6aEhbFHE++EPM3zvvTTt3s24YaC0thIJBjEkCbeiQFpFqKxEjEeRTIOsZTIUS7D04ouxPngt0uAgYcti0QUXINfVsfOzD6AlNGKjY8gumVCln2Clj6G2cbZfuRh3/Spa941jWxa2ZRHesIHzPvhBnvnqV5EnCl+Sy4UgijT+5jdIXi9r3/3uE34fwKnrVlQQzHg8fsxdcLNhyZIl7N69G1VV8Xq9PPbYY1x44XzGgM8Sp0o+NxYyJT+aYKbTaQ4fPozP5zuqp/JkRJi6qtLz1FP0PPUUsZ4eBhsacC9ZQqi8nOjoKFIgQDYWwzKMfDpcXk5WkpA8HkqWL2fr5z9P2apV9D//PDtvugnbNEmPjKAEg0ialvdRqireiQgyF48jeb15IYhEKFm9mtVvfzvdO3cSb28nnIoS0WJk3Ba9qo6peVH8frKxGPqE1UgdGkJX1XwPTcuibN06Lr31Vjoefpj2n/0MyzSp9XtYY8SIagZYAqLsyu/skXTON2M8XVZGemAAU9OwRZGehgb0TIaSFSvYddNNmAcP4g0E8IfDmJZFe28v2VwObzCIGI1iWzZUVGMbOiQS6DWLqLjl65Q88gjaww/nixN3383LySRD3V24XRqSS0HL6Ay1jhOq9OMNuhhojbHx5k+z2lVHdnwcVyjEgaYmOh97jPiEA6CAv6aGyLJltPz2t6x629vmNZv9VKXktm0XB6DN11K0detW3v3ud7N582ZkWWbTpk189KMfXaArPQpOhHlizDe6g5kFrzAIbXR0lLVr1x5zENpsR9QejenPIRuL8ZcbbyTR0wMuF8PNzejDw0i2Tfn55xNvbQVA9njyRZGJwoqoKCzZvp3zr7uOw7/4BR1//jOZaBQjl8Pt95NLJrE0DW9pab7Zhmmiqyre0lIMTUMuKcEfDPLG730Pye3mmVtvZfDxR9nh1Qhb+RZseG0ukHWez0QZiVSjSVLe3xkK4Skro2L9etSREfzV1Wz48IcZ2rePZ772NXJjY1jZLHWuLIYsgqxgmyaCoiDIMmkbyo00Sk4kvGwZl3z1qzT++tfk4nEqNmxA8fvp2bULYSKqNkSRUCBAOBAglUqRBoKBAFgWdqEo4/ZQ8elPYz36KOZDD2FVVuJxu3FZFkN/+hOypiNFwghmEhCRXJAYTiDhRvetwwytQhHF4sA327Zp+tWvyEajuAOBfPs6yyLV34+RyRBYtIjM6CjBiZ04J8KpHn+xUKb1W265hVtuuWUBrmiWOFXyE2MhDMTTBXN0dJTm5mYWLVo0K0/lfK+haHw3DIb272fvbbcxdOgQrkWLQBQpX7KE8XSaXCxGsq+PmgsuYHDfPmSvN7//W5bxRCJc+IlPUL15M0/ecgvpoSEMTcMVCmGOjKCpKoIo5n2Ubjfe8nKSAwN5sbVtRLcbT2UlV/zHfyC53ey84QZGDx9mi8+gRLSJ5mwwjAmrjclWj8YTto45sRc8MzZGoLoaXVXzAqqqPPO1rzF2+DBGLocSDmOqKp5cjpwlFXcLWbr+14mS2TSVgVo2fO3fMTMZunftQhAEMmNjaIkERjaLLIrImkY0GiWVTlNZXo7b7SaeSOCvrkbevp1Mby+x7m6U0lLsUIjG//ov2hMJjJYWBEGgNBJBdLnyHd01ESFQiagnwNKxBJGE6kPd+G6efeIJch0duEyTipUrSQ8NoaVSSG53ca1SmBDU7Pg4rmDwiGmac+VUD1pLp9PzTslfEZwIc+4s1G6LgmBms1kaGxuxbZvNmzef3J0KkxBFEXVsjD//x38Q7ehgYN8+LEAZGqLqvPMI1NQQa2nBBuLd3ZSsWMGSSy4h1tGBmkqx+fOfZ93rX0/bQw/xwEc+Qnp0FCuXwx0KFdfYEATsiS+FXDJJMBBADgYpqavD1DRWXnklRlUVIwcPcvCuu4i2tOAxclQJOVLkuyVZhoGlG0geL3YuTZ2eYNwO4Ckt5Zwrr6Ry40YO33MPwdpagosqsbt3sfR1NslRg96eJEIoxKg+znLRwJRkBEnKF5zcbmwtB6LIuZ/9PMHqah78x3/ENgxc4XCx8m4ZBrbXiyhJ+Vk+ts1YNEqJx4Nq26QiEdJPPkkumcQdChEIhXjy+uuxh4cJ1dTgcbsxLYu+gQEy2SyRQIBoOo3s9SJ6KrFNEyMbp7z+HJYvW8me73wHTVUxdJ0OyyKTTmPKMuaEhUqSJMQJb6apafgrK/HMsWP+dE61YJ6R83zAEcxXEkEQUFWVvXv3snr16nntGjoRRFGk8c47yXR1obndCJJEIBIBy2L08GE8oRBV55/P4IsvkkskSPb3Y5smvooKNnzpSwRra3nqK19hrKmJzES6mEokyIyP57dH+v1oqRQ2ILtcGNks2VgM27Jwh8OEV6xgYPduor29vDw0RC4exxUMEnEJGJaOpUiIipIXTMNAcimYLg+LKqtpznooWbUKdWSEF2+7jVh7O5FKLxctfwbvRgNkF/Yyiw0XZnm5wUtvawUr9GEEXUNyuanYsAFfWRlWZytDNSuIDo2w/xc3EWtrIxePo2cy+b+RLCOYJqamkXO5cMsykmnmzfihECuuuw5dUej67W8J1NXhDgaRPR6i2SwlpomlqhAKIYki4VCIeDKJ4vNRsXgxCfKD4CSXi0BNDRuuvZbnv/1tJEXBG4kgud3IHg+dzz2HmMvhX7w4b8QXBGzILy0IApWXXIKmaXOaxzSdU5GST54bdMbuI3cE88QpjIg9kW/mWCxGQ0MDpmmyffv2U7Z+ZBkGXTt30vyHPzDS1sZYYyO+5cspLy8nG4nkhUlREASBeE8PleeeS8W55yL7fKx84xsJ1tURXLSIhr/8hYP/+7/EDx8mXF+PKEkIolhsipGNxQhMdPvWEgkkjwfJ7aZ87Vrkdes4d8cO9n7vexj1dbQGZJRNa/E9swdxcISMy48ky5i5LLLXh+RyY+SymJpGyO+lM5kBlxdT0xg9dIjU4CBmLsuF2wy8foH4qIWomAiSB0vPcN6GBE+lFrNnsJSLhBTh6kqCbpnoiy/QrwRpTlqM33Yb0bY2XBOCZ+o6pqYVn5ORzSJYFlJpKaKioEWj+DZtIvj617P7Yx/DzGTITHhiLV3Pry273RiJRLE1niLL+DweYuk01RdcQEiwsLs7UWNRgu4gWsMhxpub8+cib1j3VVTgqqhAHR4mVFtLuK6O1MAAViEKtiz869fzzK9/zfi+fciCwOKtW1l28cVEystn/d48VS3kJncqOuNau01gO1XyuVH4lixUyufyza7rOs3NzaiqynnnnceBAwfmLZazbTBrWxa7//M/6d61CykYRFVVjHQarb0dMxikdNUqBl96CUEU8w1102m0dBpL13ndDTcQqa/nuf/8T5ofeIBEby96Oo0oCOipFJau5z/EoRCZ8XHsiahQdrkIrFmD4vWy4s1vRh0Zofnxx/nj3XfT/HdvpOmqt2ABsseN9aF3sfSBx9hw568YLQtQRpL0RFHKX1lJxarVSMlxOvvz3YqibW0k+/qwLYtgyCISVFEzPgRRxDIMFMWFJSggiNRWR9nX5cb/lr9nx/vezfPf/x59/lqssiqQJNLDwyAI5BIJvBP9MZkYXyFKEqIk5Xc/TQipt7ycS2+9lSe/+918U+JIBEmWEQQhb0+KRklWVBAaGcFOp0FRwDTxSxKhtWvR+rrQRwaxZYXaJYvYVF/FfT/6IZoO7orKv07XHBnBGh8nWFtLemgIf2UlkRUr0NNpjEyG866+mtiuXYw991y+KbJt0/Tyy7T9/vfUffjDuCfarRVarx1touTJalI8mcneyzM1wrRF0JwGwifGXGw9kz2Vy5YtO2K+z4lS+GDN5lhDBw7Q/cQT2JEIqqYRqqgg09aG5HYz8vLLLL30UirWr2e8uTlvUJ9omPHaf/kXKtavZ9dNN9H79NP5QkM4jG2a2BM+THc4TC6RQAkG8x2G4nEy0Siyx4OvrIzw0qV07dxJvK8PdWiI/s3rOXz1OwgOjkAmiyhJ4HLR/ta/wdc3SOmeA2wTNUoVAZfXS8nqFWjZNDsH0gyOJLD6h9FVFduykL1ePF4N07AwdQNRUTBzOSxDR5BlpGAJ4fJ8tX28q5t7PvNF4l1duMNh7K4+suPjWKaZr+AbBtnx8XyvzECAzOgokN9rX7V5M/GODmLt7bhCIRp++Ut6//QnzGwWdXAQQRT/WoCJRkmnUoi1tQQWL8aORrFlGXHxYrbecD3+O/+LlooQWU2nvCxCVFDIWgJSLkM+4c7vgnH5fKSiUaTqarZ+7nMMHzjAeHMzpatXs+bKK0n299O/ezfBJUuK74FgdTXJvj5chw5x3sc/Xmy71t/fj6ZpxbZr4XCYQCAwZefNyWTyOJZUKkVVVdVJPd/JwBbAkGYbic/PRXMinNaCOVsvZiqVoqGhAZ/Px5YtWxZ0z25BtGeTTjU+/DCJdJqSiVk5uWwWV1lZvphg22RjMcJ1dXhLS0n09rL9xhup276d7ief5Hcf+ADdu3blCzi2jaukBMnjwZhIP23bxhUMEqipyW+RVBTWXnUVda99LdlYjGe+8Q0ymoY+PAySRMu734wnlkDMadgToi8LAsFEmrb3voVznnyBP2UlVp2/nrWv3YpaVc3T9/yGtBxAEFP5yE9RsDQNS9fJah5EUZ1oXuEDUcS2bCS/Fys1xthwgEWveQ16Op2v0udyyLlc3hwOYFkIbjfixDZELZXCE4ngmujL6S0ro2fXLoxsltDSpYSWLGH/7bejjo7iKSlBT6VAFMnF41imiRIIoCeTuNevx6qrwygrIxeLseyNbyT7/NM88UITluJCkkS6ewbJ5jQkRcov86gqov+v6aqtaSiBAJ7ychI9PWRjMbLRKJauk+rvx1NaeoTY+auq6H7ySTZcdx1lZWWUlZXljzXRdi0ejzMwMEAymUQQBLLZLIODg4TDYTwez0kRz7MhJbcFAXPWM7i0499lgTktBXN6Sn40ZuupnE86NBs/qKZpNDc3Mzo4SKS0tJgKCYJAaMUKsp2dpAYGir4+UVG4+OabWbJjB02//S0v/uhHQL7VmDaRClpjY7hKSrCy2Xw1eWLmjicSwVNSwtZPf5pFW7aw6+abaXnkEVI9PXmvomUhSBLJJYtwD45gCwKIYv53hoGiZtDr6yi76EKsgUFUxc8TDz+Rr9abJqLLhZ5MIkp5i5A1UYVX0y56u2WWLIeMLqN4vSy59BLGO1vQe1vo7Quiag2kJyxNtmmSiUaRZBlJUTAmjPiioiAHAlgTHeM9paW87v/+X2KdnTT9+teEli5F9vnQ0+miB9bUdTwTYzQQBLREAsXvZ+lll1G6ahWxzk48kQjr/+EfqN60iUfe8RZkSUJxK8iylN8qGDUYG0tRUxJg2DAwJvbb5194hZqLLmL317+OKxwmMNGRJ9bZyeALL7Bo27Yj3xeyDJaFMa371OS2a4XOPoZhsGfPHrLZLMPDw2QymeJc83A4PKu55rNh+sTIMzElBzBPoV91rpyWggn5N96xUvKRkRGam5tZvHjxMT2VRxtENlumX4Nt2/Q++ywNv/oVsY4O8Plwb9zIhe9/Pxe+8508961vTXkOgixTvWkTsUiEzR/7GL6KCkK1tfTv2cMjn/0sbQ89RHDRIjzhcD4K9Hjy6e7EWp6voiK/zmZZGNksvspKzrv6aqo2bWLnV79K2zPP5Od/CwKix5MXK8vCNzqOFvAhJlKIE2vAlmmCz4vLtNAHB/EGAvldPY2NSKKIoesoLhemLOfbr4licWukkcuxd48fj19j8XKIrFgCyR5yve08/ahCMmWTHunCUNW8F1JRsHI5TNtGlOV8Gj8hmO5QCHVsDCOdxldRwYE772Ro7978zqRYDMjviBJlGdnrxVRVlPJyFJ8PU9PQVZVgbS07br6Z0YYG4l1dpAcGOPjjH9NaUcHoaBRrPJrvxAQEAj5KIkFGR2PYlk3djh2oyVTxeuKxGPH2dkzDINbenl9DLS0lWFuL4vMx3tTEoq1bp7wvdFXFFQrNqjmHLMvIskx9fX3xPZTNZonH44yMjNDW1oZt21OmSc5ljk+BM34AGmAjYJ7GeyNPW8GEmSPMbDZLQ0MDgiBwwQUXHNdTWRC8ExXM6RFm0+9+x/477kAOBMgqCqgq5q5ddNk2F33qU4SXLiXR20ugqgoEASOXI5lIcN4HP8jad7+bpt/9jie/8hXGm5vzH/5MBnV4GHc4jCAI+bXGCVuLmc0iBAIogQCR+npqLrgAJRDg6VtvZbS1ldz4OO5QqBiNCaJYrP6u+PWfeOkz16KkM4heL5JtU3buuSQWVbF553Noo2O44wnChw5Rn8lgAJ2WxUAqhaekhMzoKLau5/e3TywR2C4Xu57UWVP/Zpa4qum67490NVSQHUsgK9niWF/bMJAn1mftCYuQNCGi3rIy1NFRTF0nWFvLom3bGHj+eUxdx1ZV3KFQfq1T08glErgmOh4V9sHbtg22zap3vIOuv/yFjkcewVdVhaekBCOTofm++/JbMr0eBEPHFiWSyTSmYRB0y6RdPuy0iisYxFBVjFyOqje8gaFf/Qo9lUKUZQRRJBaLkejuJrxsGWOHD6OratG8buo6mZERzv/Yx/J/r+MwfbeYIAh4vd58l6YJp4NpmqRSKeLxeHGOj8vlKs7wmc1I3rMiJUfAcATzxCh0XYG8LaO7u5v+/n5Wr1496+7RCznXJxuPc/CuuyAYJKnrRCbWo2zbpufpp1n1trdx6Ve/yv6f/ITuXbvyaahlsekf/5HVb387fc8/z97vf59Eby+uQCA/8M0wwLYxM5n8ThNFwTWxl9vMZslEo4Tq6qjbvp3x5maSY2OMtrQgFSrtE4UZe8LLKLpcWNkstY88wfjalfS8YQeS30eoqppsXR2Vjz9F5KZ/x5tK/T/23jtKsru88/7cfCt1hc5peqYnJ0bSjLIBYbCR7TU+YK8WI+/65Ri8ft/lXXi9ts8xLIu1Dghss8aYtcG2wHsM2LI5JBlsSSChLJQm9eRO07m6K9etWze/f/xuFTNCCEkjxsJHzzl9TodbVbeqbz31hG/gCssichwcWcbUdfb5PsNBwJSioKdSot1MpUgPDpLdupXVJ54gUeil8uQcZ/7P13EqFeREgsCycMOwS4eMYjC6ahgopolbr6MmEvTv24eeTrPwwANC+NiyWHz4YVqrqxBF+LZNc3WVRKGAlkrh1Ov4rRap0VF6t2+nsbSEF9tx9O/dy5N/+qdEQPnMGfRYwFhSVSLbJkhnUdw2UstCk6DVsslumuDgh26jOjtL8cgRctu2se1tb+PM0aPYGxvo2ayYtUqSeP6OQ+P8eXr37iVot7vVryRJ7PnFX2Ty5ptf0DX0QiBFiqKQzWbJXlCxttvtriXv3NwcYRiSTqe7rXwqlbqoCn32lvxHzgANkTDdVzA38hWbMDsCHEEQdDGVfX19XHvttS+qWnw5BTTmv/MdKuUyPePjDOTzgoIXn6usqiw99hhX/MqvcO373sdVv/qrNMplZpaX6c/nue/97+fsXXfR2tgg9P2uWZgUzxh9x+kKbEiqSnl6mtxVV3HoHLP3jgAAIABJREFUP/wHUoODPPmpTzH/yCP4to0UBMiZjIAnxVbAiq6L+aUkIcVMlUN/fSevmZqh/kv/nvHsCL2f/zrWn/8Vkaaxx7ZBUbBVlTAICMMQL5Gg17bpbzRYSaUIPA89lSIxMEDxmWdIDw3Ru38/G8ePQ+c19X3MfJ52qSRmlKYpBveui9LTgxRXlnpc7Sw9+mh31KAYBs3FRQLPQzFNCAJC18UulTAKha63eaKvj/LZs2KGGUVkxse5/7d/G2tlBSOfR1YUrNVVMR+OK0Q35tJHmSxRGOLXaugTW0gND3PmS1+iXa3iVKt85yMfoRFz1K2VFVEhRxGKYWDmcrRrNQ68+c0c+JVfoXL2LKHvk9+6FT2TwbNt5u69l9m778a3bQavuoodb3kLmbGxi66hl4rBfC5L3mazSb1eZ35+HsuyLnKTdBynW1X+KCfMV1vyS4ilpSWKxSKvec1rXhI39uWoMD3P4/Tp08zNzpJJp8k919wqBtl3QksmSSkKraee4lsf+Yh4I8eqQ0G1KgzLBgYwczmBq4wiojDEs230TIatP/uzjNx6K/LyMvd96EOsPPUUkeOIilSSxDwyEvqQUge2IsvCyKzZZPTgQdrVKpoT0Pj4X0G1yvz8PIquk9F1ErZNO5EQ1Mgg6ALqfcNgR6FAa2CA4be9jevf/36e+dSnKJ06JVSR7ruPifV1emUZ2/eZCwLK2SxRLodTrSIFAVoiIbQxVRW7XEYfHKTvLW/BmZ5GSaW+66QZO4NKkiTaeMMQ2/cgwImhVX2vfz3+6ipuvU6it5fs5s2YuRxz996L73kYcXJT4yTt1uvo8XjDtSyhrB5FqIkEW26+mUf/4A8E2iBeyDiWReWBB1AU5buvo6IQtNtYq6uYhQKj112Hahj079vX/f/67TYP33YbpdOnMQsFZFXl/P33s/jgg7z2f/5PCtu3d499uUDrsix32/OxOCm7rtuFNa2trbG2tsYHP/hBbNvmxIkTXHXVVS+ZoVStVnnXu97F8ePHkSSJO+64g+uvv/6Sn8cPipcrYUqSdDPwcYRg3F9FUXT7cxxzC/A7iEnWkSiK3vF893n5yK0vMpaXl5mensYwDA4dOvSShQQuNWF2ZqamafLat70NNaYSXhhRFBF6HiNXXw2AU69z7hvf4Jn//b8588lP4jsOyb4+jEwGCfGGRJKE3W0qRaKvD1lVCTwPLZ1m7zvewZaf/mnWHn2Ub/3u72K7rmDB6LpYoMQJRlLVriuiYppCpciyMAYGhKmaJInZXqOBZ1lIMW9cBlHVxqrrcizbFrguSjKJ5HkUtm/nmv/23zh1552c+eIXicKQgSjiwNoahXYbLwjQVZW9QcC+SoVENotqmkiyTGpwkPyOHTjr6wSWRW5wEOc732H17rvxGw2RjNbXaZVKhNAFwiNJpAcHSY+MoKfT9O3ezZZf/MWuVYfXbLJ+7BgLcaUdBQFWsYi1uoprWeiplPjgCQJGrruOnvHxbqLSe3qoTE/jNptUZ2ZY/s53qJw9K5J8nGzTg4NCcBmQNQ3FNEmPjFDYvp36wgLnv/1t4d5pWczffz+l06fJjI+jp9Oopkl6eBhJVTn8qU9dNLf8YdIidV2nr6+PrVu30t/fz65du3j3u9+N4zh8+tOf5oYbbmBtbe0l3fd73/tebr75Zk6dOsWRI0fYvXv3y3z23xudGeYL+Xq+kCRJAT4J/BSwB/hFSZL2POuY7cBvAzdGUbQXeN8POr9XbIVpmiZ79uxhfX39kjBrLzVhuq7LqVOnqNfrbN68mYmJCQB2/vzPc+Lv/o5kXx96Oo3vOFhrawweOMDga15DZXqab/+P/4HbbIKqUj1yBCedRlZVshMTNJaXxfIiXoZ0KsueTZsY2L+fzT/+45y88042zp2jubwMcbvdtYtVVQJX4M867Xyqv5/0yAi5zZu59td/nacefhj729+mvniensQSVx5YJ1VIsnBKZvZIRM22iUwTLcZ4ypqGYhhkRkcxbJv6/v0MXXstc9/6FlOf/7yYrQYB25tNfFXFDgLwPLRkEisI6PU88o0GLU3DyOVIj46y8vjjKKrKyHXXYebzLD74oKhmPY9Uf7/Q24wtMOSYpYOm0W42RVUYhhz8r/+VI1/5Cq1ikWSh0E2s9YUFoiAQium+L6iilQp6Oo0UP5fi0aPiQ6IDUTNNjv/N36AYBpppIikK1WoV33GQ4scPXBcjl8PM5YTPeqVCfutWnvnUp1h69NHvXlOx8ImRy33PtWnm81Tn5mgVi6Ri4PjltKdQVZVDhw6haRp//dd//ZLfO7VajQceeIDPfvazgEjMl8Klf6EhWvKXJS1dA5yLomgGQJKkvwN+DjhxwTHvBj4ZRVEFIIqi4g+601dswuzt7RUX9A9Zdf3ZcSFjaOvWrWQymYuqg/2/9EukBgY4ceed1BcXUU2TPbfcwvhrX0vx2DEe+chHBERkbIwwbhcVw2Dj+HHGXvta+vftY/34cQHAjtXNjUyG4auuYuS66zj2+c9TXVrCrdVQDIMI0f7JF7SLncQRuq6oIgsFesbGuOn3fo92tcri3/89weoy176pxdikTdvykKSQq25S2XHA5Vtf0JgN0+yo13E1DTmVon/fPpRmk/LMDOfqdaw77xS+PrZNIp/HqFZRoggnmRRz3ZiaKek6Sk8PI57HsizTMz6OW6vhNBroqRTFw4eJoginWiXyfQLfx2k0SA4M0K5UBKbSNElt3kxucpLq+fO01tdReno4+tBDrD3+OEEQ0CqXURMJCAKhVxkLY2jpNLIk4XseXqtFfutWtt58Myf/4R9QEwm0ZJLc5CSSorAxNUUUhiRi5SFF14VKfbOJmc2iJhJ4MT6zUylLmsbiI4+QGRvrJh+/3WbhgQfo37+/y2PvRGfEEF5gvvev4efTOZeXGrOzs/T39/POd76TI0eOcPDgQT7+8Y//0CXjxNLnBSfmPkmSnrzg509HUfTp+PtRYOGCvy0CF2PDYAeAJEkPI9r234mi6J+f7wFfsQkTLq+vD0Cr1ep6MHcYQwsLCxfNJiVJYuub38zkT/4kfrw5ffQP/5BH//iPacW6imY+z/ChQ2SGh9H7+gTTB2iurFDYupXUwAAbp07RMzrKzre+ldzWrdTPn+e+//7fcV2XyLaF0VlTYAWl2C5Y1TS0eHvrt9tomQyqrrPj536OwtatrB0+zDOf/jRhELBlv8b4tjaNqobbCpCkCNeTSfboHPwJj8fukfE0jR1RRG8uh25ZzK+ssHrwIGouR+Ohh4QohuMIZfTeXsJisYuzJE6YWiYjFOIlif5rr8XM5ymdOkVg2/iKgpZKYReLhEHQTXid2aVZKOC3WkRRRHbzZspnzgiFeFWlb3KSjX/8R1rLy8KlstkU8Kkg6OIrA98nNTQkFl5Au1ymf98+avPzhK5LFEW49TprzzyDFJ+L12wS+D5KfB9aKiWompkM2S1bKJ8+3SUXRGFIbX4e1TBYfeIJUYHm82QnJjALBarT06RjT/BOeC0BWUrFcCG4fOLBvu93F6WXmqB93+fpp5/mE5/4BNdeey3vfe97uf322/nd3/3dl+lsnzsieDGwoo0oii7FM0MFtgM3AWPAA5Ik7Y+iqPp8N3hFxuWwqehEGIbMz8+zsrLCrl27KBQKF93ecZznPD9Jkvjmb/82iw8/LCxnUyn8dhu3XmfhoYcYv/FGzNFRIVUW29v6jkNrfZ3c5s286Q//EFnTuPc3f5OVM2do1+sosoxnWbSjCCWdJlQUpBg2FIUhsqpiGgbGxASpwUFU02T50UeZ/Zd/oTI9TbtaRTJNRq4KsJsBSIaoNKKI0PNpNRTGdpmMt17D0ndO0h4dJaWqbJw7R6PRwHRt+g/J7PnPLfQejaVvyyw/4GPpOrJponieMEEzDPr27qW6vIzcbFLt78ezLGrz80RhKKx5W61uwpdiTKYaQ39828be2MDIZhm9/nph4FatkhwcJDc5iaLrYmkTg/k10xSCGL7fFSeWTRPbspBtW1wvySQ7fuEX+NZ730sU88RBdA3NlRUUXRezUMsiMs0uTlaNF1GrTz2FmkigGIaooMOQjWPHxO80TWzjl5exlpe7H3KtYpFEX5/YzDebtEslDr3vfYIJdMH1dTkrTMuyLhmDOTY2xtjYGNfGgP1f+IVf4Pbbv2dn8qJCkqRfA34t/jELzEVR9IZnHfVyteRLwPgFP4/Fv7swFoHHoyjygFlJks4gEugT3+9OX7FLH7g8Rmi1Wo3H47bvuuuuuyhZwnNTIwPPY+mxx7j3t36LhQceIHActHS6CxOSdZ3Q81g/fhxZ0xi77jqSsZ+3b9tsvflmDrzznRRPnOAbv/VbLJ85Q9/kJEYiIRKKogg6ZLst4EeaJqqoKMJtNrtsmWTs721kszSWlkT7r+tEnoeRivA9kRA621+B+QRZ06mfPore00NmyxbW19ZotlqEkc+eX2ux7z0N8rsdMhM+e39V4cY/BiXvcj6bJSVJaAixjEQuh7y2RgtYVRQq09PU5+ZwGw0BEYqfg6JpYowQu1EmCgXxHOOf7WqV2twckqLg1usUDx9m8ZFHCGKKZbtUEmDv/n4BI5JljGyWyR//cXonJ1FkmcB1CYDHv/AF3DCkXa1ibWzgNBoCeJ9O41oWRi7H4JVXdnns2clJstu3kxoeJrtpE4qqoqVSDF11FdnNm0U1LMuohhBb1pJJZFWlcu4ckzffTO/u3dRmZ6mcO4ckSVz967/OxE03XXS9XO6E2Wg0Lrl1HhoaYnx8nNOnTwPwzW9+kz179vyAWz1/RFH0F1EUXQFcjUhWH/ueY2JY0Qv5+gHxBLBdkqQtkiTpwNuBrz7rmC8jqkskSepDtOgzz3enr9gKE0SyuhRPHRBJ17qQNxyH7/ucO3eOWq3G/v37v+8n8rMTrmtZPPChD1E6fZrG0hLtSkUsZMKQRKEgYEOOI6qXdpvAtvFMk97du/npv/gL7I0NHvr93+fo5z5HZW4Or1pF0XU01xV4xnK5a/Hqt1pIhQJ6Ok1uchLftoXN7uIiTrPJma9+lSDbx7I3QHP7T9Ef1MkfvhsptFmdjdh2hUqjKiHpBvg+iUIBM5dC8hu02wpa1mTj+HHalQqKYTB4vcfgdQHWkkLoSUiKh5pIYhZsdv6yy5E/MrF0nSvyeVJA7Ykn2EinOQ0EkiS8zuP5oppIEMaget9xBKA8XhS1ikWxtEkkGL3xRiqxRmUYhmSyWcGkWVkBQNI0ItelXashx6pNXgysL505I14vWUZPJslv3UrxnnuE9J3nCcfNVot2rYaayRCFoWiXBwdJDw8LD/K5ObK7dlF96imcWCQl8DzWDh9G1jRkTcNrNLrVKogNuttokJucpHz2rMBuItrxdrX6PdoFl9PPR5Kkl41H/olPfIJbb70V13WZnJzkM5/5zMtwhoCA+nwriqKvPdcfXw5YURRFviRJ7wH+BTGfvCOKoilJkv4n8GQURV+N//aTkiSdAALgN6MoKj3f/b5iE+bLbVNxYXR46OPj4+zcufN5H+vZFebU5z9P6cwZesbH8dttaufPA+LNohoGiUIBu1wW7ajn4ZXLaCMj3Pj+9yOrKt/+0IdYn5mhPj+PbppE8WKnOjNDsq8POWbHeM0mYRji1GrC9jWu0ty4zbWLRZYH93Lfmz+ArxggiSVGctfPc9NXP8DpJ86z7UoZ3QzxJYVkPs/IdYewzx/mO1+LsCoNpHKddq2GhLjtxM0R7XKIJAtIUhSGhL6H10gw+rokJ//KZS3K8MTEBN7iIpVqlSiVwm82AWLRNKELGngeasyCIgxFNbdlC5IksTE1Jfj9pkltZobm6iqSqhI4Tnds0dmoS4CWyXQTl1OvkxwYYOInfoLpu+7q+qfnt23rLltCzyM9PIxbq+HHikmhZZGZmMDYvJnFkyeRwhBN1xl6wxsIWi2stTUS+XzX0ycKQ5qrq10EgdvZuEcREZAYGODc176GkcuRmZgQ0CTH4egddwCw4y1v6V4zl9ue4uWiRV5xxRU8+eSTP/jAFxGSJP1fwATwnuf6+8sJXI+i6OvA15/1u/9xwfcR8Ovx1wuKV2zCfLniwoTpOA6nTp0iDMMXxEOHixNm4HnM3H036cFBJEkiPTTUZaPIioLbaKCn00LsVtfp272bwtvfzptuvZX148d58PbbmXnwQSLHwezpEe6Q9TpSB7TebtO7cyfa9u1snDyJ6/sMX3UVfXv3Etg2M/fcg25ZNJaW8PtHuf91H0TzWqTqRSRF+Ps4hVHu/+kP8dY7/28e+KrJwddVyYxAbqwHZ+Usxx9RWFnfCtExoTzeUTIKQ4yCSuD4QrVIVQhcD6IILSkWI2oiQf+eH8OuVKhVKvgA7TaKYXzXnlZRxLzUdTEHhFBva2MDxTDoGRsTrXbMatJMk1K8ZFE04TbZ2tgQwiuGIZTVg0C00/U6KAqB66KaJvP33INv2+ixTcfaM8+AJAlKZbyRT/b3E8azX7fZZPyGG9j3H/8jz/z5nwtVdUmiPD1NY3YW3/dpbmwIhwTDENjKZBK3WmX8ta8V8nyxz3uiUKB89mwXsdAZJyT7+kgNDnLqzjuZfPObu7a8l9sxstFovCJ55JIkHQR+A3htFEXPKQEWIeG8So28tLgUebYOH31paYm5uTm2bdv2ooRVL0y4flvYOCgxHk3v6aFv927Wnn5aYCNluaugntuyhdfddhtznsczf/mXHP/iF2msrCB5Hr5t0/Y8kv39mB0FdWIPovV1Bvbvp2/PHnrf8Q4OXnMND8RMHyv2B4+iiHOjN+BpJslGEeTv2gGnWiVK6X7Cn/xFnIVnuO+uMrnJJEkd5h+bxmn66Pl6FwyuxCpCYRBQntIYeZ2CVzdRY/hQfsd2rNXzOA0I7DSV6Wmay8tiqSFJBJ4noD6qKhKtJEGnlbUsZNNET6dJDQ5SPHJEJEfTJNnfLzzKYy49cZKMgDAeaci6jqRptKtVCEOQJFTTZGD/fua++U28Vgsjl0OL57uN5WVUwxCum+02IGBYoe8jqyoDBw7w2Ec+gpHNUti5E4DS/DzN48dRNQ2/1QJFEd5ItRqyaYKq4to2PSMjJAcGCByH5soKRk8PzeVlymfOdC5SypJEfutWlEQCa3WVbIzdDcPwh45hvHB09QpWKnoPUADui9/PT0ZR9K4LD3iVGvkSo5MgL1WezXVdSqUSmqZx7bXXvmjdQVmWuwlTT6VIFApdVokE9O7cSSKfZ+Wpp8QbuKeHTa9/Pdt/5mdwajWW772X0gMPCEpfIsH6sWMEMV/ZLpdJDQ5iAnap1FUvkiSJPbfcwmKjwQO/8zt47XY3WUsxK6eaHkT23A7GG0mWumwduUejFOjoc3P07tlDte6yfv48bUtUW16jIeAbjiMWVYg39eyXfcbeaKIkPGRFYfDKKwncJmglzv2jhNfyqS+cw2s2u9x1PI9I17sLrU5SM/J5WsUisu+THhlBy2TYOHkS1TQJfV+04TEQPwwCQs9DTSRIDg7SWlsjjGeu+qZNNE+c6FabsqKwceIExM6UdqlEsrdX8NWTya4FxuC+fdiz04S1CoauI/f1svroI2jJJH67jW/bGNmsWNC5LhgGqaEhnHq96xmkaRqFgwcxJiZYOnyYKAgw0mm2//t/z2zHxzymYYJo4yvnzpEZGxMqT3Fcjpb8wsd4pSbMKIre+QOPeTVhXlp0NuUvNmGGYcjc3BwrKyskEomXvOFTYgwkCDDz7ltu4ck/+7Pu1lQCjGyW/r17ef1tt9G/fz9P/tmf8chHP0p1cRFreRnCENmyGHjNa5DjWWRHqajD4U4ODJAZGWHkmmuozsxw7P/8H9bOnMEvlzHy+e5CRY5pfLnqIqGiEkWgGjpGNodv26SGBrFI04MQtrVLJdorK2ixulEQzxcVVe3ClDrzQq/Ww9Mf9tn/nojszgRBuER9eZGV+4dZvHed0BXVM7IsVM8TCdx4wdKhe0ZhiKxp2OvrYhHW28vgFVcILnwQCE3Pvj7alQpe7Kne0dzU0mkBI4qxkamhIeqxILGsqmI5lkpRnp4WnxJRhG9ZWL6PlkyiJJNE1SqJbA+ZpWkyOER9eerNFltUj6n7v0lLTxJ1klcUEcX+40GrhdLXRyoe00SID7HJH/9x/FYLZ3ZWsIGA9aNHaZRKeEEArouiKCiyLP6vsQ996oIu5nK05P8WpN068aq82yVEJ2F+P3Op54qOutHAwABXX301zzzzzEt+/GcvjbbefDPtcpmT//iPYlSAUN8+9J73MHTVVUx94Quc+spXKM/NISO2vFIMgHYti/59+ygeOdJtM516HdU06dm0iez4OMVjx9ASCSozMwLUDbTW18VixjQFcBsYm36Ip67/FdpGmlxCQVZkcrt3UU31kT17nMKx+1Fsm+2lEr2WJZKlpnEmCJiL2+YwDJGiCD2VIjc5iZnLsfL44zz9B5voP5ChsTjD2pMbKJqL2xS2FYphdDGhoe+L5xfztyVZRkuluoLDsqoS+D7rx47hxP5DQVwpp4eHaSwtEXoeRiaDmc+jp9M0V1eJPE/8nErhnj0L8Wts5vPiMcNQAOFNs8vWcZtNdEUht20bWQ0aGzUCzQDXZuvkJvr6ctSn5jCyCnI+tpMIQ+orKyiaJlTeO7TMuL1NFAoUDx/GqVbJbtrUTYi1c+fAssiPjWEVi4SKQhBF+K4rYGW5HKVSiZ6eHnRdv+yOkZZlMT4+/gNu8cqMl5Ea+UOJV+yZddqcF8PU8X2fs2fP0mg0ulChKIpeNnm3znntu/VWtv3Mz1A6fRpZUejdvZug3Wbqzju5//d/X5iVKQpmTw+B7xO2WiiahlOr4dbrbHnTmyifOye8vrdsIbt5M6PXXcf0P/8zdrlMpVRC6qiNxxS70PO6fuOB40CzyU/c+wd8680foJzuR85kMKQ0ueIiNz3xSXL9fWxfWSYZRdTjJGAA+2QZNQhYTCRwfJ+w3YaeHpq1GsWpKcy+PlJbtrL65Bmaiy28FkS6fZFhmaQooo0OAvRsFie2vzVzOYxslubKSncuKckypTNnRMsdJ7d2pYKaSGDk89jFIhEC11k6eVLMLlWVnokJ6svLhK6LahgEjiNEjWPuexiGRFEkhEsUhcD38Vstxm+8kUMrJ3i0bVNtWOiaSqlcZXVtA8M0xJJN1bsgdsU08ep1Rq65Bq/Von7+PIQhaiqFpCi01tZIjYxgxQIWZj5Pz8QEGydOkB4ZIT08TD1O/Mn+fmTDILdnD5WNDabiOas2MICiKKiq+j0ali9X/FupMF9tyS8xXih4vVgscvbsWTZt2sSuXbu6F+WlXpzfL2GbuRyjMQti9fBh7v/Qh6iur+OUywSWRagoonJJJL4rsgE0l5fp3bEDI53mxz7wAa781V/l8B13cPYrX2Elpt95sa6jnMmItj9uP0GAz81cDqOnhx1XTjB63wdZmDhElB8itXGe1CNfQVJkMoUCCd/HNk2I4Tme7xNqGjsUhWD/fpaOHEFLpZAVBWd1lchxkIKAysmTOGtraKqKh6AgqrLcrS71TEYkiIEBrPV18TrHyxWrWOz6CkmyjBPjVDsJVNV1kCSslRUh6qEoqKbJ+vHjXWhWenyc7MQEtZkZoiBAS6XANAVVNMZ0yvHtAtcl7KgdRRGTb34z337fl1ESKfr7hMdT23WZmVlEURRcz4cYuynrOsT31VhcJIixsFLsG2RXKjj1OpWZme7rjySR27wZs7eXxuIigwcPkorpkYHnYa2sMHbllZy+/Xa8ZpMIqNdq2NdfT+utb8X2vK6SekdN/eXy87nQMfKVOMN8ISG25D98kY+XGq/ohPlC6JGO43Dy5EkADh069KJa9xd6Ds8VXqvF2uHDWKUSD/+v/0WUSDCyZw8LGxu0220hzlsuo+XzQqOyVOrqXVrFIqM33EB+2zaO/s3fcPqLX+wC3sNYBDgKAoIYcI2mfReIbVkCbzk4yOLhwyiSxOv7fUon76GxtIQThQSuT3p1FR+62/vI98V8UdcxUimcuPUfi5XcOwB8ikW2BwH9sT2FFYac8n1KQSAWLUFA4Pskh4YobN9OY3UVWVFI9PUReB5uuSySZQxk76gKdRTh1UQCI5vtVqtmLkd6ZITi0aNosURdu1KhGLtESpKE12gIybeeHtGyBwGJQoG+PXuozMzQLpdBkkgUCszcfTdRqgfZtXFcCV3TRJcRf+j05LI4qi6UkuK5aXp4GCdmE3Xa8symTQSuS2lqisz4OEpsDxGFIZWZGZIDA/Tu2EEz9m3vCDdv/7mf49Sdd4r7HR0FwDUM6ocPMzg6yjX/+T/jOA61Wo1SqcTs7CxhGHZFgF+qq+S/BU9yeLUlv+T4fhVeFEUsLS0xPz/P9u3bu6rUlyOWHnuMxz72MdrNJpWVFdzVVXKbNqGMjZHdtEm8gWPAdug4yD09XYbJyDXXoBgGS489xsw991A6dUrYOZgmWiaDG9uydkSCfcdBT6XITkzgt1rCVdLzqC4tEbXbSJLE+tGjtNbXhQp4LFDhd/jWioJsGEiOI2aM6bTQpNQ0En19VM+do7m0hJpKoTgO1zgOhiRhAVIQYBoGV9k2Jz2PlWQSO06CkSRx/qGHRII3DNC0rshIh8UThqFYCHUWIjGmsl2pdBdE/QcOYK2udjf8yf5+As+jOjODBF1nxubKConeXvRMhvbGBsn+fuqLiwTtthDxaLfRs1lO/v3foxk6itUgkmTx/GUZXVVFddmTxdSFmnoYhrQ2Nkjt348M3ZZfkiTcZlMkzxj72UmYkix3l1o3felLOJUKlelpFF1n4DWv4dzXviYYRRe2xJJEenSUuXvvZc/b346RzTIwMNC9ZoMgoNFoUKvVOHv2LO12m0Qi0U2gF3qbf7/4t2CA1olXW/JLiOeqMC3LYmpqikwm85KgQpcS9YUFHr79dhxJUwITAAAgAElEQVRZJkqn6R0ZoVyvY5dKbExN0b9vH/bGBtW5OeG1Y9u4ikIqdouUNU2olxeL2OvroqqMFXyMDpjd9wU+EZF8oigiMzIi1L03b0bSNJzZWexGg9yeiIm3nCG3Tcare8x/I8H83XWWZZlRwAlDZEVBz2YZuuYa2ouLVM+coQooxSKtUqlrWjbheRhhiB1jBqMgwAtDSCbZb5qsxd7o2U2baK6uEliWUFBvt2mXy10RYOJEqcYtvCTLGD09JHp7u8sjogg5kaBdLgv4ka4T+b6gSHqeuI94XqmaJpHn0VpaImlqpFNJIqtJq1zpEgfSIyNkRkcpTU0R+j49A0NIjRqh49CwWhimgaLpeK6H5AddMzU1lSLyfZGQY6ZPFEV4zabw+UmlCF0XT5LE7DTW30wNDJDI50n29pLftq17fWycPIn+rGQVRRGqquLKMtba2vc4TSqKQi6X69pER1GEbdvUajVWV1ep1+tdtfVOEn12J/VvJWG+OsO8hOi05B21oDAMmZ2dpVgsPq8P+XPFpYDfL4yjX/wi1WqVwsQEqXQaWxYMGy2ZpLm6Su/OnYzdeCOZsTHBR04m6RkdZdMNN5DbsoVn/uqvkGSZ1tqacC60bTzbJoq550YuR3p4mHaphGfbaMkkek8PjuvihCEJWcaamUE1TSb+ncaed4X4rQCvAYnBNlf+hk56i8HJv2izrqr0tdvC32bTJtzpaeylJZZ27UKanxfCFEHQxWQORRFOnEikuAJEktD6+vCXl0mm0+j792Pm80LcOG67jXQaO55lIsuC6RME6H19uNWqkFqTZVKbNtF66qmuyruWTAqmT2eLH/v5AMi6TuA4RFFEMpVAaXp4qJiGzuToAI1KjXYU4joOSgyS3zh5sutp7vkBaqEfKQpR1jdoOw69e3ag6jqVc+cEmF3TRNLe2BA2wL7fVVvv0DqjKGLkhhtora7iNpto6bSodFMpJFmmubqKvb6O2dtLJga318+fvyhpdubXoe9/TzJ9rpAkiWQySTKZZDiej/q+37WiWF5exnVdUqlUN4Fe2JJblvUj6ecDrybMS45OS16pVDh58iRDQ0PP60P+fPdxKZVox9dn4cgRekdGSMUtVyIWx+gIz3qx+6OWTLL1p36KiXe/GzMIOPWXf8niww/TWFwUSuCyjGqa6D09eDHgO4oiPMvCzGYxslnMLVtIJ5M4ikJ9eZmoXmfj6FEC2yY1kmbPr0i01iICByQiQi8iaEds+XcR1twuFopJ1o4dY7Np4m5ssGDbnAsCqNfxYkaSrGlEntfFJMpRhJJKCQ1K28bM5QQkyPeR4t/V5uZQTBPZsghiWwwpBpLLqtq1/A1bLeF3jmhl148fx41905V0WpilxT93mD1hXF3LhiHaaU0jqtcIZIWAENcP2bV/J1+569tErkNyaARUDd+2aSwtiePj5ZOi6+iZjKhebRuA+vnzGD09SIoi5OI8j8biIvg+TqXSxYWqyaSQdIvhTIlYxSqKIhrnz7P5LW/h4d/7PdaeeUbYAgcB/fv3s/mNb2TxoYe67KL4RrTX1+ndvft79DNfaKiqSqFQ6KppRVGEZVnUajUWFhYol8tomsYdd9yB4zi4sSr/pUQQBBw6dIjR0VHuuuuuS76/FxKvUiMvMSRJYm1tjUqlwoEDB16SbFWnrX8xCTOKImqzs9jlMo2FBR4PQyYnJ9l65ZWc//a3Lzq/4auuYvXwYay1NdrlMp5lkR4eZvvP/ixrp04x9eUvo+s6mfFx6ouL3QTZWl8nPTxMolAQsJV4juc2GuiZDE67TbXRIDs+TnJoiJXz5wU3GuiZtIhCnShQAAF7CoOQwA2QNI2R1xo8dftZsrt3czyfx5udFRJuYYgqF0m8exR1MkW45tL66iLusRqLisIBTcNyHNREgoH9+9FSKdYffRRbVWmrKu7cHO1yWWzMw1BY6sbyc0HcCWimiZpO41YqqJkMif5+9EyG8smTggGjqoJtE3sKEYPxtXQaM5/HWl1FNQy0fB4jk8JbXMBuO0BEKpXkxKlZdEPHcx1o20gZvasYFbouajKJnjTwGnWccovCSIpUtkBjfg5ZN8TrDyR6ewlNk8rhwyT7+tCSye7IwLMssps3k+zvp7m4KBJ5IF7bsRtuYPXpp6nNzZEeHRXVeBRRmpqiXa2y461v5exXvtKddzrFIvlt2zj4nufUm3hJIUkS6XSadDrN6Ogo09PTpNNptm/fzpe+9CVuueUWms0m99xzz/dIFr7Q+PjHP87u3bupx7PpyxGvVpiXEOvr65w6daprhHYpfPIXg8Vsra/z6Ec/yvrp01iWhes4TF5zDbn3vx/j5puZu/feizjlaiJBdmKC0euvZ/+tt1Kdm+PUl77EU3/+55Tn5rDX1shv2cLglVeKpUdsFxtFEX67jZpICK3HbJZWsYjvujjFIqgqoW3T8LxuRS2rKoQhih6r6gQBqm5gZLOxqVoSSY1oV1cFF1tRaJ45g+R5wgv9gErm/9sKXkjY9NG39JB4fT+NO2Ypf7NFtdGgx3GQgaDVonXiBIamcSTmeXvNptg6O46A9cSMpQ63nCjCzOexSyVhzqYoDBw4QG1mRiyyfJ9kXx+tcpmg1RK3iUPSdbwYkuQ2m6QnJ/HWVonCiGTCwA9CTFPn6NRZNFXFcX3sjRKaG4sKx5WemTHR5RZmr4HvgWOH7LpWZ/6EQ6MZ4bedrklce31djAPabZIDA91lje+6OJUKN3zgA5z72tcoHj2KJEmkBgZQUymqMzNkLgCHS5JEamSExsIC+//Tf2LshhtYfOgh2rUaCV3nDb/8y2gXSMS93BEEAYZhcMstt/CJT3yC+++/H8/z0OJl1YuNxcVF/umf/okPfOADfOxj3yNb+UONVxPmSwxVVdm3bx8LCwuXzQgt9H0euO02SrOzuIZBftMmGs0m1dlZHrjtNn7yT/6EA+96F0fuuEPM+mL2R3pkhNffdhvtapVHPvIRIWZx5gztRoPAcdg4fZpWqcTY9dfjNhq0YliN22yiRRF9u3eLCk3XIZuFUonG6ir4vtCPjEHrvuMQAZVTAUgKIKEmEyi6RnbzZoauvILi9Lcpn5QI3Ra12VmhFqTrGEM5Mu+ZJFh3kdyQKILAbiObOvn/Zw+S2+apbz7NllSKSUWhefYsK7bN6uAg5XYbr1jseqFH8ZxSin3AjZ4eojAUmp6VSlcTVNI0mktLtNbXhUam4wh3TNMkiCttRdcFQaDRgGaTJOBKElKphN1oYkQRnueRSiXRNRXfD/C8gIyp42gCnxl6nhAMCXwip4mviQ8U3xfeP8mhQWr3LaP3aBj9/V2foXaxiJ7JEPl+l6oZxgr3WiLBiS98AaKI4auvRornzCc+9zkBPfo+bJrq7Cy7fv7nu8ugJ5544oeaLOHipU/HDeBSBD/e97738dGPfpRGR4XqMkXHNfKVGq/ohFkoFLBiW4JLiReTMBeeeILFqSkSQ0MM5HIosozVapEaHKQ+P0/x6FF2vuUtjF59NYuPPkq7VqNv1y6GDx3Crdd58pOfxC6VaMZtpZpMCmiRomBvbFCZmWHLm95E8fhxsfWOPWJkVaXluniOg9loYFerghvtOEiAb9v4sddPFIa01sosPyAx/iYVZ8MlipLoPUlqy09QORng1bcRRUfwOqK4rks0KYEqQTtWF/J9osBH1XtQEykqPXNIiQTudddxJPbCcdtt5FIJxTSFHFwsHEIYCq3KbBa/2cRrtUj299O3Z49wWJRlMQOUZUonThDE89LA84SjZrwBj3xfJLRcDioVgigim88z3tdHcW2NeruNp8ioMY1zo1RFkSV8P8CXFbRCAV2SaC4toagqmU0jmFGR0pJN4LnImkwya7J4dBVVU5FCmygSghlaIkGEwKoO7N9PdWYGN55javHox2+1yIyNdfnsqmmSGhhg/dix71odPyuebYx2OaKTMC9VcBvgrrvuYmBggIMHD3L//fdf+sm9iHgVh3kJcTl9faIoYnl5mWfuuw/DMOi9YO7TmVFFUUT9/HmGrryS9PAwu972NkBUpYc/8xnO3XUX6ydOdB0hk/39qIaBG2+OJUWhubJC/+7d5CcnyYyMcM373sfisWMc+7u/w11awm+1sBoN8ebM5dBiJ0MJuqreyZgOWDuyB4Ipxt7komdcvPYCp/++yqnPKaSHGviWBTHjRgIkjS5dMTU4iBu311qsy4keoff0YK2tUZudFR5Fti1U01ut7uskx1JuSpxwCAKhsiTLrB09KvjekoQRJ/fAdcXv4oVK0PFDV1UiSUJNJJAaDSJFwY+poJu3buXs0hJSGGL29iJHAVatRtv1SBkaFhK+bqLGFM0oltZTMmlq5+bRkxqKZuDa4tpZOlFETyg01i2k8gJqMtllOUW+T/38eRRdFzNJoF2v04o/KCrT012YV3JggOzkpJhBl0oXiWx03D2HDh686Lq6HNFJmK1Wi+QlVrMPP/wwX/3qV/n6179Ou92mXq/zS7/0S/zt3/7ty3S2zx+vtuSXEJfDOdK2bU6cOIFpmuy/+mqeeuyxi/7eSZhIEvoF1UN9cRFrbY3zDz7I7D330DM+TnNtDadaFV41pRJGby9mPo9brXbZLpXZWYxMhi0338ypxx9n9stfpnfTJtaLRexmUxwXBPhrayLpJhJd7Ug/DAkch/59+wi9kFN/E+Au30SkNll5dIranHBLbK8dEe0zCHUh38c910CSpa4jopZMMnT11Virq1Sq5/DPtZDtiPWpKfxmEz2bRZJloWEZb62jKEKWJOQ42QRBgJrJkOztFaOG9XWURAItFvYNPU+07bFYh55KiUVIvU6yr09gGgsFGmfP4secfUPXOT09jRKDzqV2G6m/Hy2VwV5cpG0kMfNJegYGaM7OIrXb5BWFtq5TPzePHEkQ+PgOaEmN7GCK6kqDMFBI9Rdw7KBr0GaOjxPFHul6/AER+r6oEqOI6vQ0mdFR5GRSbKaLRZx6nczoKF6zSTMIUJNJ8YESRVz1X/5Ld6MOl09tvbPULJfLl8wj//CHP8yHP/xhAO6//37+6I/+6LIlyxdps3vZ4xWfMF8O7OTzsYUWFhZYWFhg165d9Pb24oyP88ynPiUwkIlE9xxcy0IxDIYPHcKp13n8Yx9j9emniYC1w4cxczmSAwPkNm2iOjPTFbz1LQsthgmpiQRaIkF282Zqi4s8+bd/S1gu45bLUK0Kl8SYDkhMj3SqVYyeHnJbtuDHpmK9O3eKLf758yQKBRrLZSpnz3bxg4HnCYOxeMaq5/NEtk245BFOtZH3mjjlOsm+ARpLCzTsFdS6CWc8Qi8kiLfpTrUqliPf/WcIb/FY7Nep15F0nWRvL0MHD7J+9Ch2pULk+yiZjGAUxcm2s9xJ9PYS+j5OXdhjDF5xBV6lgixJmIZBGEX4vs+JM2cwDYMgDLGaTcx0Gtk0kQ0Dr9lkcOdO0isr5DIZGBigaVlsz2Q4vbCAo+k4toVqKCSzBvViE1kG34tQ9SSGqQoqZ6uFb1nkJiawq1VasWiIEut5tiuViypESRJOlO1qldzWrbzxj/+Y+W9+k9r8PD3j42x+4xvJbt580TV2uRJm53F+lEHr8OoM85Lih+nr02q1mJqaIp1OX8QWMnp6uO43foNHP/pRwQU3TdobG5BI8PoPfAA9nea+97+fjZMnyYyN4bVagm3SbrPyxBOM33gjhW3bWJ+aEhxu20bSNJK5HD1jYyimyfrsLBgGVCo45TJ+u0353LmuQLG9sSHYLgjucuh5DB88SGtjgyve9S4UTePIZz8rRIXbbcLmCplkCzXTS+hnsIobF9ErFYT/dv/evdj/UMFZs8j87ASh6lOtzmI/so72TQ0CsMtlIW4RhqLdjpOuFI8VusZgtk3oukhhiJpOU52ZoV2rCWHhmLeezOexPE8koGxWWNzaNm5M3ww9j3a1ir2xIf5HYUg2FqPwPA/P8zAVBc8waKyv45sGYa4HRYJmpUzS9yGRoNVqYZomvaOjtGdmUCSJ1PAoOHXqq3Ucy8fI9uC2PCLXJ1Ai4Y3keaAoNCsV/GqV1OCgWPoEAbWZGYEEMAzxPzZNISbtukiyTG7zZrKbNvGadz6/Ju7l9PORJOllVyq66aabuOlZLpg/zHh1hvkKCEVR8DoJKIqYn59neXmZ3bt3k8/nv+f4seuu4+Y/+zPm77uP2vnzpHWdHW9+MyN797L61FOsHT5MdvNmoX2oqoJil0jgtVq0NjYYvPJKFMPoJs3E4CA9AwOo2Swrp06R6unBnpkRlMVkUki3+T6+bQttzLExrPV1PMtCTSaRFIX64iK9O3fi1OvM3H23eNNOjLJ5bIqJ7TaB7wNFvCDJQ3clWD1jIQOh6xLWaqj5PI3lZZrLy6TLQ6RreSrFaSpPnsRdaQqQeCwqLMUuiFEYCpsGSeqem5ZKiTnn6moXbO+UStSnp4VhmK7jxptwPZZI67S7vXv2sH78OEYmg5ZMYuRyVGdmBAZT1zHDEBVYL5VQYi3NSFFwRoZwohDNasG2LbS3bsG470HONxtQLpNMJBgdGmJmfl6oIfk+kmJAagAtGWFb5/E9id49e2mtrtKK2URqIkEUCzoHCFUjCbr8e6daFfJ7W7bQWFwk9DxSQ0OoiQSZkREA2tUqgeuS6O1Ffg6+96t+Pi8+Xp1hvgxxqb4+7XabZrPJ1NQU+Xyea6+99nkv5MzICPtuvRWAc+fO0V5Z4d7f+A2WH3uM6vw8zdVV+nbtIlEokBoYECK/kkS7WiU9NETfrl1IisLg9dfjmSbW3JyYDa6uUltexm+1SA4MoCWTApcZP0ev1RIsn1wONZulZ2REYAUVhebyMkc+8xlKp06RGR3lup/V6E21qZdkfFcsdhJZj9f/nMt9/7yJZg1as7MCZxgE1ObmCDyPMAypHp2mPjuLEhnIqljCRAiZNj2dRo69dPRMpivRFvg+KkKkQgIxPohB6KHnieVOzBoKHaebTDqz2/Vjx7qujHo6zcD+/bSKRQLHQTZNIkVhvVbD9zwSuo4VhrSTCRwpQpVkCALk1SLBb/6/eHf9C2omxYCZQo0iFhYXKVerpFMpqu027vq6sI9QVeFIGRMCwjAkE4PNXcvCabWIZBkFBGxKVcW5xK+HJ8sEqRS5/fvRY/hTY2GB3t27eei22wQ+M/ZJ3/uOd7DpDW+46Dr913CM/FFvyV/JCfPy/SdfQrwUEeHnClmW2djY4NixY+zatYsdO3a8qE/91sICT3z4wzSXl0kND3cFH5afeIJ2tUrf7t2iwrRtAsehsbJCbWGB4YMH6dm1i43paZrT04zv34+RSnWpgx1wd7KvT3CwEdqTTr2Oahjk9u7FrdXQe3rIbd2K22pRnZnBb7exl8+SM07g+DmQ1S7Txa4HqKbC9msThLUaqbExsgcOIJkmQdxm1+bmKJ18isRgi/SY2XWOVFRVSJzFC4y+Xbso7NiBFGtYyjGg3LMsgnhpFAWB8E+PJd06nuQd29zkwACJ3l6IhSdaa2t4jkOit5fSqVPIsW5o6HlouRxqfz+hohDm85h9fYS5HOraBsr8IlK9QaRr6P/wZazeAkkkAkVGURR0w6DtulRrNTTTJApDrNVVnEqF3JYtaKkU9sYGarxB9lotZFVFKxSwYok6I5cT1aZloWsafbt3k0gkCKtVrGKR1bNnWTx2DHlkhCfvuIO148dJDw+THhkBSeLJP/1TZu+556Jr53IkzAvnrJZl/UhXmJ0Z5gv5+teIH4kK86VQGztRr9c5c+YMiqK8aA56J+bvuku01oWCmAnGbZysKJTPnGHkmmsYOniQyrlzbHnjG5EVheWnn2b+qadwHnwQa2aGdG8vwcQE2YkJ7MOHu0sQt9nEzOW6m1W/1aJnbIxEfz+NSgXPtsmOjVE5e5bKzEwXZpQdlAk9B8dukhzoJ3AcWhslJEMnRCerLBE4PqnhYdrr6+A4JPN5PKvGjlth009FILkoRonKSYNn/rhFaMeGZI6DpCg4tRq18+fRDAOiiERvL61iUYwQPI9QlrviHYqm4fs+sixjdqieiLZ+4MorsYtF2rE7pqrrNBYWaJVKmIVClxoZRRGKpoIsYVcqDB44gLW6QphKQG8Bqd0m0nW0r3yD5vgoUquF37SQe7LU6nVh5hZF6P39GLEOpmdZaMkkYz/2Yyw//jjW8rLwI0omKezaRWlmBogr61RKAPCjCLfZRNY0dr/97Rz77Gdpl8vIqkpucpJcfz8rc3NQKLBRKolkq+uouRxTn/scE294Q1cO7l/Dz+dHvcJ0X+WSX1q8FCxmGIZMT09TKpXYtm0b6+vrLylZRlFE5fhxzFi7UFYUBq+4gtWnnyYMAppra9QXFwH4sQ9+kInXvY6vvPOd1JpNZN8nWF0lbLVoOg7z993Hlje9idb6ulDxjgVrFV2nsH07Zj6PrChMvOEN1ObmqD/4IG69zvrJkwKilMl022XXdpDkCCTwmhYYBnqhwND+/bQWp1g4YxFKEvXVVdxqFVUVm+G9vyYz9qYQa0mCUAIpJLfT48f+JMPjv5vHscTsU0kksNbXBa+9p4dkfz+tYrG7BIpfZNHCyjKJvj78GIvpxs6LxF4/7UpFiGEYRgyWD7rGa3axKFTlJQlrZREjEaFqAVIUoIWrqFaTdiGH3HaIDINweAj16BScPkett4DUbNFaW8MPQyGM7LoEUYSCSNaB7+PW6yT37xfamb29YjEVBFTPnRMohlSKoN3Gj8U2Qs/r0j1nv/EN+vft6zJ13EaDc//wD/Tt2UO6UBCjiiDAdV3cIKCxvMxjd9/N4M6d5HI5giC4rH4+jUaDkXi++qMYr/SW/BWdMF9qS16tVjlx4gTDw8Nc+/+z9+ZBct3lvffnrH1O792z75oZbaN9sSQbjCHGBsxlCRDel8Q3IQEnBdepQKVysxSpN+HmTSq5uXCTCiE3Cb4kgdeB975JAL8OBPCCjRfZsiVLmk0zmn3v7unt9HL294/T05GFF1kSjp3X3ypVqXq6T5/pc+bp3/N7vsuJE1QqFdbW1q76PLZ8ELcQbmmh7+abKS0uYqyusuN972PottuI9fXxw3vuYWN2lpAkUV1bQ1AUaAxU6vk8q6dO0X3TTSjRKLnJSZRwmNY9e4IExGqV3T/1U8ihEJlz5wh3dGBns80iZTds0MKtrZTW1yhkRGKtNpViEVnTCKfTlBbnkJ0KBgcRpPNBxrfj4DgOrr1C760axiIIgojnNfLWjTjJQYXWHZtYq3Fig4M4lkVhchIa7yuIYqD0keVg+u+6TW6mV6thGwZqPE7b/v2B0kcQkBq5RLmJCWi08Ga9HtCjGkbJvu8jyDLRVh23UkJPhmlviyCIAhsX1hCrDlrdxA6p2PtGUKYu4isy2C5hVSXUHsUxTcy1NWRdJ9nXh1UqUV5fb5LspZ4ecpOTSKEQcigU3FeiiK/r1PJ5pGiU9gMHMJaXgwFVLEZycBBjfZ1Yb+/zZI1qIzakOD/fbMUlWUaXZTRdR6xU2LN/P14kQqFQIJPJ4DgOtm03rdh0Xb+uuT6XFsxqtfq6bsnhjaHPNeGVqH1c12VqaopSqfQ8ZyO5MfS42vfvueUW5r73PZKXEJIVXUeNRjl8110c/vjHWTp7lvt++7cpP/cc9UyGSr2O3tKCHAo1qTaCKFLNZLBLJVr37EFSFHpuugmA1WeeQRRFJv/xH8nPzGAZBqlDh4ht20ZhYiJo4UUxWPFFo6ixOOcn+zmRniXR4iBFdBS1jlVc4exTIjPLRaSG+mVL6RMbDByNEESUllZcw8C3bURVpZYzSGyvsvpoIBs019fREwnqnofneTiW1XQnElW1mYnjNoY9ruMgh8OsnznT1IZvWaR5DaWP37gGW1Z4oiwHGUWJOJJfQgyHqGya6HGdt37yKPd99hHEmk0sqmEqYeoTU/hGBTGdQtrIEjJtfFlBVHx838MxTUKxGPV8nnBHR+CTWa1Sy2apZjLora2UFhaCDPNIJPh9GqbIsd5eYr29zetbnJtDlGXMYpHMuXM4tVpQSIeGSAwOkjl79kcGkWahQLyvj2RfH4Ig0NLSQiQSwTRNkskkxWKR6elparUa4XCYZDLZdFS/llXo5SvM13tL/gYP8xpxJQVzc3OTiYkJent72bVr1/Nu5GsdGm1///tZeeopiouLwYCGILNajUZp27+fJ+69l/P33EM8kSA9OMhaLodLwGnUADkWwy2Vmm7d+YsXkXU9yKmJxVh64gnUaBStQbMxVlfxfZ/1xx6ju5H9s3H2bJDPA9TLZZTOTrxwN9/52xUOvHsHnX0+ufEMoz/wyS17+P44oiyjRiJN70u3LiDKEpIsE1IU3FiUyMAA9Xwez8pjGSKeKLI5Po5TraK3tCCFQrgNo2EEIZiON1a8ru/jCQJiONzkKNbz+UDW2SD9VzY2mp+j57poyWQwqbcsIp2dmMUi+A61ooVtBoMrLa4y8eAsobCMVZNQNFAUDQ2o2EVCdQuprRU1LmIWg+0QLS2CYFFankWNxIPzs+3ABq2vj/VnnsGt15u8ymqlQri9nXBvL6IoYhkGsqYF3NB8Hq2lhdLiItnRUWRNC15XqbD+7LPEBgbQW1ooLy4G2yiKEvzeksSRT37yR6bkkiQ1V5f9/f1NR/VCocDy8jLlchlFUZrPSSQSr2i//t/bHuYbPMxrxEsVPMdxuHDhAtVqlcOHD6M3/lCv9PVXgkhbG/t+7dcQp6aYe/hh8Dxivb3kZ2b43u/9HnY2i1sukzp2DL21tcljlCQJq1RCbgx1nHodNRptDgScapW5Bx4gMzqKlkg0hx+SqgYFzrZZP3WKbW99K4O33cbyk09SL5cJ9feTSKcpTE7ieBoLM6089+AcluGBHUVUgtd6joPnOMR6e6nn85SmqnimhBiyqWxsoEajOIUiTiFPtC/J5nMmkmno6pcAACAASURBVCxj1et4lhVMj1U14GYqSsDrdJyAM9nSgrG6ihyLIek6iZERitPTzX1DqdG2uw3DDkEUm2a8ZqFAvVbDLBRI796NVdigWisSisngQzVfZ/H0Oq3DCYQ8mKU6cjLwogQwy2UGbz5IKL2MZ/cgCDLGagXftck8m8OumHhOYGbcduAA1YbXKASha1oyGQTSVatIqRQjH/4wF/7xHwMXeSDa08Pet7+djTNnEBomIgByKISnKBQuXOCmz3yGWE8Ps9/9LnalwsBP/AQ73vve561S4YWHPpc6qm/tN1qWRbFYZHNzk7m5uSCWJBZrrkI1TXvR+/Nyt/XXc0v+hjTyGvFSLXk2m2VycpKBgQFGRkZedF9oy47saiFJElI0yr6f/Vn2/+zPMnX//fzwc5/Dj8fp7O1lNZtF1DTWz5yh58QJOo8cYf7hhwNTCM+DSgUlFqP3ppsoLS0hKgqp7dspzM6Sm5zErlYxSyVESSIxMIDQMHbYypfJjo/Tefw4Sk8PLb29dA4Ps/T443iOg2tZrJ45g2sY6K2tyOFwc1UnNNIinYZ3ZXJkhAtfWWPXL6yjdGqIUhS7toocqbD03U7sQoL6xlTwWTUkmltttBQOI4ZCOMUioqpilUqBJVqhgNbfj1CvIzpOk2okiiK+LONXq8iRCEojysPO58EwwLZRajXUTIaSYaDFVVzLQw4pRFo0VieyrJzPEoqKOA5Y6+so0ShqMolvWaiJHPgaoixjlSwkVWLbHYNkzjyJKDgoWhwkic3JSVzTDAY7lhWoexrWdE69jiII5MbHiXR1kR4ZQVYUnHqds1/+ctOxyKpUguRLaBoUJwcH2fb2tzN8xx0vee94nndFNmuqqtLW1kZbWxsQFNqtSIq1tTVM02xGUiSTyeflm18esft6jaeAN1ry6wJZlqk1XLIhiIuYmJjAtm2OHj36kt++1wNiwyMRwCiXefSLXySUSpHu6GjGqwoN+7HC7Cydhw/TefgwuclJPNtG7++nY2CgSVAXQyE2zp6lkskErV7D+Na1LKqZDOG2NtRIpPl8I5Nh7okn0MNhWnt7KS0uImsase3bkeZOs/uwS1evi+usszyfZmY0SXE515zgOpVKMNXt7mbpsVlK8zEOfGKAUNsmm2M1Zr7lkDm1iByJBLZsghDEVngeSjQaDLwsK6DddHSgdXWRO3cuoAFpGk6tRua555BCIdR4PIjQ9X1UTcORZbxqFSWdpqW7G3F6Gjcep1yvI4kim8vL2K6LEw4hSw7tO6NkL+abBsuCEiGc7giMljWNxOAgvmdSuHie6pqDVbKQdZn9n9jLwgNLSIqMHBGRxKAtdWo1zHyeUCJBuL2d4txcYAjS8OoUG2Fn8f7+5vVWFQUlGsVYWKD/1lsD/ujaGogi0e7uQCuvqoHKqVgMtj5eZFV3tTxMSZJIpVJNJdpWJEWhUGB+fp5KpYKqqiSTSWzbboaivd5bcuCNlvxacWlLvb6+zvT0NENDQ3R2dl7XaePLvf/CwgKzo6NoQLqzs/nzeG8vuYmJQLWTzwPQOjICBARpR9OC1U29Tml5Gb9BTtdSKeSGfJDGqs4xTVzLQo3F8AQBKZXCWl9H1zQSPT0ULl5k6eRJBE2j98QQb73TQsSkUgRZgZGjBXqGFE49sQtfDJNraN4jXV1kx8awymX0+iDTX4uTGV3Ec8PYJQdRIuBXui5aOt3kXMq6jpnP4zSGNuGurkAhpOtg22iJBIKi4FhWEOhWqTRVQ57rsnV1Og8dIjQ6CqkUju+DLLNnxw5++NRTwV6jKSFEYyyPBq11OBmmkjdxfB1VEFBUlXqhQD2f5/iv3s2zX/rP6K0aqZ1JZF3m4j/NUl2rktodY3OsiKdUA+ljw+BZEEXMYhG9tRWpMem3DIN6Nks1FgvcnAwDJRIh2tVFrKuLUkNPnmjwZ2n8TtW1NVzL4oFPf5ry8jK+79Nx6BD7f/7niV9mKny9eJiXRlL0Ntr+er3ezDc3TZNPf/rT5HI5HnjgAd72trfRcYn13JVicXGRn/u5n2N9fR1BEPilX/olPvWpT13z+V8pXuu0ote00geenxx55swZVldXOXbsGF1dXa9KsYRgf2lzc5NqtcqJm29GUVW8S/ZE4729hJJJzFIpaDur1UAV1NHBB7/+dbZ97GN4tk1i2zbiPT1NpY9ZLAYSyYa/5RZv0SyVcGyb8M6dhCIRQuEwnUeOBCmLU1NYpRJWNstQ6hm0RIS6HcOxwKpDMePT0qOw/9YkyaEh2g8eZNcHPxjE2Waz0DAyXnriiebEXZCkYAXd8Mo0SyWcWo3k4GAQDdyYiiuJBHXDwMzl8KtV9La2wHkolwsKYyNpUlJVEEXkjg4Shw6hxOPUs1nyhQIr2SzruRzdnZ1sFovouo6qqkRUFSkax0GjXvGxhChSNAaOg7WygrW8DMUiffU6U1++Fz3dQXqPTrgjjBpXCaVCVDNVcqN58EPUCwUq6+sIoki4oyOY0nsecuN32TIulsJhchcukJ+aopbJUJyZYfmxx3Bsu+kNujVss6vVQBa5dy/PfuEL1ItFIt3dRLu7yYyO8oPPfKZJ2N/Cj1Ppo2kaHR0dtLS0sH37du655x5EUWR0dJQ777yTXEMz/0ogyzKf+9znGBsb48knn+TP//zPGRsb+zGc/Qtjq2Beyb9/C7zmC6bv+xQKBdbX1+nq6uLQoUNXbb3/Svcxt+zfzp8/j67r7N69Gy0Wo/8tbwnMJxoQZZmuo0eJtLeT3rEDUVHY/t738o4/+ROS27ax8cADKOFw09qNRpStKEnUG3uXWiqFlkggKgpKayvxAwfQw2Eqi4uBWiefZ/6xx6gWCoiyjB5XaO2sk18qEYoniHV3N6bTYWw/QlIdY+XkSbREIvB+tG26jh1DjUSIt+mMHLN46wcqHL5pjf6DMURJDAwvLCuIqa3VqG1usjk1hZ5Oo7W0IEQi0NCGO6aJZ1lBfrjrIkoSAsFgJNbVhR6LQT6Ppqrs/5VfQUqlqNTrAb0pHGZxeZnRyUkSsRiKLOO4LrIkIYR0fEHEMqok+wfoFkVSmkY6nSaZSqGLIsapU5BNUFlxqG3m8T0LY6UYWNPZAlqynWhXF2o8jtzYL1bj8aDgLS9TWlykms0S7etrJmaKqhqYi4TDSKpK5swZOo4cYeQjH8EqFjGWl/Fdl4N33RXklSeTgVb9EkNmp1pl+v77n3cPvZrE9WQyiSAIfPazn+X73/8+LS0tr/hYXV1dHDlyBIBYLMbIyAjLy8vX+5RfEm9II68Bc3NzFItFUqnUVbUYW9jah7zS9qher3P+/HnC4TDHjx/n2Wefbf7s4C/8ArmpKYqLi0HMgefh1OvsfP/7uek3fqM5Va1mMpz76lfJPPQQ8bY2XMsi2tlJ55EjLDzySHMoZFerpIaHCbW3s3LqFJHWVsRikdrmJp7jsDk3R2Z8HEEUiXZ0YPk+olANMscAs1RET6XRW9LEe/sw1hfAt0gODyOGQox//eu4tk3vm95Ex3CE429ZQBRdrDpIUo2+HTYDI+2cfjQcGGk4TjDVtyzsajWQZ+7ZQyQWo1CtNq3nEAQc0wzaxcYkHgIHH6dWazqQ+9ksfq1Gb29vIKmUZaq1GpZlsbC8jCqKOJEo+U0DVxCREbGVKGpFIiJIxFJxbNvGq9eRw2FylQr+E89AIo4oOYhqFbceGPn6drBKwfeQFIXa5iaRrq4mU0CNRps5RIWpqYCAr6q4tVpQ2Bp0JNe26bv5Zg589KPsu/NOnFoNJRKhns9z7m//NiCtXwatpYWVJ57g4Mc+1nzsldxzV4vLZcPXq/Oam5vj9OnTnDhx4roc70rgIb4hjbwWbNu2jY6ODs6dO3dNx9nah3y5m3crqmJubq5pKuz7fnPoA6ClUtz++c+z9PjjLD/xBLKm0f/Wt9J55Aj4Pma5TC2b5aHPfAa7Wg2KWqHARj6PsbpK5+HD9Jw4QWZsDN916b7xRkqFAhvj4wy8+c303Xwz0/fdh5ZK4ckym+USG4f34EoSrYurxDWNWqFGOQ+hqIdlVFD0MK379iGHNJz8RXLWbmI9PVQzmSCUzLaZ/d53+cCno8iqTmmjhmcHraanxBnebzJ3zsQsp1AiEQTfp7K+3rR7qy8vYzRye9RoNOBPEkhFHdumlssF+uydO8mcPx9wFyMRWvfu5cI3vhGkRe7ejTA2huB5GI14DN/zEHWdkhTG8zzqA3tQKmXkSgF5bY41QUBdW0MUBA7u3ctGLgeCgAwIejiwZSuVcComoXgcOa5TaewxbsFznGbKpRqLNfdVHdPELRZJDQ8T7e6mtLgYnGdbG4quozUGLqIsozYGKc395he6dxo+A5fi1TDfuDTP53oVS8Mw+NCHPsSf/MmfvOpT9+vVbguC8C7gTwEJ+JLv+3/4Is/7EPD/AMd83z/1Usd8zRdMURSvS67P1jFeqp03TZPR0VFUVX2eqfAL3YSKrjP49rcz+Pa3A8Ef3/l772X6/vuxq1UKs7NoySTt+/cTzmRw1tZQIhGqmQzG2hqp4WEc00RUVbLr6ziZDNF4HLNQ4LkvfYnS4iJafz9L77udx245guO6gaOR7zN86hyH/vJeLs51c+yWdQTVJ7xnD8SiGBdP47oCC7PtFJfm2ZyYaNq2xRIWipCjVo0S7+ulmskG0+eQRq1YpKevytJ4hEhrK+WNDeR4HMEwApVRg19ZWVsjlEoFLuq+HxQd08RzHKRQiPXTpwnF48EqTpJQEwmcWo16Ps9CtYqsqsimiWVZwTXxfZxkC66vITsmkdVZzPYB5t75cdL/8zewbRtZkQnrISampjAti3QqRX5zE5mAjiNEIjjlcnCesgyKgqzrARXItslfvIgaiRDp6KC8vBzIJRv8UgSBWG8v8f7+57mll5eWCLe1MX3//cx///s4lkX3iRMM33EHLbt2UZifb4oYtlDL5dj7H//j8x57NQtmvV6/LowR27b50Ic+xJ133skHG7lVrxau19BHEAQJ+HPgdmAJeFoQhG/5vj922fNiwKeAk1dy3Nd8wYTn03quFi9FXvd9n9XVVWZnZ9m5c2eTC3el8H2fx//oj1h9+mkiHR0ouk7m3DlswwjI2u3teI4TOKl7HpsXLgRt7+AgnXfeifnww2yOjhLt7MQsl1nf2MCu11kPy5x6/62kiwb1lfVgii0IzNx0hBZRZufUKmNj4xx8U53WlEdx8TzLZzOcekimmHsSt6HW0ZLJYAWoCQ0z4DpO2ELSQsT7+7CNClbRQouKqIkE+YUF3EqFSHs7bjRKvVDAcpwgngKo53LImoakaai+jw0IjUTFeqEQ8BujUdqPHCE3OorTiNP1XBc5GsVYXUVQVfTWVmobG9imiVIpINl1cF2qHQN0Tz6O1TlASz6LFA0TFW1KhoFRqQRO75oWGIXU6wG5XFXREgmcSoVIS0vTv9O2bQiHKS4toTQkiHalgu84JHbsoDA9HWSte14Q+AbY5TLh1lYufOMbFGZm0FIpBEli6pvfZO6BBzj0i7/Is1/8IsbqatPBqp7LEe/rY+gd73jevfFquhUVCoWmHPhq4fs+H//4xxkZGeFXf/VXr9MZvoL3h+u1P3kcmPZ9fwZAEISvAe8HLp9g/R7wR8B/vpKDvuYL5lbG8rXixQqmaZqMjY0hyzLHjx+/quD77NgYq6dOEW9oiM1yGUGWUXSd0uIieiRC55Ej1LJZivPzIEkk3vMeBt78Znrb2rj/T/+UaFcX+dlZNsbGgrxu12XqjrfhrK4hh8LEe3ox1lbxHIdWx+PC7Tez71/+EEom4ZH/nQsPr7J6yqJabqdemUPVBarlMvXNTeRUCkHTKGQMfA98x8ZYWUGJhKlls9jVKuneJFPnTCzbRhQEHNfFWFv711a0MdzA81AiEUKxGJX1dSJdXcEQqrWV8vJyUMwaKp/cuXM49XrT7s133YbiJzDysI0Crfv2srm4ii+Y2JEkAqC6FuqT/y/G7hPotRptpoESDuE2wuFqgJxMBsMn1yWxcydqoYCdzwexHY4T7LMKAsnt26mtryM02mVZ13F0HadB8dL6+lCSSWa/+93m3qze2srOn/xJVp9++nn8TCUcprK+zvyDD3Lrf/2vXPjGN1g9dQqpYQM39K53NT+vLbyaK8zrwcF87LHH+MpXvsL+/fs5dOgQAH/wB3/Au9/97utxqleAVySNbBUE4dIW+q983/+rxv97gMVLfrYEPG8zVhCEI0Cf7/v3C4Lw76NgXi+8UMFcW1vj4sWL7Nixg/aGfdvVYO3MmecVdiUcDoYdjVWx02hrw+3tVEolIjfcwPEPf5j67CwPf+YzrJ8+zca5c5iGEawIIxGq6+uUhgdQSgY1sUa0qwu9pSWIinA9CqUSm2aNzkSCme9+j8zZsyQGBkjv3El5aQm7MXARAMl1kTUNvWuQ6bEZduwpYtR0lFQat1pBEiqUN2w2qnuheiHYd21M8rcyxMPt7UF2+toaoqIEU3LbpryyQjidRolEAi12NNocpFzqsCSFQoiKjFVZA6mK57qoSQtRn0P0XOx4GtHzkXHxEm0Izjnks4+Q02OIikekUqFaqwWhbKqK1thXc02T+uws0cFBort2sXTffUGksCwjh0KU5ufB8xBDIXzbRopGkRUFX5apbm6i7d5NOZ9HHRgINPaRCIqicP4rX6Ft//4fudbhtjY2zp5Fjcc5+su//LL3hu/7P/aCuVWUr4fxxs033/yqRQO/EF5hS571ff+Gq3kfQRBE4PPAz7+S1/3/smBalsX4+DgAx44du2qa0hYuz3IRJYnU8DDZxnsIgoDjOGTn5nCrVY4dO8bqgw9y7m/+BlFVA4dx0wTbxi4WUdraUONx9NUNjME+vJJBZW0tiKmNRnE8D0lWGDp4mJBtI5qLtOoecBHX0eg6dgPrZ57DzOfxBQG7UqHj0CHCbW2MPrmC6HnsuTmETw3TLFDMujx+n4VRuwiAEo9jl0qBWicWC9QyhUKgw25pIdLRQa6xN6ooCqKqkjl7FikUQkulqK6vN6WHnutS29wMBi5xn/iQhKJ3s/5MBjWqUVoyEGSXtC1h1H3KAwdQl2fBqiMIIom4DqIfcAo1jVAoFJh8bG4GQWyOA77PtttuozQ/TziZRIlE8Hwft5F86VarhJJJIl1dmA1uotjIWnJLJdKdnWipFK7nYTX2Vy3TZGNqCj8SQQ2FUBum0VvOT02mwGsEgiBQLpevuSX/t4aPgHl9tOTLwKUqgt7GY1uIAfuAhxsLnU7gW4IgvO+lBj+v+YK5tWoTBOGa2putgrmxscHU1BTDw8N0XqLWuZLzeLH377rhBkbvvbepKAFIDAzgOQ658XFc22bx9GmEcplETw/PfelLbJw/TyiVQh0YINbdHYSIbfEgGxSWXQ8+wVO/dRinWEb0vGCVpyiseDbbvvcI5swMIzeXaUvOYRYCGzfE01T8GqHYm8iMpslduEC8t5fU9u3kxscxC2XOn0yQqe3A2hijWgqTXzIRBBFBCFRGSjKJ0tqK3XBId20bv5HbE0omKc3Po7e0BJEPuo6saeB5WOVyIBtsxOq69ToQfIFEO9vxhQ2K0wKdx5OkR1KEh3Xy/3cR13IQpTwxPY6+MRm09fEEvlEkJPoIigSygG1UUHSN9I4dbE5NIakqaiyG77osPvoo+D4tu3ax2YgcVmQZX1WpGQbRri7Cw8PI3d3QWAFXVlbwKhUkXafUCDlT43Hi6TTWtm0U5+aQZZl6rUapWAxC72wbLRZDeg0aXFQqlde9LPI6uhU9DewQBGGQoFB+BPiZ5vv4fhFoTu0EQXgY+LXX/ZR8C1cy5X45zM/PEwqFrmpVuTV4eqGCmRoeZvD227n4ne+gN9pTq1xGkCS23303TiJB6ZvfRN++nVAyGRhXAJVsFjkUouvgQexSCWNpKXAsLxQQ02lu8BScZyY4NTKAn07hCCKWaZJ4eozdf/33aMMG7ckIdSeJUa7h+x74Ph3b16jUYrjOLhzTJNrVxerTT1NcXGxSpGZ/+Aw4DrHubuRQDqdWQ1TVwCy5ViMUjxPdvh2rVgvackBOJBBUFbNQwDHNgKIjy1TX14Oi6nnYtRpqPI5TrRLt7sau1zELBTzHDLLO8w4LDy4x8JO9xNtjxPui1DZrqIkwIkERthoDJ1vwMK0yrm3hCja+70K/QmF5Dr0ljSBKzRgKLZ0mPzERmIZIUmA44vtEu7pwbZtww7TCTyQo5PNYtRohXadSLjP74IOIjT1aURQJxWLEBwcxlpbwKhVi6XRwXQyDcqFA54c/zLnz5/E8r2mGkUgkmnrufyu83o03tnA9puS+7zuCIPwy8C8EtKL/6fv+qCAI/wU45fv+t67muK+rgnm1Fm2ZTIaFhQVaWlrYt2/fVQ2RtlaoL+RTKAgCN9x9Ny27dzP5T/9EZWMDraODxC23sO/d7+bc3/89nu8TakQW5BsE72gqRT2bxTVNet/0JhYefjhIjYzH6XvLWxAEge2f/0taejqofOi95DdzpE89R/KxpxGBnYfr5Jdd1GQEvSVNZX0DQRSplCTSoTP84F/G0JLpIEtclhm87TYWH38cVxSJtEOsH0Qpj6ikMJZdREUJsnU8j3BbG+kdO1h+8kkSvb1BxIQgYBWLgS7esvAEgXBLC16lgqzrAdcxHEZLJDCqVcxiAVnXaNm9G2N1Catk4YsCakikcrHKynfW6LqpE/esjVPxUPTAks13XSzDoO3Wg9RCOSj74EPx6Xn8ioPtV5H8EIIp4pomka4u3AbBXsjlgql2Yyof6egIctRNk+WnnqK8sYHQyEw/+Au/wNm/+RsERUEKh3FdF891qeTz1AyDnT/zM7jFIuX5eRAEtGSSG3/91+m7+ebA/9N1MQyj6Wtp2/bzLNleyGrweuNS9ohhGP8uWvLrxcP0ff+fgX++7LH/40We+7YrOeZrvmBeGlPxSrmYjuMwMTGBZVkMDQ3hNPTDV4OXozYJosjQ7bez7e1vZ2pqimKxyN69eylfvEj+Bz+gtLxM1TQRo1HC8Tj1UKgZe2FXq+itrfTceCNLjz+OnkpRXlqiMDODVSoRNQwi/+fnaTFNwh0duLFYEOebhGpFxMvn0dvbCMXjwWBpdQVNs+g+egytvZfVkyepZjK4qore383g7bN0vdnH90Xw6/iey+K3d2Bld7B68iRmuRxkoBeLgaFGtUqsvx89kQgcmBQFRBElFKKWyeB7Hko6jV8oBL+PkQfXxDZMYkmHqL5JRRDReyJ4lkOkLYqe0tm08myc3iDaq2IVWjHzAclfVBT0tlbsZB2ZMKIu4TsukV2dCIpAdTqD4a8gEvApXdOkvrkZxGcQbAF4joPg+6w9+yzbbr01SJQ8fZpIKoWWTKKEw5z76lcDcYDr4tZqyKEQyDK2LIPn0XXbbdixGJH1dTRVpWN4mEQyCdD88t4yxNgyBq5WqxQKhaazummaLC0t/Ygl2/XCpUoiwzBovYwb+nqDj4DrvXbNN17zBRNeWUzFFnK5HBMTE2zbto3u7m4ymQzFhjrlanAlJsTlcpnz58/T2dnJkcOHOfnf/zuLjzxCdWUFM5vFLhaDln3vXkJ9fRQnJvA9j6plgWFgFwoMvfOdHLrrLk7+t/9GYnAQWdfJPPccVqUSxOjmckQ6OvBsm1KuTjjpY1bqOEaF1j0jKNEoVnEDKdpJuLMPpVanL5cjXqlgj46S/t1hoj8RJj8JdrWGIIhE+5Ls+cUSM1/zsIq7qeVyGGtrZMfGMMvlpgtTaW4OPZ1GUtXAYVwM9OeOaSKYJnprKy2DcZzsHAVfxTI9UgNJsjNZJN9D8Nrw3RyRXhFjtYBl2FiGhWfKIFTQW1po27+flaeeAnysQglv08HeKOM7Lh13Hqd6YQNJVxCiChElMGs2VlbwGs5JAKXG1gMAvs/61BRIEsNve9vzBnTlxUUqmQy9N91EeWkJY20NQRBIbNuGKMt0trbStncvvu83V5ILCwtUKhV0XSeZTBKLxYhGo80vU13X0XWdnp4eXNflTINBsWXJFgqFSCaTzdde6wT9ci/MwcHBazrevzV8T8CsvyGNvGZcqWv6lgN7rVZ7nlfm9cg2f7EVpu/7zM3Nsba2xt69e4lEIlz8l39h4eGHUdvbEVwXuVAI4iLKZerLy3Tt2UOokfHjVSoUazVihw+TvuMOVldXqRYKpLZtw/d9SskktUIhcBWy7YAQryis5fdweNcqpU2B7hMn0NJpMufPooXqzM0OEcoX6H3qqcBMA4gqDp0js5hLMSKdXQ0OZg3cEFa5gqA/yOozIj033kg9n6f9wIHmcMX3PMx8ntrmJuH29oA61RhS+Z6H73n0HL8BvX4KP9FBrNNh6dwGlUKdSt7GtRy8/ApKIkVlNUFlaQ0ppOJbPrLegiCJ1HIb5KdGSQ7003HkCM/e+1f4dQcpoqK2x8jedw7PdIjs76I2nQU5kAKKsoxtGCgdHbiWhdbYcxREkXq1ijE3R7ynp6lM2opJ1ltbyU9P47suyeFhksPDwfX0PIyVlaaSRxAEYrEYsViMvr6+ZsREPp9nbW2NcrmMqqrNeImtAmoYBoqi0NbW1hwwWpZFoVBgdXWVyclJZFluFtBEIvGKSe6Xuq0bhvG6dlsH8H0B13ljhXnNeCW5Pv39/T/iwH6tBfPFXl+r1Th//jzxeJzjx483hypT992HJUk41Sqd/f2URZHNyUnwfQozM6jRKNGODt79l39JrLs7MCEWBCrlMk/86Z9SWFqiUquhpdNEd+7EsSyMxsrJ9zw6Dx/GCnewuDpOX88culamMncRa32W6dM+Z5+Y5VjhOZxIBKGtDWdjA9oEPFVE3axhqWFsPUy4vQOzWMBcr9ByIMzArW+hnsuRHRujZedO2vftY/3sWexKpelWbiwvE2lvp/vGG7ErFVafeQYtlSKkCTgloIxfmwAAIABJREFUm0rJoZqvse+926jlbTbnyiBLhOMajqSRO7eIoCjI4SS2XcSulRCVOj42hdlN3vyHx1h+4Dnaju3DTtVRxOBLzxhbxZrJE9o9SIs2Qv1iNuB5ShJiI2zONU3UaDRQ35gmiiwj6TrF+fmgbW+Et6WGh4OYkelp7IapBzSMeldX6Tp2jMiLmL1cGjHR09MDBGYtWymR09PTgXGz4zA0NBRcs8Y/WZZpbW2lvb29STcrFArkcjlmZmYQBIF4PN4soi8npLhUSfTvYUqOzxsF81rxci2567pcuHABwzB+bLk+l68wLzXpGBkZIZFI4Hlekw+3Mj1NvL2dWDwOgkCiEZxVWV2lsrHBgZ//eQZvvx01Gm22j+WVFX74X/4L2fFxnGwWKhWclRUSIyNEdu6kZhh41SqR4WHkZJL8xRnmHlxj202H6S1G2JzaoFS5gbknJokAEdelahhEotFgOl/cBHw830HOF4gMD5McHmLlyZMkutqprcdRIxFYXWXY9wmPj6Pu20e9rY1MqdQk5yuxGIgia6dP03PTTSSHhpBDIVaePY+xnAFfJJRQWDqVpV622Ha0i+Xz64GNXSSCUyzi2jai59FxbDfI85h5AVGNICkyWpdCJX+adPcJCkIZiwoggA4+Piw7tO0cge6GSbEgMP/gg9TzeQRJoprP49g2sigS6e+nsrKCW68jplLIuo7nOGRHR4n399O2fz+eaVJaWAj8QAWB9I4d3HD33a/o/tA0jc7OTtrb25mamqJardLV1UWpVOL8+fMAzUIYi8WaNDVBEEilUqTT6eY9ViwWKRQKLC4u4rou8Xi8OY2/XCv+7ykADYIVpmO/UTCvGS9W8PL5POPj4/T29rJ79+4X3VS/nitMy7IYHR1tyim3bn7f95mdnWVzc5P+Q4cwGn+EW1CjUYTeXiIdHex43/uorK1x+q//muXHHgsGBpkMWjpN68gI1Y0NREXB9zyK4+P0veUthE+cIHP+PILnsfDIIzj1OuHeXnKbHhf+7BHUSITYnj7ESASlWAzMOgQBs1hEDoXo2HkMeSWHOJxHs1pRDx+mtLiA4DsoqsfK6S7iy8t0TExgVau4gDw+zkytRrytDSuVorK+jiTLKKqAVVwn9+S36D/SxcA7/gOP/fWjdOxuRYv4aNE4+eUy5WyVWFuE7l1R1heUZsSu77pEOjtJ75BASAA6julQ26xh1gWqWYvS4g9xqmlCrVG0wSRqWz+2WESuaICA77lNl/jWPXsor62RHR2FBj3I1zQqjQROUZYDsrmmBStSRSE/Pc177rmHzhtuYO3ZZ7GrVRIDA7Tt3dvk074SWJbFuXPnSKfT7Ny5E0EQmq244zgUi0Xy+TxLS0s4jtMshPF4PCDkN+6vrce3JvFb0RRbA8xoNNps4S9vyV/vBRMEPPe1W5Zeu2d2GbZc17fgui7T09MUi0UOHTpEuNFSvdTrr8XxaOvbP5PJcOHCBbZv305ra2uzUNZqNcbGxmhpaeHo0aNkZJlHfvd3UaLRYPpKYDNW3djg0F13UVlb48Ff/3Uc0yTc1kY9n6c4P08tl0NPp2k/eJCNM2fwfR/XssiMjRFtb+ddX/gC5dVVnvvyl0kODQVDo2KOxAgIconqxhStBw7grqzgP/dc4DJk23QfP06ksxNO9eO3PIFwUMe3llA2x2jTNrG/ptF17xnUSpVqMkmtXg/oQ7KMD8TyefItLegtLYRTYczcEqII8e4Ub/vEAb73+a8RUmXUjoPo1hh41YAgIgkUljbpP76TvqFDWGWD6uYmG2fOoLe0gDCPXRGxq1XquTo7f3oHpTNljJk6clRAwKaysIExv05s1y6UVCt23WT5yScDFU8jn2fgHe8gs7xMKJkkFIshNjwvjdVAfx/v7UWJxag2AuKUcDggs7e3oyWTbLv11qu+NwBKpRJjY2PN++JyyLJMS0tL09TX8zxKpRL5fJ6pqSlM02wWwng8jqZpzQIaiUSIRCL0NeIvtibxMzMzlEolZFnm0UcfpVqtvuzfwcvhO9/5Dp/61KdwXZe77rqL3/zN37ym471i+MAbLfm14fKWvFgsMjo6Snd3N8eOHbsiqsa1rjAFQWBhYQFZljl69CiKojRb9JWVFZaWlpqtOUDH4cMc+U//ibP33EPdcdhS5+7+wAfY8Z738NTnPx8YCnd1AYGaRtY0fNclPz1N+8GD9L75zZRXVjBWV2ndtYtbPvtZYj09fPsTnyDa1YUoikT6C+y4dQLHMhElGfwMhall5r7fyVptJ70LC3ipFEo6TT2fp3byAs7DCv5v30iL8RhSLszGfRGE9RiaWSJkGDiqGmwfrK0FBdfzwLaRTZP2G08QcZ/DH+6mUnToHmnF8kU2Fkw03cTOZamm9qPJefTkKqJSxXJCuNEDCGJg9yZHo9SyWVzLYvGhDGbBAlEgFA+x+MAS9Wyd2ECU2kYFJayhaOFADjkzQ3r/fnxRJHv2LCgKWmsrodZWZh9+GE3TSO3fT35qKgg6a6Ru+q5Ly+7dzUgNPA9RUSivrCDKMsbqKpnz58H3ad23j9gLmAO/FFZWVlhcXOTAgQNXXLBEUWzuUw4ODuL7PuVymUKhwNzcXLP4bbXwkUikeb9ttf/d3d2srKzgOA5nz55lfn6eO+64g66uLr761a++YoqR67rcfffdfO9736O3t5djx47xvve9jz179ryi41wTPAHqr92y9No9s8uwxcOcmppic3OTgwcPviKS7rVYxG3RSVKpFHsbNBPP85qadE3TOHbs2I9MOIff+U76br6Z7OgonuvSsnMneksLvuex9PjjhC+RZm6tQiVdD3JhfB85HCa1fTtSKMSuD36QaFcXiz/8IUtPPBFMdndHGL4rj2drOIUIrhW4n/e8aQNFirARO8yqabJd18mfPIm5sUElEmFh+3YSv/cg3sYG6VtuQTMXMIwlNNfFkyS0YhEDaNu7l3BHB0vPPINvmnTs348claBg46Pj1Oqkd8W48NgipbU6Jc9FkCbxlVXC7e207bsZLXOWyuoqrllHNRdwigtUclX2vvMEpXIap75CfLCMlkqgxBTWnlzHKlr0/kSaTUGjth5Yw+H7CL7PrjvuYOq++9h+2234nsdmPh/EQIRCGBsboOsoyYbrka4T7e5mc2oq2J4gMAOGgPuqhMMsPPooM9/5zr+aAgsCw3fcwaG77nrZttzzPC5cuIBlWRw9evQFRQ1Xiq1hTzwefx6nM5/Ps7KyQrlcRtO05iQ+Eongui7FYpF0Os1HP/pRvvSlL3H69GlWVlaaaZOvBE899RTbt29naGgIgI985CN885vffHULJsC1Wd/+WPG6KZj1ep21tTWGhoaa+4avBFdDGPY8j4sXLwZ7kg2bry1X60wm03Q6eqlvcjUSofv48R95/HJ3bC2VQta0pv668SSM1VWsUglBFHn6z/6MuQceQFIU6pUKqYNFnLILTuAOXllfx/N8ahmF9P4ZZr/pE/vAB5Buv53R3/5ttEOHMHUd37JIrK1RSogUJ56he9cRRF3HnpwMLNgkidaBAWINpsHxEyd48rHHqNXrhFYq2BM5TMOlM6YQenqdMxeKpPvi5BcLKGEFX41Q3dggPzVFOJ2m78YjVKcepFwxUCJhDr5nmM7BHN/785O073kTfmgSHwMBASkk4No29bxH58FbcKp+Mxfcrlap5XIIgoBVqZDP5Ygmk0TSaaypKeq1GrXlZcSGKEBsZLHLkQiVTAZJVZE0DTOfx7Us+t/2Nqbvv59Yb2+Tn+k3GA7x/n6G3/WuF72ulmVx9uxZWltb2bVr13UnpAuC0GzFt1Iia7VaM9+qWCximmbzHl1YWMAwDDzPaz7/lWJ5ebnZ9gP09vZy8uQV+epePwSGmK9ZvC4K5srKCrOzs8Tj8VeNmGsYBufPn6e9vZ1jx45RKpUYHx9nbW2tqa44ePDgVe0ZCWLAdVw9dSrYV2w81nHkCEs//CFygwaTv3ixmd548nOfY3Nqiq4bbkDr78fI5WjbJ+JWRexKnkhHO2osSqSjM3A1StS56bfuonP/e3jmL/4CM5lEjseRAHW7QO6nBvFSPq7gU827dHw/jaQdRDp7FsmyENvbwbPAXKM1v8xP3LqX2fQQ69/6DlFBYGRHjL62BM88uoxgeaSOdmFXqhglAZwq+D756WkOfPSjvPVjw0iri1hCF4omIUoic8+s4vsu9vo4XnQnStwAeR29NUx5ycba7IYOHTkMcjiM5zjBqjASITMxgVWrBdG7sky1rS1I7Gyoj9SGntquVDAmJ+l/73uR+/pYf+QRyOVo37uXfR/5CGf/4i/QW1qeR2YXRBG9rY3Jf/gHht75zhcshMVikbGxMXbu3HlVQWNXiy1SfDKZ5OzZswwPD5PL5fjjP/7jpkjji1/8Ir/yK7/yqp3TdccbBfPa0dbWRiKRuOZcnyuB7/vMz8+zsrLC3r17iUajuK5LNBpl586djI+Pk06nEQShSRfZooUkk8krJh7v+emfZu30aSrr64QbDu9bNmx777yT8f/1vwLlzMgIsqqSm5xElGWWn3mG9mPH6LvxRqzik6gJC8/1sas12vbvJ97bB3j4whoh6y0IjknUeZqDN1xEUNdZ1nvI3B7G24wQW8xhA9awxMovquy7N4Hs+7gTE1gbCwjL80GY2FCC1v/NJfoX32bbSC9CeBtxfx5En7IgIDse/kaejt2dxMXdVLL5rQ+Tgx//OEr+s/h6GyHpXzmFhaUS6xcrSFIZXy0jSDItu3YRbT9ETn4Qt+5QLxQoLy5iFot4rsv2972P8W9/G7NUItzSgiTLeK7b/Gy0RCIgsW9N4n0fWZJ40yc+QWpoCO/uu5v7hJlcjuWJCSI9PWiCQEhVg5ZaEFAjEcqNfJ/LM3q29quv9svyWpHP55mYmGDPnj04jsMnP/lJ3vWud/HQQw9hGAYrKytXfeyenh4WF//Vc3dpaanJM33V4AOvLee85+F1UTC3nIWuNdfn5VCv1zl37hyxWIzjjTZ6awo+MzNDoVDg0KFDz+N52rZNPp8nm80yPT2NKIrNAvpSyo1Efz+3/tEfMXrvvQ0pIHQfP87en/kZpFCIc3/7t7Tv39/cRzOrVWzPCyzLCgXCu3bh5E8Qe9NZ8Hw6Dh0i1nDmMWuzeNUBJLFMeOG32D58gfxCHiVcY/1tYWKCTdVPYmsacqVCqOhhtbks79hkaExCv/crqDO/j1dOQFsaq0WhNL+Jl7fQWhcw1RNYUhTVnCMa8slWPbyCAvuOERJDhFKteK5LdX0dLZVi6QerTDyawdi0SPXEaB9OM/7gHJIsIEoiYljHc30y58/Tuncv6Z07UXSdxUceCZQ8ioLW0sL4ffchyzId+/ZRmJkBVQ304w3HovabbiK5bRu1XK7pHWpVKviNYZ8ois09wIGBAVa2b8eybTzfp1QqNdMXRc8LnJguuXZb+5W2bXP06NEfe+zEC2FpaYnV1VUOHz7MzMwMd911F7/zO7/DBz7wAYDmHujV4tixY0xNTTE7O0tPTw9f+9rXuPfee6/X6V8ZfMB82Wf9m+F1UTAFQQh4ddfoBP1SnpZbbf/u3btJJpPNAVGtVmN0dJS2tjaOHj36Iy2aoii0t7c3HdstyyKfz7OxscGFCxdQFKVZQOPx+PPeOzEwwJt+67eaJhxbA4mNs2cDt3RRxPc8CoUCQjSKKstIioJVLgNQnm0lP9pLfOccWotDaeUcxsYcdlFh/B6P3YMfYOhIlFD3fpzZMnVLohKJEKkauCGVghYi1daGKAioZYvCWzvQ3vJppFQe2QFfGwZ8TKNCfs1gIWOTW60hqU/R3rmNttQwqc52lvMTyGKckKAiYOCxibGWpe+W25n8h39g8v9aQVPLyJEYG9ObnPv2NNG0TvfuJCuTJdxqHUGW8T2P7NgYb/3932fi61+n75Zbgs9AkigZBurFi5j5PPFDh9ASCQrz8zgNdyenWkVvZO+EG9fCcxwswyDyIm76Oz/4QU7/j/9BvL8/kBT6PrZlsTk3R/q97+XkyZPouk4sFiOTydDZ2flj2a98OXiex9TUFJZlceTIEb7//e/zu7/7u/zd3/0dBw8evG7vI8syX/jCF3jnO9+J67p87GMfY+/evdft+FeEN1ry1w62qEWXFi3LshgbG0MURY4dO9YkCwuC0PxGHxkZueJvblVV6ejoaGaom6bZnHROTEygqmqzgG6ZL4iXTVe1RrCWaZoUCwWisRiJoSFWMhlq2WxTsufWLSa+HGLvR+9Ejxgsn5zCzI5gzHQRiXt0dE+yOlamU+um64ajrI6dx3dcHBs0pQB9e0nsHkEURRwsRMFHtLZBbhw7UcANO1RyNtkJgdP3LeLVXTQJXM9hdnGRcrXKyMH9DG5kuSAA0w+ghILhTXpPjN7/8BSP//p9xIYOoJRO4WMjJzU8x6O0UaalN03vm9+Mka1jFotIuo4oSYRiMTzHIZJIYBgGtWqVltZWsmtrmLkc1UyG+MAA4cbnYJXLzD/0EK5pUstmA+6l5yEAuz70IUINqtflGH7XuyhMTzP30EPNxwRg9x13cMMnP4kgSayvr3PhwgUikQirq6vk83lSqRSpVOq6mGe8HGzb5ty5c6RSKbZv384Xv/hF/vmf/5nvfve7zXvseuLd7373q5jf8wJ4o2C+drBVMLf0udlslsnJSYaGhmhvb2+237ZtMzY2RiTy/7V35uFRluf+/zwzk5lM9kkCCUkIJGTfCCQpakGTY+lpPSpWUOtSqEpxrVqPePTQ2uXUirYK/tpep7VWbTlota2tlqJtAHFBUShQSAIJSQghZIFkJskkmcz6/P5I3rdJ2AYymQkwn+vikkle532GTL7zPPfyvcMpLS0d1/HLYDCQmJiodnwMDg5iNptpaWmht7d3qHZwhIAKIYhISiIkKYnO2loSMjPVcpWphYV07NmD1mCgr60NjU5HwS23kn3tYiq/+U2cg0XqEK4QwwAIDVq9ju6GBpIuuZQZ8y7DrLFiSYwg0q0lcurQ7kFiw67pItX1eTyiBueUl8DYgsOlRROjpWqNmZDoaPS58bj3d6DRabGFh1HfdQx3bQ1yQRm6R4vJ++d66EsnclYk4ZlhNPyxAaeng0FPPJ7wYvT2BoSrB61O4nIIBtwzCYtOJmZYz9TJmk4ngz09mNvawOPBlJKCkHLImb6paainfQRSSqbOno2lsZGBzk41jGGIisJSV4e9p+ekoqnRail94AEyr72Wjj17hv6NZ88mJi1N/cBsbW2lrKxMDcMophstLS1YrVb1BGEymdTuHF/R39/Pvn37SE9PJzo6mm9+85sA/P3vfw+4WfGEERTM8TPyCDSeYfVKLafb7aa2tlZ1NFKK0IUQHDt2jMbGxgnLgIaGhpKUlETScHG0zWbDbDbT3NyM1WrFYDBgs9lIveUWDOvX09fW9q86RI2Gf3vmGVIuvRRHXx+hsbHoDAZcg4O0mwfQpKQR4+rDIB04HKG4PTpCQrXYe62ABCHI6o1gd2QPtrBoQujFranDIXoxAnHaauy6Y9isCej6ozDqnHQf0jFocRMxzYqmJxqRH09XVzQuSzd6oGnKFFpXP8GVpu/RNyuXYncUBoZ+Ph2GY+hCjOgMbVh7puB0zESn8RCS3IGt/hAuMXQMtvf04BocZLC7m8xrruHwxx9z/MAB9OHh6PR6Oqur6W5sJLGkhFCTaehaiwWtwYC9pwfB0G6x/q9/xZSZiXS70UdGoo+IwNrSwr516yg9xcAyIQQxaWnEjKi+8Hg87N+/H4/Hc0K8UslUKz+/wcFBLBbLKPehkQJ6rh+2XV1dHDx4kPz8fAYHB7nuuuu49tpr+da3vjXhu9qAEhRM36EUn5/rm1Cr1dLT08PevXvV3nO3243H41FF1OPxUFpaek7jds8FxTsxOTmZjo4O6uvriY+Px263E3nzzRibmxFdXZimTSPt8suJGD6GKTvJYzb435pw/lb2GDqtBo0QfK5nN+Vdn9DSls6M5BrchqHea4DwgQFKG2w0FcyjQ/seGpxM90SRKPUIeQQnhxE6MCRcirD+E4/jOAIJwokM8eBMvYyqDAMGCdruXtwzU3FFhRPlNHN4v5EDdhs56SYMMQbii+Ko/YMWjc6ByRQDCNxuNwMhRvpa2uhqaaG9qgrpcCA8HnRGI3XvvkufxUL09OnYu7vRGgzoQkOHXJF27CB94UKyrruOhnffxd7dTdKVVzLrP/6D7U8/TdiUKSeMuQ1PTKR561aKly8fmj10BpTEX0JCAtOHxyafjtDQUKZNm8a04Y6tkTHsgwcPqklARUDPVNwupeTIkSMcO3aMuXPnUldXxze+8Q2efPJJrr766jOu/4IgKJi+QWmPPBfBVPwJld5zo9Goxiq7u7upra1lxowZ6hvfnyhuSw6HY9S8ISkl/f39WCwWzGYz+xobiTh2TD3CyxAj3/mHnq5BwYwpYfQeakRERvOR6XM4NHq+1O7CYW6nqNyAGGwFJOii0M1YxYyQbpI9/WjkUNmI3WFnwN5FWGQ4hjAzuMETM4/IIgsa4/u4PB5ETC79MhyJE42Q0GfFdVkZmk/3sGttDW6bi+NoaZKCWYvSyLkti9icCCy1ViKnuoditW43sreXkuXLafn0Uyx2O0RFEWIyIcPC6Nq/Hw2QOH8+vYcO0T+8w1bG1ZY+8AAxM2eSevnlo/4NB7u7h1yUxqAZTia5bLYzCmZ3dzf79+8nOzub2NjYc/pZjo1hj6yiaGgYmsoZExODyWQ6wb7N4/Fw4MABAObOncs777zDk08+yfr16ykoKDin9Zx3eIDBM14VMM4LwVQ+5RXBPNv4jRILEkKQlZVFaGioGq+sr6/HarVSXFx8gnWWP7BardTU1Ki7zJE7GiGEOgJBMa7t6+vDbDZTV1fHR52hNPSmkxolCElNxdHdzaDFQoy2n89Csynq+BPhBVejufI+nO5W0OiRYRmg0eHRPI+QocjhNdjtg5jipoLWAgik6EPIUHQRJnKWzWbvL/5BRDx4wq2YPC3o2s2IhDCMM1sYXPUSVtN04mMPA2GEOQUH/9CALlzHvO+ncuCFFI681wpSogkJIWfxYmJzcjj66afMuOIK3C4XZrOZsLAw3GFhDPb20tPRgZg6lfD4eHSAMSICd1/fKdsVY7Oz6dy/XzX9VXAODKCPilKL2U+GlHJUyY4v3wdjqyicTifd3d1qz7jH41H7xVtaWkhMTCQ5OZm1a9fy3nvvsWnTpvN+7MRZETyS+46zNdBQjjctLS3k5eXR2dlJW1vb0GgFrZYDBw6QkJBAZmam30tFlLUpLu3eOGWPdP6eMWMGW/bqiHa78bgH6R0YQJs6nbC4WNw9vYTqY0h68Dt8/tJZaLRaJKN/6YSMwIUDS1cnen3I8C+lCzcNgA0xYhBV+rWR6Ixz2btO0Nu6Fy0aPJdlYlx+Ke7fbIWQ41jDixA4mUE7Qgdh0+DgmzVkXvsIZfetoPjrNhy9vWoL6MG330Z6PEMjbHt7iTGZ0Ov1DMTGMtjdTahGQ3RCAu7hagFbXx8Dvb3UHT1KvNuNyWQaVaaVs3gxW1etGtpJDidoPE4nA8ePM/eee06YHa/gdrvVXZ0/6isVB/Ypw80KbrebtrY2Dh48iF6v54477sButxMbG8srr7xycYklBAXTV5ztXJ/BwUGqqqoIDw9Xi9BDQ0Pp7Ozk4MGDWK1WoqKiVJcYJUPtDxQ/zbCwsHH9koaHSDTaECLDdERGRiAlOJwOHFPt9FglXS4L/zxwkHo5jX02EzqthssTPVya4GGgtwC77vdERKRjDFU6VkLQuLPwaPcjRT9y2LhXyCmkV/yAri9sILHrMmxh4VRFarABVHcjorV4RA8eTw4GmQbCgkYPdpsD9/FFiGka9OHhQ+bEw+ijoxmw2XD09xMfH68KWvSMGXQ3NiKH62C1Wi2hej0um41Lbr+dWXPmnLRMy5ScTNlDD7HnhRcYHJ7KKYSg4JZbTtkTrsQrExMTSUlJ8fuHJgwld1paWigtLcVqtaLRaJg/fz6xsbHccccd/PnPfz7vJ0GeFUHB9B3eCmZbWxuNjY1kZ2djMpnUInSXy6U6uZSWlqo1kkqGOiwsjNjYWGJjYwkLC5uQX6Curi7q6urOaNrhDQsSPbzTosUjQSOGkukGvR6X0JOkF3zxc3l85zNo7PGgc1vxSA/vHw5lhr6f2+O1lJQtQRNaicQG0oAUfYAGg/1XIDyABZiKxlPAgOjGpXEQFh+HESj1SFqFh7a4cETLIMmhVpJlIoJwkOFDgifb0IWGcvj99zn49tvYOjsxZWaSfvXVdGi1aA0GogyG0bs/jYa4nBwMMTH0jWjzy1y0iNwbbkCj041KsihZ6tbWVnpDQ0l54AG0FgsRYWGkzJ6NcXjK41iUFsOcnJxzcvYZL8ocKIvFQklJCdXV1dx99938+Mc/5t///d/9vp5JxSQWTHGG7pnxtdb4EIfDQUNDA0aj8ZSJGaV+EiA3NxetVquWC7W3t3P48GGysrJOGtBX7LTMZjNms5mBgQEiIyPVBMt4Z0x7PB7q6+vp6+sjPz/fJ3V0UsIv92vZ2KIlQicJ1UKvUyCB/57tYleXYGOzlpSIoR+j0+Wiq8vMcZeRL8a0c2VUO1OmdRCbuIdQ4wBactF6FqqJoJEMiC7+of8tYZ7R4mJ+v45DT28kPDWReDLVr/e1tpJYWoohIoLGykoMMTGEhIbS19VFT1cXn3vwQRLS0vj4Rz/C43QOzeNxONCEhHDpf/3X0AC22lrcDgcxaWmEeilqioBaLBZ6e3v/tQMdPsILIThy5AgdHR0UFhYGJG7tdrupqalBr9eTkZHB22+/zbPPPsurr75KTk6OT+91xx13sGHDBqZOnap6H5jNZm666SaampqYOXMmb7zxhq8+NMa9wxCppZJHdnp38YOgW0pSAAAgAElEQVTiH1LK0vHe82w4bwTT6XTS1NSEEGKUBZWCMlY3LS2NhISEUbvKAwcOoNFoyM7O9rpcSDmqKwJqt9uJjo5Wd6BKJtsb+vv7qa6uJiEhgdTUVJ/uXKWEHcc1bDyipcsO2dEerkn1kBIuufk9PbEGSYhmSEh6enqJiYlG6gzY3YKX5g85dysCA6jiEhMTM6oERiLZGfISbuyE8C/TCenxUP/8BlyV3YTp4xA6HW6bjYhp0yhcupSPV68mcvi429fXh21wkCijEXd/P1e/8goum43mDz+kt7mZqNRUps+ff0LiZjyMFNCenh4cDgehoaFkZWX5vNDc2/Xs27ePadOmkZSUxDPPPMP27dv53e9+d86Z+dPxwQcfEBERwdKlS1XBfPTRR4mNjeWxxx5j9erVWCwWnn76aV/cbvyCmVIq+aaXgvlYUDBPidPppKWlBbvdPsriTSnJ6e/vJz8/H71er+4qlWxyenr6uNvIlJECioC63W5iYmKIjY3FZDKdtL5OGZR25MgR8vLyxmWMcLYMuuDm9wwkGT1Yrb04nQ5Mpli0Wg0eCa0Dgje/4Bg5ckjN4JrNZrq7u0fVEMbExGDVHWVfyB/RoEUvw5G4GRS9hLunkrQ7n9YPt+McGCCxpITkSy+l5rXXqN+4kfCEBCwWCxqtlpjoaBAC69GjXPb44ySVlfnl38Nms7Fv3z6mTJlCaGjoKXegEymgii1cTk4OBoOBu+++m8TERNasWTOhdb9NTU1cffXVqmBmZ2ezdetWpk2bRltbG+Xl5dTW1vriVuMXzORSyX1eCuYq/wvmeRXDHJslV0ZVJCcnk52djcfjUf80NDTQ39/vszKRkSMF0tPTcbvdqrgcOnQIQBVPxbxj//796HS6k7qxTzQGLSSFOjl8rJf4cB1x8fHqu9nigLwYydiN7tgMrlJDqIyO1Wq1xCZ8nsHERmzhx9ChZ4b78yS756ArCmVaUcmo53PZ7biH5yBFRkZiHGGHJkA1HZlozGYztbW15ObmEjMc0zxZDHRUEsnHAtrW1kZzczPFxcVYLBaWLFnC0qVLufvuu/2ebOro6FBff2JiIh0dHX69/xmZxDHM80YwR2bJPR4Phw4d4vjx4xQVFY0qQu/v76empoakpCR1ct9EoNVqRw21GikuBw4cwG63Ex8fT1JSUkCyr52dx5njOEajoRCdUauK5YAL+p0abprlOONznMqJyVwfibOnh5CQENwmE32xg0RF6U8QF9306fRaLEzLzkY3skDb7UZKSWxGhs9e78mQUtLc3Kx2zZwsbjy2U8fXAiqlpKGhgb6+PkpKStizZw/3338/a9as4corr/TJ6xwPyujkSUMwS+47dDodg4OD7Nixg7i4OMrKytT5OjB09Dh+/DgFBQV+L8UICRmqZVRmrxQWFtLf309ra6s690eJf0ZEREzYm1SxAhsYGGDpgnxmHoeX6gSWYX0M18HKIidFsWcfbRnbxXIycVF8QFtbW5FJSaQWF9Pb1ER4YiIanQ7X4CD9HR1kXXutapw8ESiJFWVonbdC50sBdblcamlbUVERf/jDH/jZz37Gm2++ScYEf1icjoSEBNra2tQj+dRT2N8FhEkumOdVDLO2tpbDhw9TUlJCVFSUKpR2u53q6mr1uBwIcwLFNzM2Npa0Ybebsd9X4p99fX2Eh4erAmo0Gn0ioDabjaqqKqZMmcKMGTPU57S74ZBVIID0qKEk0ERgs9no6OhQk3NRUVFE6vV0vPMO7du3w3C/ePZXvkLWV75yymJyX6xj3759aveULxmbhQ8JCVFDMSMFVFnD9OnTmTp1Kk8++ST79u1j/fr1aljAX4yNYa5cuZK4uDg16WM2m3nmmWd8cavxxzATSiW3ehnDXBNM+pySQ4cO0dnZicPhoLi4eFS5UHNzs2r8Gwja29tpamryeg1Kj7gioDabjaioKLWE6Vxirh0dHTQ2No6K0/kbJdapJLgUKzSz2UxPZyd6YGpqKvEJCYSHh09onWteXp468ngiOZmAGo1GzGYzOTk5hIaGsmLFCmbNmsXTTz89rsmS58LNN9/M1q1b6ezsJCEhge9///tcd9113HjjjTQ3NzNjxgzeeOMNX2XofSOYN3kpmD8NCuYpcTqdDA4O8vHHH5OYmEhUVBRtbW3o9XqysrL8/kaEoSOX4nCUk5NzzplOOTwiQRFQp9M5qoTpdM+rjE6w2+3k5eX5zWVpJEqcrre3l4KCgpOWXI2sc7VYLPT39xMeHq5+SIy3UUCZxdTZ2UlhYWHA/CKbmpo4evQoERER3HHHHVitVsrKyvjP//xPLr300oCMtvAj4xfMqaWSJV4K5v8Gs+Sn5Nlnn8XtdnPFFVdQXV2NwWAgIiKC8PBwjh49OuGxwbH09PSwf/9+nzgcCSHUWTNpaWl4hsdSKF1IUkq1hGlkfeTAwABVVVUBG50AQ4mgffv2ERMTw5w5c065hpFjYxUjEWWXXV9fz8DAABEREaPCFN7idruprq5Gr9czd+7cgIRklNix3W7nkksuYceOHYSEhPD888/jcDj43e9+x6WXXur3dZ13TPIhaOfNDrOpqYkNGzawdu1aPB4Pc+fOpaKigvnz52M0GrFYLGpsMC4uzifdOSdD2ckcP36c/Px8v0wOdLlco+ojhRDo9XqsVisFBQUBO4Irdmi+aPNUGgWUI/zg4KBXYYqBgQE1VqiY+vobZYxETEwMM2fO5LXXXuNXv/oVb7zxBjNnzgzImgLE+HeY8aWSa73cYb4cPJKfll/96lfAULvXvn37qKysZPPmzbS1tVFWVkZFRQVlZWW4XC4sFssJ3TnjPa4ODg5SXV1NdHR0wJJLSvbXZrMRHh6ujklQXqPS/jeRjCzXKSgomJAPJo/Ho3ZajfxZKgJqMBhUIxV/xStPxsgxEnFxcXzve9+joaGBdevWEXkSf05fs2bNGl588UWEEBQWFvLyyy8HpN1zmPELZlyp5D+8FMx1pxdMIcSXgOcBLfCilHL1mO8/DCxnKC9/HLhDSnn4tOs7nwTzVNjtdj755BMqKyt57733cLlcLFiwgPLycvLz89Wjn5TynGaIAxw7doyGhoZxmcuOl/7+fqqqqk7wzlTmBCmJB6PRqAqor5MrLpdL7YPOysry24fGyE4rJQYKMGvWLKZMmXJWraq+YuQYCSkly5cvp7CwkB/+8Id+iVUePXqU+fPnU1NTg9Fo5MYbb+Sqq67i61//+oTf+xSMXzBjSyVXeimYfzi1YAohtEAdsBBoAXYAN0spa0ZcUwF8KqUcEELcA5RLKW863S3Pmxjm6TAYDJSXl1NeXo6Ukp6eHrZu3cq7777Ld7/7XWJiYtTvR0ZGqjsTb3ZmI93QS0pKAvKLCUNjgJubm8nPzz9h5zJyTpCUUi1hamxspL+//5xjg2Pp6+ujqqoqIM70SqdVREQEVquVqVOnMmXKFLq7u9m7dy9ut1s9TZhMpglNfo0dI9Ha2srSpUt58MEHue222/waS3a5XNhsNkJCQhgYGAhYWMJnSMB7y9vT8TmgXkrZCCCE+B2wCFAFU0r53ojrtwO3nelJL4gd5umQUnL06FH1+L5nzx4yMzMpLy9nwYIFREZGYrFYTmrv1tfXd0o3dH+hGNxKKcnJyTnraoCRLu0jY4PK6/Q2m9zW1sbhw4cpKCjwyux4IlB22KmpqScIttKqqpT4KIkypcjcV1UUyhgJKSW5ubl8/PHHPPLII/zyl78MSFLn+eefZ9WqVRiNRr74xS+yfv16v69hBOPfYcaUSi73cof5F3EY6BzxlReklC8ACCGWAF+SUi4ffvw1YJ6U8qTT8IQQPwPapZQ/PO36LnTBHIvH46GmpkYV0ObmZubOnUt5eTmXXHIJgJpcAZg5cybTpk0LSJlKX18f1dXVpKSk+KzFcuzR1ul0jjIRGbsz83g81NbW4nQ6ycvLC0j5FgzVeDY0NHhtYjI2UQacczhGweFwsHfvXqZOnUpKSgq//e1vWbduHW+88cZJHbQmGovFwuLFi3n99deJiYnhhhtuYMmSJdx22xk3ShPF+AUzulTyeS8F853THsm9FkwhxG3A/cAVUkr76W55QRzJzwaNRkNBQQEFBQV861vfwul0sn37djZt2sSvf/1rrFYrLpeLhQsXct9996l2XIo7UVxc3AnWZ75G2RUfPXrU6/EV3jLSRASGdmY9PT2YzWYOHz48Ks5rMBjYv3+/1xMUJwIpJYcOHcJisTB37lyvQyI6nY74+Hg1ez9yGFl9fb3qxKS0cp5JQK1WK9XV1WRkZBATE8Pjjz9OW1sbmzZtCpgj+qZNm0hLS1PNUq6//no+/vjjQArm+PFdWdFRYOSnWMrw10YhhPgCsAovxBIuQsEcS0hICAsWLGDBggXccMMN3HzzzSxevJju7m6++tWvEh4ersY/TSYTZrOZhoYGNBoNsbGxxMXF+dTVxuVysX///qEJiaWlE5480Gq16vFcub/FYuHIkSN0dXURHh6O0+mkp6dnwu3PxqL0YoeFhTFnzpxx3ftURiLHjh2jrq5OnSeuCOjIeymz6gsLC3E6ndx4443MmzeP559/PqAzwlNTU9m+fTsDAwMYjUY2b95Maalfq2wmBt/EMHcAmUKINIaE8qvALSMvEELMAX7J0E70mDdPetEdyU+HzWajp6eHxMREYGh3097ezqZNm9i0aRO7du0iLS2N8vJyLr/8ckwmk2pMGxoaqtZ/nmtmWtnFBGrcL5zYtQOo8U/FP1IR2Imcg6SU68ycOVP9eUwkyrgS5XWGhIRgMpmw2+0MDAxQVFTE4cOHuf3221m5ciU33XTTpHD5+e53v8vrr7+OTqdjzpw5vPjiiwHrcsIXR/KIUkmRl0fyT85YVnQVsJahsqKXpJRPCiF+AOyUUr4thNgEFAJtw/9Ls5Ty2tOuLyiY3qO0ISrxz4aGBmbPnk15eTnz589Ho9FgNpvp7+8nMjJSFZYz1cUpY15bW1sD4rSk4HA4qKqqUutMTyYII/vDJ2oOkrKjO1lFgL9QuqhcLhfvvfcef/vb32hvb+epp57illtuudBbHM+V8QtmeKkkz0vB3BksXD+vcLlc7Ny5UxXQ3t5eLrvsMioqKpgzZ45aH+lwOE6ZWFHmECl1jYH6RTyXrp1TzUHy9oPiZM/X2NhIT08PhYWFAemLh9FjJJKTk/n1r3/NH//4RxYtWsSePXsoKCjg0UcfDcjaJjnjF8ywUkmOl4K5OyiY5zV9fX189NFHVFZW8uGHH2IwGLj88sspLy8nIyND7VwB1KRKS0sLaWlpfjl2ngylprCjo2PcXTtj5yA5HA6ioqKIi4vDNDx3/FQ4nU6qqqqIiIggIyMjYMddZYxEdnY2kZGRPProo/T29vLSSy9NSEfTBYZvBDPDS8HcFxTMCwYpJcePH2fz5s1s3ryZHTt2kJycrMY/P/vsM9LS0jAajaPMhf05H13p2gkJCSE7O9vnCQyPx6Nm4C0WyynnICkF8coAu0ChTBYtKirCZrOxbNkyKioq+O///m+/JHe6u7tZvnw5VVVVCCF46aWXzjfDjvELprFUkualYO4PCuYFi5SS+vp63nrrLdasWUNcXBx5eXlUVFSwYMECQkJC1AJ6xVw4Li5uwnY1gejaGTkHyWKxjDIRKSoq8uuQuJGMHCNRUFBAfX09d955J9/+9re5/vrr/fYBtmzZMhYsWMDy5ctxOBwMDAwEzFjlHBm/YBpKJcleCuahoGBe8Dz55JPk5+dzzTXXsHv3bjX+2dXVxbx586ioqKC0tBSHw6F25kRHR3t1rPWWydC1I6Wkrq4Oi8VCVFTUad3LJxKXy0V1dTVhYWFkZGSwefNmvvOd7/DKK68wZ86cCb+/Qk9PD8XFxTQ2Nk6K7Ps5Mn7B1JdKEr0UzCNBwbxosdlsbNu2jcrKSj744AOEEKqBSG5urmp95na7MZlMagH92SSJJkvXjhKvjIyMZNasWf8apWG3jyphmug5SCPHSCQkJPCLX/yCv/zlL7z++ut+jynv2bOHFStWkJeXxz//+U9KSkp4/vnnA1YxcY74RjDjvRTMtqBgAvDuu+/y4IMP4na7Wb58OY899lgglhEwpJSYzWa2bNnC5s2b2b59OwkJCZSXl3PFFVcwbdo0uru76e7uRqfTeWXtpsz7CWTXDvwrFJCenn7G4Vs2m42urq5RXqe+moNksVg4cOAAeXl5GI1GHn74YVwuFy+88EJA7NF27tzJJZdcwrZt25g3bx4PPvggUVFR/M///I/f1zIOxi+YIaWSGC8FszMomLjdbrKysqisrCQlJYWysjJee+018vLy/L2USYPSHrhp0yY2b95MdXU1ubm5avwzLCxM3ZUZjUa1gF6pi1TcmQI57weG5g4dOnTonEIBp5qDpBzhz0bklLbToqIi+vr6WLZsGV/+8pd55JFHAta5097eziWXXEJTUxMAH374IatXr+avf/1rQNZzjoxfMHWlkigvBdMSHFHBZ599RkZGBunp6QB89atf5a233rqoBVMIQXp6OitWrGDFihV4PB727t1LZWUlK1eupL29nbKyMsrLy5k3bx5ut1sd+6BQWFgY0HhlfX09/f39lJSUnFN9pRCCiIgIIiIiSE1NHWUwXF1drZqIKO2NJ7vHyDESJSUlHDhwgG984xv84Ac/4NprT9vgMeEkJiYyffp0amtryc7OZvPmzRfne36Sj9mddIJ59OjRUc4vKSkpfPrppwFc0eRDo9FQXFxMcXExK1euVA2U//73v/Pzn/8ct9tNSUkJ//jHP3jiiSeYOXMmtbW1uFyuk5b1TCTK+Ibo6Ghmz57ts1CARqM56Rwks9l8whwkk8mEx+NRx0hkZWXxzjvv8MMf/pB169ZRWFjokzWNl5/+9KfceuutOBwO0tPTefnllwO9JP/jAWyBXsSpmXSCGeTsGWugvGnTJlasWMHcuXP59re/jclkoqKigvLycmJjY+nu7ubQoUMIIdSY4FjDCV+g9MZ7E68cL4oZykgTEUVADx48iM1mU70B/vSnP7FlyxYqKytVp5/JQHFxMTt3enkcvZDxjfnGhDDpBDM5OZkjR46oj1taWkhOTg7gis4vhBAYDAa2bt3KjBkz1D71yspKfvGLX7B3717VQPnyyy8nPDyc9vZ2amtrMRgMPstKK7PaCwsLA5LpVezdhBB0dXVRXFxMdXU1Tz31FAcPHqS4uJgNGzZw++23+31tQc7AJK7NmXRJH5fLRVZWFps3byY5OZmysjJeffVV8vPzffL8R44cYenSpXR0dCCEYMWKFTz44IM+ee7zAY/HQ3V1tVr/eeTIEUpKSqioqBhloHyuoy08Hg/19fXYbDby8/MDVro0coxEUVERFouFpUuXsnjxYh544AFaW1tpaWlRX3MQnzD+pI8oleDtLjuYJQdg48aNPPTQQ7jdbu644w5WrVrls+dua2ujra2NuXPnYrVaKSkp4c9//vPFGWBnyKFIMVDesmULdrudz3/+81RUVDB79my1tMfhcIwqoD9ZUkWZUW4ymUhLSwtY6dLYMRJVVVXcddddrF69mi9/+ct+WYPb7aa0tJTk5GQ2bNjgl3tOAoKC6a+FBIpFixZx//33s3DhwkAvZVLQ29vL+++/T2VlJdu2bSMyMpIrrriC8vJyZs2apc7NUZzZ4+LiiI6Opr+/X3UkD2RcUBHt+Ph4pk+fzoYNG3jmmWdYv349ubm5flvHc889x86dO+nt7Q0K5tk8wSQXzEkXw/QnTU1N7N69m3nz5gV6KZOGqKgorrnmGq655hqklOoYhpdffpndu3erBsrl5eVERUVx7NgxdYRHcnIyBoMBKWVAdpdKUXxGRgaxsbH85Cc/Ubun4uLi/LaOlpYW/vrXv7Jq1Sqee+45v933wmByp8kvWsHs6+tj8eLFrF27NmCmD5MdIQRJSUksXbqUpUuXqq2VlZWVfP/736ehoYGwsDASExNZvXo1er2e5uZm1VhYKaAfb1eON4wcI6HRaLjzzjuJj49n48aNfvfVfOihh3jmmWewWq1+ve+Fge+G+kwEF6VgOp1OFi9ezK233sr1118f6OWcN2g0GnJzc8nNzeWuu+7iqquuIisri8TERO69916sVqtqoDxr1iwGBwepq6vDZrOpM8NjY2N9OttdSklTUxMWi4WSkhI6Ozv52te+xm233cY999zj953uhg0bmDp1KiUlJWzdutWv974wmNyV6xddDFNKybJly4iNjWXt2rWBXs55zYEDB8jJyVEf9/X18eGHH1JZWclHH32k1odeccUVZGVlqeN9FQMRpaj8XF3m3W43+/fvR6fTkZWVxZ49e7j33nt57rnn+MIXvuCrl3lWPP7446xbtw6dTsfg4CC9vb1cf/31/N///V9A1uNnfBDDnC3h715enRhM+kw0H330EQsWLFCPbgA/+tGPuOqqq3x6n4s0S6oipeTYsWNs3ryZTZs2sXPnTqZPn64KaEJCAhaLBYvFMmpypbe2bna7nb1796pjJN58803Wrl3La6+9RlZWlh9e4ZnZunUrP/nJT8b983/iiSeIjY3loYceAmDVqlVMnTp1MpbD+UAwiyRs9PLq6UHBvFC4SLOkp0TpJ1fqP+vq6igsLFQL6BUD5Z6eHoxGoyqgJ5vA2dvbS3V1NdnZ2cTExPDUU0+xa9cuXnvttUlluOsrwWxqauL6669n165deDweMjMz+eyzz/yayPISHwhmoYQ3vbw6K5glvxAIZklPRAhBZmYmmZmZ3Hvvvbjdbnbt2kVlZSX33XcfFotFNVAuKyvD4XDQ2Nh4wgTO7u5uDh8+zOzZs9XwyvTp0/nLX/4SsCL5U6FUE4yXmTNnEhcXx+7du+no6GDOnDmTUSx9RDCGedGxZMkSHn/8caxWq092GBcDNptNHSD3wQcfoNFo1AFyeXl59Pb2qv3vdXV1CCFYv349d911F8uXLz+fXcq94vXXX+fjjz+mvb2dZcuW+TyE5CN8sMPMl/Cal1fPDu4wz3eCWdJzw2g0snDhQhYuXIiUkq6uLrZs2cKf/vQnVq5cic1mY86cOTz88MPo9XpefPFF3G43v/nNb5g+fTpf+tKXAv0SJpSvfOUrPPHEEzidTl599dVAL2cCmdw7zKBg+pht27bx9ttvs3HjRjVLetttt10sWVKfIIQgPj6eG2+8kUWLFlFRUcGyZcuIiorixz/+MZ988gnbtm0jPT0di8WCw+EI9JInHL1eT0VFxVmPJTn/mNx1mMEj+QTiq6D/xU5bW9uoyZb+6iSaTEYtHo+HuXPn8vvf/57MzMyArMELfHAkz5Hway+vnu/3I3lg/PiD+ITu7m6WLFlCTk4Oubm5fPLJJ4Fe0oQwdgywv+KVOp2OZ599lpqaGrZv387Pf/5zampq/HLvkdTU1JCRkcGVV145mcXSRyitkd788T/BHeZ5zAUwx/q8ImjUckZ8sMPMlPD/vLz6qmDSJ4h39PT08MEHH/DKK68AQzEuX7YcBhlN0KjFn0zepE/wSH6ecujQIaZMmcLtt9/OnDlzWL58Of39/YFe1gVJ0KjFnyhJH2/++J+gYJ6nuFwudu3axT333MPu3bsJDw9n9erVgV7WBUfQqMXfBAUzyASQkpJCSkqKekRcsmQJu3btCvCqLiyklNx5553k5uby8MMPB3o5FwlKHaY3f/xPUDDPU0bOsQYu3jnWE8i2bdtYt24dW7ZsUccab9zorTFEkHNjcmfJg0mf8xh/zLFes2YNL774IkIICgsLefnllwkNDfX5fSYj8+fP5wxVJEF8TrBwPch5ytGjR5k/fz41NTUYjUZuvPFGrrrqKr7+9a8HemlBJic+KCtKlbDSy6sfCBauB5lcuFwubDYbLpeLgYEBkpKSAr2kIBc0vkv6CCG+JISoFULUCyEeO8n3DUKI14e//6kQYuaZnjMomEFOSXJyMo888gipqalMmzaN6OhovvjFLwZ6WUEuaHyT9BFCaIGfA18G8oCbhRBjg/x3AhYpZQawBnj6TKsLCqYf2LFjB0VFRQwODtLf309+fj5VVVWBXtYZsVgsvPXWWxw6dIjW1lb6+/vPWxORd999l+zsbDIyMoLlV5ManyV9PgfUSykbpZQO4HfAojHXLAJ+M/z3PwBXijP03Z4phhnERwghfgiEAkagRUr5VICXdEaEEDcAX5JS3jn8eClwiZTy3sCu7OwY3m3UAQuBFmAHcLOU0v+N4UFOixDiXSDey8tDgcERj1+QUr4w/DxLGHrvLh9+/DVgnpTy/hH3qhq+pmX4ccPwNZ2numEwS+4/fsDQL+og8ECA1+ItzcAlQogwhj7SrwR2BnZJ54S62wAQQii7jaBgTjKklJPa2DR4JPcfcUAEEMnQJ+OkR0r5KUNHlV3APobeLy/44rmFEC8JIY4Nf8orX4sVQlQKIQ4O/9fki3sBycCREY9bhr8W5MLlKDB9xOOU4a+d9BohhA6IBrpO96RBwfQfvwS+A6zHi+DyZEFK+V0pZY6UskBK+TUppd1HT/0KMHY38RiwWUqZCWwefhwkyLmwA8gUQqQJIfTAV4G3x1zzNrBs+O9LgC3yDDHKoGD6geHYn1NK+SqwGigTQvxbgJcVUKSUHwDmMV8eGYT/DXCdj27nzW4jyAWElNIF3A/8DdgPvCGlrBZC/EAIce3wZb8G4oQQ9cDDePEBHUz6BAkYw3VvG6SUBcOPu6WUMcN/FwyVfIzb4HP4uFXHUAz2KEO7j1uklNXjfe4gFxfBpE+QSYmUUgohfPJpLqV0CSGU3YYWeCkolkHOhaBgBplMdAghpkkp24QQ04BjvnpiKeVGIOicEWRcBGOYQSYTI4Pwy4C3AriWIEFOIBjDDBIQhBCvAeUMFSl3AN8F/gy8AaQCh4EbpZRjE0NBggSMoGAGCRIkiJcEj+RBgjaYyrsAAAASSURBVAQJ4iVBwQwSJEgQL/n/uOhWPt1C8HQAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#################### test to check the replace_nans_function ######################\n", "# takes ~4 seconds\n", "\n", "# ball shape with a gap of nans in the middle\n", "center = (5, 5, 5)\n", "size = (10, 10, 10)\n", "distance = np.linalg.norm(np.subtract(np.indices(size).T, np.asarray(center)), axis=len(center))\n", "arr = np.ones(size) * (distance <= 5)\n", "hide = arr == 0\n", "arr[5:7] = np.nan\n", "\n", "# displaying in 3d plots. Values outside of the original ball are hidden by setting to nan\n", "arr_show = arr.copy()\n", "arr_show[hide] = np.nan\n", "fig9 = scatter_3D(arr_show, size=50, sca_args={\"alpha\": 0.6})\n", "# replacing outliers\n", "arr = replace_nans_py(arr, max_iter=2, tol=2, kernel_size=2, method='disk')\n", "\n", "# displaying in 3d plots. Values outside of the original ball are hidden by setting to nan\n", "arr_show = arr.copy()\n", "arr_show[hide] = np.nan\n", "fig10 = scatter_3D(arr_show, size=50, sca_args={\"alpha\": 0.6})" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Run it only once:\n", "import os\n", "if not os.path.exists('test_3d'):\n", " import git \n", " repo = git.Repo.clone_from(\"https://github.com/fabrylab/3D_piv_example_data.git\", './test_3d', branch='master')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "###### real data example ############################\n", "# we recorded stacks of collagen fibres with confocal microscopy in reflection mode\n", "# \"alive\" stack contains a force generating NK-cell, marked by the red circle in the animation\n", "# \"relaxed\" stack is the same field of view with out the cell\n", "# download the data at https://github.com/fabrylab/3D_piv_example_data.git\n", "# this calculation takes takes ~ 3-4 minutes on my 4-core Intel i5@2.5 GHz Laptop\n", "\n", "\n", "\n", "### plese enter the path to the dataset provided at\n", "folder = r\"test_3d\"\n", "\n", "\n", "\n", "if not os.path.exists(folder):\n", " raise FileNotFoundError(\"path to 3d piv data '%s' does not exists\\n\"\n", " \". Please download the data from https://github.com/fabrylab/3D_piv_example_data.git\" % folder)\n", "# stack properties\n", "# factors for voxel size\n", "du = 0.2407\n", "dv = 0.2407\n", "dw = 1.0071\n", "# total image dimension for x y z\n", "image_dim = (123.02, 123.02, 122.86)\n", "\n", "# keep these values for our nk cells stacks\n", "win_um = 12 # window size in µm\n", "fac_overlap = 0.3 # overlap in percent of the window size\n", "signoise_filter = 1.3\n", "\n", "# window size for stacks in pixel\n", "window_size = (int(win_um / du), int(win_um / dv), int(win_um / dw))\n", "overlap = (int(fac_overlap * win_um / du), int(fac_overlap * win_um / dv), int(fac_overlap * win_um / dw))\n", "search_area = (int(win_um / du), int(win_um / dv), int(win_um / dw))\n", "\n", "# load tense stacks\n", "images = natsorted(glob.glob(os.path.join(folder, \"Series001_t22_z*_ch00.tif\")))\n", "im_shape = plt.imread(images[0]).shape\n", "alive = np.zeros((im_shape[0], im_shape[1], len(images)))\n", "for i, im in enumerate(images):\n", " alive[:, :, i] = plt.imread(im)\n", "\n", "# load relaxed stack\n", "images = natsorted(glob.glob(os.path.join(folder, \"Series003_t05_z*_ch00.tif\")))\n", "im_shape = plt.imread(images[0]).shape\n", "relax = np.zeros((im_shape[0], im_shape[1], len(images)))\n", "for i, im in enumerate(images):\n", " relax[:, :, i] = plt.imread(im)\n", "\n", "# 3D PIV\n", "u, v, w, sig2noise = extended_search_area_piv3D(alive, relax, window_size=window_size, overlap=overlap,\n", " search_area_size=search_area, dt=(1 / du, 1 / dv, 1 / dw),\n", " subpixel_method='gaussian',\n", " sig2noise_method='peak2peak',\n", " width=2)\n", "\n", "# correcting stage drift between the field of views\n", "u -= np.nanmean(u)\n", "v -= np.nanmean(v)\n", "w -= np.nanmean(w)\n", "\n", "# filtering\n", "uf, vf, wf, mask = sig2noise_val(u, v, w=w, sig2noise=sig2noise, threshold=signoise_filter)\n", "uf, vf, wf = replace_outliers(uf, vf, wf, max_iter=1, tol=100, kernel_size=2, method='disk')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plotting\n", "# representation of the image stacks by maximums projections. The red circle marks the position of the cell\n", "def update_plot(i, ims, ax):\n", " a1 = ax.imshow(ims[i])\n", " a2 = ax.add_patch(plt.Circle((330, 140), 100, color=\"red\", fill=False))\n", " return [a1, a2]\n", "\n", "\n", "ims = [np.max(relax[:, :, 60:], axis=2), np.max(alive[:, :, 60:], axis=2)]\n", "fig = plt.figure()\n", "ax = plt.gca()\n", "ani = animation.FuncAnimation(fig, update_plot, 2, interval=50, blit=True, repeat_delay=0, fargs=(ims, ax))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# unfiltered 3d deformation field\n", "fig11 = quiver_3D(-u, v, w, image_dim=image_dim, quiv_args={\"length\": 20, \"alpha\": 0.5, \"linewidth\": 2}, filter_def=0.1)\n", "\n", "# filtered 3d deformation field\n", "fig12 = quiver_3D(-uf, vf, wf, image_dim=image_dim, quiv_args={\"length\": 20, \"alpha\": 0.5, \"linewidth\": 2},\n", " filter_def=0.1)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:openpiv-3d] *", "language": "python", "name": "conda-env-openpiv-3d-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }