{ "cells": [ { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# %load red_Cell.py\n", "from openpiv import tools, pyprocess, scaling, filters, \\\n", " validation, process\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import imageio\n", "from pylab import *\n", "%matplotlib inline\n", "\n", "from skimage import img_as_uint\n", "\n", "frame_a = tools.imread('../test3/Y4-S3_Camera000398.tif') \n", "frame_b = tools.imread('../test3/Y4-S3_Camera000399.tif')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# for whatever reason the shape of frame_a is (3, 284, 256)\n", "# so we first tranpose to the RGB image and then convert to the gray scale\n", "\n", "# frame_a = img_as_uint(rgb2gray(frame_a))\n", "# frame_b = img_as_uint(rgb2gray(frame_b))\n", "plt.imshow(np.c_[frame_a,frame_b],cmap=plt.cm.gray)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Use Cython version: process.pyx\n", "\n", "u, v, sig2noise = process.extended_search_area_piv( frame_a.astype(np.int32), frame_b.astype(np.int32), window_size=32, overlap=8, dt=.1, sig2noise_method='peak2peak' )\n", "x, y = process.get_coordinates( image_size=frame_a.shape, window_size=32, overlap=8 )\n", "\n", "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.3 )\n", "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", "\n", "tools.save(x, y, u, v, mask, 'Y4-S3_Camera000398_a.txt' )" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Use Python version, pyprocess:\n", "\n", "u, v, sig2noise = pyprocess.extended_search_area_piv( frame_a.astype(np.int32), frame_b.astype(np.int32), window_size=32, overlap=8, dt=.1, sig2noise_method='peak2peak' )\n", "x, y = pyprocess.get_coordinates( image_size=frame_a.shape, window_size=32, overlap=8 )\n", "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.3 )\n", "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", "\n", "tools.save(x, y, u, v, mask, 'Y4-S3_Camera000398_b.txt' )" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# \"natural\" view without image\n", "fig,ax = plt.subplots(2,1,figsize=(6,12))\n", "ax[0].invert_yaxis()\n", "ax[0].quiver(x,y,u,v)\n", "ax[0].set_title(' Sort of natural view ')\n", "\n", "ax[1].quiver(x,y,u,-v)\n", "ax[1].set_title('Quiver with 0,0 origin needs `negative` v for display');\n", "# plt.quiver(x,y,u,v)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tools.display_vector_field('Y4-S3_Camera000398_a.txt',on_img=True,image_name='../test3/Y4-S3_Camera000398.tif',scaling_factor=96.52)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tools.display_vector_field('Y4-S3_Camera000398_b.txt')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----------------------------------------------------------\n", "|-----> || The Open Source P article |\n", "| Open || I mage |\n", "| PIV || V elocimetry Toolbox |\n", "| <-----|| www.openpiv.net version 1.0 |\n", "----------------------------------------------------------\n", " \n", "('Algorithm : ', 'WiDIM')\n", " \n", "Parameters \n", "-----------------------------------\n", "(' ', 'Size of image', ' | ', [284, 256])\n", "(' ', 'total number of iterations', ' | ', 1)\n", "(' ', 'overlap ratio', ' | ', 0.25)\n", "(' ', 'coarse factor', ' | ', 0)\n", "(' ', 'time step', ' | ', 0.10000000149011612)\n", "(' ', 'validation method', ' | ', 'None')\n", "(' ', 'number of validation iterations', ' | ', 0)\n", "(' ', 'subpixel_method', ' | ', 'gaussian')\n", "(' ', 'Nrow', ' | ', array([11], dtype=int32))\n", "(' ', 'Ncol', ' | ', array([10], dtype=int32))\n", "(' ', 'Window sizes', ' | ', array([32], dtype=int32))\n", "-----------------------------------\n", "| STARTING |\n", "-----------------------------------\n", "('ITERATION # ', 0)\n", "..[DONE]\n", "(' --residual : ', 1.000000045849729)\n", "Starting validation..\n", "..[DONE]\n", " \n", "//////////////////////////////////////////////////////////////////\n", "end of iterative process.. Re-arranging vector fields..\n", "...[DONE]\n", "-------------------------------------------------------------\n", "('[DONE] ..after ', -33.58851504325867, 'seconds ')\n", "-------------------------------------------------------------\n" ] } ], "source": [ "x,y,u,v, mask = process.WiDIM(frame_a.astype(np.int32), frame_b.astype(np.int32), ones_like(frame_a).astype(np.int32), min_window_size=32, overlap_ratio=0.25, coarse_factor=0, dt=0.1, validation_method='mean_velocity', trust_1st_iter=0, validation_iter=0, tolerance=0.7, nb_iter_max=1, sig2noise_method='peak2peak')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "tools.save(x, y, u, v, zeros_like(u), 'Y4-S3_Camera000398_widim1.txt' )" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----------------------------------------------------------\n", "|-----> || The Open Source P article |\n", "| Open || I mage |\n", "| PIV || V elocimetry Toolbox |\n", "| <-----|| www.openpiv.net version 1.0 |\n", "----------------------------------------------------------\n", " \n", "('Algorithm : ', 'WiDIM')\n", " \n", "Parameters \n", "-----------------------------------\n", "(' ', 'Size of image', ' | ', [284, 256])\n", "(' ', 'total number of iterations', ' | ', 4)\n", "(' ', 'overlap ratio', ' | ', 0.25)\n", "(' ', 'coarse factor', ' | ', 2)\n", "(' ', 'time step', ' | ', 0.10000000149011612)\n", "(' ', 'validation method', ' | ', 'mean_velocity')\n", "(' ', 'number of validation iterations', ' | ', 2)\n", "(' ', 'subpixel_method', ' | ', 'gaussian')\n", "(' ', 'Nrow', ' | ', array([ 5, 11, 23, 23], dtype=int32))\n", "(' ', 'Ncol', ' | ', array([ 5, 10, 21, 21], dtype=int32))\n", "(' ', 'Window sizes', ' | ', array([64, 32, 16, 16], dtype=int32))\n", "-----------------------------------\n", "| STARTING |\n", "-----------------------------------\n", "('ITERATION # ', 0)\n", "..[DONE]\n", "(' --residual : ', 1.0000000125483464)\n", "no validation : trusting 1st iteration\n", "going to next iteration.. \n", "performing interpolation of the displacement field\n", " \n", "('..[DONE] -----> going to iteration ', 1)\n", " \n", "('ITERATION # ', 1)\n", "..[DONE]\n", "(' --residual : ', 0.22727273012462418)\n", "Starting validation..\n", "('Validation, iteration number ', 0)\n", " \n", "('Validation, iteration number ', 1)\n", " \n", "..[DONE]\n", " \n", "going to next iteration.. \n", "performing interpolation of the displacement field\n", " \n", "('..[DONE] -----> going to iteration ', 2)\n", " \n", "('ITERATION # ', 2)\n", "..[DONE]\n", "(' --residual : ', 0.6429116349607981)\n", "Starting validation..\n", "('Validation, iteration number ', 0)\n", " \n", "('Validation, iteration number ', 1)\n", " \n", "..[DONE]\n", " \n", "going to next iteration.. \n", "performing interpolation of the displacement field\n", " \n", "('..[DONE] -----> going to iteration ', 3)\n", " \n", "('ITERATION # ', 3)\n", "..[DONE]\n", "(' --residual : ', 0.629290625745527)\n", "Starting validation..\n", "('Validation, iteration number ', 0)\n", " \n", "('Validation, iteration number ', 1)\n", " \n", "..[DONE]\n", " \n", "//////////////////////////////////////////////////////////////////\n", "end of iterative process.. Re-arranging vector fields..\n", "...[DONE]\n", "-------------------------------------------------------------\n", "('[DONE] ..after ', -32.36256504058838, 'seconds ')\n", "-------------------------------------------------------------\n" ] } ], "source": [ "x,y,u,v, mask = process.WiDIM(frame_a.astype(np.int32), frame_b.astype(np.int32), ones_like(frame_a).astype(np.int32), min_window_size=16, overlap_ratio=0.25, coarse_factor=2, dt=0.1, validation_method='mean_velocity', trust_1st_iter=1, validation_iter=2, tolerance=0.7, nb_iter_max=4, sig2noise_method='peak2peak')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "tools.save(x, y, u, v, zeros_like(u), 'Y4-S3_Camera000398_widim2.txt' )" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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U0gti9Y9z9BeAVouMNNm0SdsCiHBuKz7+/K91OMKWUqXobDWIigJmzwZq1QpqCiv7Ofpdu9iMKgx46in7i/nOIimJfUOuvVY1nD58GOjZkwUMN91kvxTZY8MGoE8fYOfO8782lEydyqrBP//UtQMffsgIVZHYWGDWLP3AaMsW+/OsabJtGzBzZvp/L16cP6Rg1tJntt1lsG5ZblM8dSqVjJSVnU6fpmBQ+fIir76qqG64eDHbrQIijz2mZAQV4iIifN1377lHZ588+yzHL1KEmg5a38vgwbQjTx6RQYNEtm5VMGLPHrYjLl5c5PffFQwg993HfaEpWyvCzsRFioSBEmnjxvxejhzJ0tuRKxSmZszQlSJLgyNHlCQoPam65s19XkWhv/bhwyKdO/ucvHd79lnrpogIlQsrVKAN7dqJbNqkY8fixSJXXCFn5HPvvZdiU1aZM4fHRdWqIrt2WR6ceMJSEyeqDH+GIUNoxz//6Noh48fTkDfeyNLbc4ejVz8dhyHJyRTR6NtXpFkzkfh46yYcP06xpOHDRVq08EX3WVBKCwqHD4vccQdtKFhQ5D//0TkZJydT2KlZMzmj3/7YYyIHDlg04r33OHiTJip6wps3c/ghQ6wPHcDbb9MO20qSZxEXx6usWrWylJnIHY7ecW62bw+DkEXk0CFG1g89pJo1kO++o1obINKyJQWeNEhOppRuvXpyJrU0apRFv+upGXXqJJKQYGlQkpxMXXLtn/ySJdwFzz+va4eIiDzyCI2ZMyfTb3WO3uFIg7g4kQcf5FVGZKTIyJEqFz0iwquKSZN8J59SpTjHc+JEiAdOTha59VYOeuut1q+Mu3alemDI/89zcPgw//3+/fVsOMPff/OA7NIl02/NiqPPflU3DkcmiYoC/vMfYOlSduQdOZILIVessG9LnjzAgAFcD/POO2wv8/DDQM2afO7fWyuoGAP8739Ap07sA//MMyEaKG1atWKDyF9/tTpsAEWLAlWqAL/9pmfDGapVA7p3Zw96C6VZztE7cg2tWlHE5+mn6Whbt6bWR5A7wmaIyEh2x/3rL56EEhK4IPTii4FJk1ieeuoU8OqrQR7088+Bpk3p6N9/n9s3bw7iIGnTqhXvly8P+VDnpEEDfvchO6FmhmHDeG+jW2dmLwGCdXOpG4cma9f6ipWqVxdZuJDbk5NF1q2zb8/Ro6xSKlqUNtWtyyoVQGT06CAPtnu3SLVqrMaZPVvkkktCXsl28CD/l379QjrMeXnsMdqxdq2uHSLCg61+fZHChTM1WQOXunE4MkaDBtR5ePVVrsFr3x64804uMO7WLbCRoA0KFwaeeIKLeh57jBoct9zCvz3xBBfnSbCkI8qVY8qgSBGuclu/HnjrrSB9eNoUL860WThE9ECYpG+MAe69Fzh2jLq5IcQ5ekeuJW9epm5++42a2O++y9z91q1Ajx52hJZSU6IE8MIL1MzOk8e3/dlneQIIirM/fRr47jv2dUlM5LZx40Le36VVK67qj42lFrgGYeXoAeDGG4FixYA33wzp0mHn6B25npo1KV/6+OMMrgBGnrfeqrNs/+hR4KOPgBo1Avt7vfwy8MADQXD2kZFUMvLvO3/okC9nH2SSk+ngW7bk8+eft6tt4k+dOjzBh42jL1QIuP12Tsh++23IhnFSgg4H6Ni7dwf27Qvc/uSTwKhROjYBDLLXrmWbdu/Wpg0ncC9YHyQxkZHkk09SoLtKFeauIiODYrs//fqxfcuRI3zesydV/DRo0IAn061bdcY/i7//5lm9Sxdeyp2HrEgJuslYhyOF+HiRBQtEHnhApHZtOdPK4aOPtC0LJD4+yGuetm0T6dmT/+zkyUH8YB+bN3MNg7dP77gjJMNkiP79acPhw3o2nEWPHjTqzz9F3n//nC+Fm4x1OLJOvnxAhw7AmDHAxo0sfXz9deDTT4FwuvjMly/IQXflygyvv/oK+OSTIM76+qheHRg61PfcU+3TwMvT29YWOSdeqWXv3szPBRnn6B2OdKhZE7jvPrbYbdpU2xoLdO/O/sohanf9xBOcdwSog61F2E3IvvuuT1Xrt9+YV/JyXEHCOXqHIwPY1stWIzoaKFgwJB9dogQnvAHn6AO4/XageaqU+/btQR0itxy+DocjDLj3XqBqVd3UTZUqXEKwdq2eDQEYw4onb/kw4By942yUCqccjkxToADw3HO6Eb0xQP36jOjD5rdToADw5ZecLwGcoz9DGKhQr1wJfP+9thVc+zJunP5B67/AyFuHY5tTp7jS1RG+9O8P1K2ra0ODBkyD79iha0cA5cpRYjAqyjl6AMDYsewIpcwzz3Dp/N13+xba2Ob0aWDwYFY03HBD0OdwMsymTQxGXn6ZDaPGjWO3SNssWABUrMgVrk8/Dfzyi8KiJxHuiBEjLA+cikOHgAcf5E7R5Pff2V/iwAEAnO+IilKwY8GCMyvOGjbkJut5ehFgwoT0G5k1bgxMmRJ80ePM1mMG65blOvoNGyjUCrA4V4mEBJFrrqEp5cuLXHqpyOrV9u3Yu1ekXDlffXKNGiKrVtm3Y+lSkYsuog116oh06CBSrJh9oY+ff2bjrGLFfPukbFm2YJ82zZLQR3w8VU4ADqrF33+L5M8v0qCBktZlCh99xH3x0kt6Noj4tARjYmTxYj588UUFOxo0EClT5tzqUkuXpvsn5BrhkU2bRC67TFUMO1yIjRVZsULk229FPvuM0n1vvJFl3eEL4sQJkWeeESlQwOdkK1TQEbw6fVpk0SIK+XiqTgAX7XTsKPL66yJ//RX4ng8+COJ+27aNqiKFC+uqYj/6KP/x997Ts+HUKTq2qlV1Tzg//cR98cADZ7pp3nijgh0PP8zBV67M0ttzj6MX4QEzYUKWNBcdoWPlykDHCnCV6b59unZt3swT4NVXU6jbs61OHcodLlzI1ZqVKol8/XWQBl2wgCpC9eqJHDsWpA/NJIcP84RTrpyeDSIiTzzBHf7ll3o2JCfzsrN8eZHERKlUSaRhQwU7FizgvnjuuSy9PSSOHsAEAPsArEvn7wbAGwA2AVgLoGlGBnYtEHImCxeK/PvfIq1bUzrOc6jNm6voUqfJsWMiM2aIDBoUmPbyvw0YILJ/fxAGe/FFfuANN+gJ27/1Fm146imd8UVEduzgAdGhg54NIiIjRnBfzJ8vXbrwCs+yhC6vcKKiRNq0ydLbQ+Xo2wBoeg5H3xXA3BSHfymA5RkZ2Dn6nM+xYyJz54oMH86UdadOPMbDiaQkkZgYn1az/61MGZEvvrjAAZKTRa67jh/42mtBsTnTJCTw0qVgQTpcLfr25X5Yv17Pht9/pw0DB57JamkIzUi3bjzxZaHhTlYc/XmrbkRkMYCD53hJDwCTUmz4GUAxY0z5TM4JO3Ig0dFA587Aiy+yO+Rnn7FJYjgREcGa6jVrzv7bvn1Anz6sZkrd1TLDGEON1lq1KA77449sQZnWgKEiMpIKKydPsg+BFvfey/sQi5yck7p1gSZNgGnT0KAO9QRVVsh27swa5IULrQwXjPLKigD8iz53pGxzOAIoUoTL4MONyEhg9myWqiYmUq81OdkX23/6KVCmzAUMULQoMH06lcCvvx549NGQ9X5Pl27dWAs8caKeQvfllwONGlEUV6sOGKDYx7FjaHDgBwC+hVPx8RZt6NSJ9/PmWRnOah29MeZOY0yMMSYmNjbW5tAOR7pERNDZ581LVaeIiEDBj6BwySXUA9y7l/XckyfbXfRnDJvYA5TVEoXVdZ50Xlwc8OGH9sf36NcPm1ED1X74EHnyAD//DNx0E0XDrVGzJlt6fvONle8iGI5+J4DKfs8rpWw7CxEZLyLNRaR5ac010A6Hbf73v8AFVIcO2VfeaNyYQrQLF/ISRoP/+z9e1r31lo58FwBUrIitjXugwpx3AQgWLgQ+/pg9cKxhDNM3W7eyJ3aICYajnwngZkMuBXBERHYH4XMdjpzD4MHATz8xkvN47z37dowezWWpjzzCXJVtChZkt8ZNm6ylLdKi3dBL0BwxSEripVt0tK+FsjUspm/O6+iNMVMBLANQxxizwxgzyBgz2BgzOOUlcwBsAcsr3wUwJGTWOhzZmVatOBE7aBCfL1wIbN5s14aKFTkpvHEjMH48nf2GDXZtuPtu5sfefNPuuH6YPr0xMvL5M8+rVAlBuu58tGvHnOE334R8KKcZ63BoMH06cMcddHqjR9sd+/hxVgElJgIDBjDKfu45uzb07ElFq7/+CrzKsUmfPmg7bSgWoS26dAHmzFGwoV07ThIcPJhhHYCsaMZmz6ZmDkd2p1cvlnvs2GG31WdyMmcdr7sO2L8feO01YNkye+N7eKWW6TX3ssGNN2IkRgKwnJ/3p3NnTsr/+GNIh3GO3uHQokIFdjK0eVUdEUHH/vbbvm0rVrCm1Cbt2wP16vH/P37cWj15AF27om2xNWhbaIWuowdCnr5xjt7h0MSr7bTJvfeyCshLSsfF2VfKNoa9tY8eZYP6e+6xOz7AdQ19+mBk3COoYoLb/z3DNGzIPvQhnpB1jt7hyI3ceSdX7HpiuLbTN2PHUlEJYKnn9u06tf033oh/YTG67pnA50eP2h3fGFbf/P47sG1byIZxjt7hyK3ccgtFLvLkse/ob7sN2O1XhR0Xp7Natk0boFIllJjxPvD661zIZhsLZZbO0ecUbOdYHTmDfv2Azz+nLqZNChcGZs0KFI+1resXGwv8+99A+fK8onjgAc4X2OaqqxjZz5vH3/GWLUEfIvs6+ix3mQoiInp9Q/w5dQp46SVgzx5dO2xf9qZHuHRO01iQlIqEhAwU9Vx3HaUPbethVq3KMlNvjiLIOqnnpXRpXs388otvm+19EBfHlVotWgDz57MXUggmprOfoxdhY4rrrtO148gRNmnq1i1QFds2MTHsmfHqq4GVFLaZPBm46CJg7Vpg0SLgzz917Hj8caBpU92TzvHjPD6HDtWzAcyMXH45MGpUBl7ctSuj7FAwbRrQvHnagcgVV3DhFhD6iP6llxg9+88FPPMM0Lq173moHX1yMjBwIPsNAXT0Vaty0drRo2yLEYLJ+ezn6OfP5yTO0qVcRq1BUhIv+ZYtA3btAubO1bFj/XqWp+3ezd4pb79tt1GWP5Ur80dyzTX0LGPH6thRqhRPMrfeqjO5BwCFCvH7ePddLoZRonhxXlSMHg18/72aGTwmV67kAqm0GDiQq3VD7ei3bWNDub/+8m2LjGSjG6//QagdfUQEe3ZPn87nZcrwC/IfNxRVWJltYB+s2wUJj6xaRTHSN97I+mdcKPHxIkOHspNt//46Npw4QVWPPHl8ahnvv69ji4jIm2/67IiKEjl40L4NyckiffrQhpdf5ragSEVlkvXrKSzRpAkFbJX44w+RQoX4c1GTczx0iFJOV1+d/msSE0MvpD59Oo+LcePO/tsXX/Bv118fWhtEKFQL+I7L5GSRtm19v51PPz3n25GrNGO3bxd5/PEL+4xgMHGiSOnSdLpaxMSINGrEr7NBAx3Juo8/DhRjBUReesm+HSLULLz4Yuq1LlxI+ToNHcPhw7kfNAMSEfnwQ5rRtauemqF07swTn8bJ3+PgQR4T112X9t/vvpt2hpoxY/iFfPutb9vGjSL583P79OnnfHvucvQijKrDgVWrRFav1rUhIUHk+ed5sCxYoGPD8uUi9ev7HH2lSgqCnCn8/jtD2UKFaMu779q34fhxkcqVRYoUEdm1y/74KSQn+4LIMWOUjBg/ngZMmnT+14aSli1FihblFURqTpwQGTIk9DYsWsR98cILgdtHj+b2WbPO+fasOPrsl6P3J18+bQtIkybs9a1JZCTnDdassV8q59GyJcceNYr27NjBiTjbHD/OHGiFCr4KHNuKTgBz9W+8wUm2hx/mNqsyRsQYTt/UrAkMH650ePToQUO83LQWHTuykCKtnVCwIPDCC6G3oUkT7ovUNjzyCAVq3GSs47zUqcMDRot8+YAnn2TZaevWXIRim+hotgT2L7P8+WdOXtumRw9WZn38Mcvmbr3VbhOzFAoXBj75hI9vuEGhKKlMGeDKK9nTRbP8tWNH3s+fn/bfixQJvQ2FCwO1a5/t6PPl4wR+/vxBH9I5+smcWZgAACAASURBVJyI9cbaaVCvHjvy3Xij/T4qAH/Qa9cGluFqRPXGMKovUIBK41OnsiRWgWbNWGG4eTMwZIhCUVKvXqzAsdB/PV1at2bkvmCBng0Av4y//2Z7Yn9at2ZNbJBxjt4ROvLkYQOtSy7RGb9kSaaO3nuPqkoffWQ/dbJ5M/dB/vwsuQSA776za4Mf99/PC4wpU6jRbRXvpGtbQtGfAgV4ZbF0qe6VRbNmvF+16uy/udSNI1uieYVhDBWdVq8GqlUDZs60O36NGsBddwWeYBQdvTHsZVahAqN6C3KlPqpU4cKpWbO4ZFeLq67i+EuW6NngOXpLEybO0TtyB7VrM4orUcL+2N2707l7Yy9dqrqaunRpRvQnTzJfb3WNXa9enCDQ6D/v4eXpNdM3TZrw3jl6hyPIREYCHTrojH3ZZYwgq1RhdP/TTzp2pNC2LfDEEyzSevRRiwP36sV7zeqbhg25glrT0RcpkvaEbIhwjt7hsEXduozmGzRQTd94PPUUW828+Wb63QmCTp063A9ffqnXcTUigif8X39lB0stmjVjp0pv7iaEOEfvcNikYkVg8WKVEsvU5M3Lqs/ixVn1aa15ZK9edLCaVzVe+kYzhXSuCdkg4xy9w2GbYsWA55/XtgIAe9F98AGDyv/7P0vnH//0TWKi/T70QHjk6S1OyDpH73BoYFsn9hz06MGOykuWAM8+a2HAJk18vegHDOB6C9tUq8aKqPnz9bqcWpyQdY7e4XDglVeARo3o6EPa0njLFk4MJCQwV/TJJ3oCLR07Alu3cq2DxnxB0aJArVrO0TscDjsUKAB8+inXld10E7B/f4gGql6d5ab+erGajh7gTPRNN+nY0KwZTzSHD4d0GOfoHQ4HABbEvPUWtXQGDgxhRuPhh1lu6qExMT1mDDBnDh8/8ohert7ShGz2dPSJiYERgRbx8ZQA0+bQIZ0ukanZuZORyerVejYkJ+tr5wI8RsNBQzchIVOrUG+5he2Jvv46yCJh/lF7njzsv1Co0Nl/s0XfvhRFB3hGK1DA7vjJybz3n5A9fTpkbRmyn6NfuJCTKAMG6NkQFwd88QVL5fr21bMjMZF2VKvGkokDB/Rsue02NjLr10+vZC05ma2Su3XTm2ADgH/+4bGRIbHWEDJzJlfjepFrBvBvafzoo0FKHz/1FDuK+tes16hBnWPAmqPv0IFLGAAAlSpRL9bDlqNPSuLv9frrKYVaty63f/stDQxRziz7OfqSJXnA+Os+2iYqiiHPgQPUJ/XOzrb58Uee8I4eZdT266/2bYiLo0dYv552zJtnuYGKHxERdPSrVgE//MBtGg6/ShUeI1On6i0KArjyMi4u/Za86eDf0rhfvyDIqJYqxeMz9VnjrruATp2sOXoRysaeYdgwzkAD9hx9njw8m/71F2/VqvH5ggX8PZctG5Jhs5+jb9SIgth79+pFbcYA//sf0KYND+C9e3XsaNeOKww9ARYNR1+oEFur+rfe/fNP+3Z4PPAAv5///Af47TedTokREcx/7NrlO+FoUKcOI9dMOnrA19J40ybg7ruZpXznnSzakV4e2hi2jrbRAx70oUeP+vX2yZuXly+A3dRNjRqsPurUiboJnh8rXjxkdmQ/Rw8wzBg2jEoxWuTLx7x4jRqpwgTLdOrE9E3evDqOHmD72XHjfM+1InqA5Wrdu/OKq3Nn9qTX4MYbeT95ss74AB3pVVcxcty6NdNv929p3KMHxZeydPHauHHaikoAU1y33ZaFD808XrAcEJe1bg3cead9Rx8XB+zbF6hoVa5cyIY8r6M3xkwwxuwzxqSpHmGMaWuMOWKM+TXl9lTwzUyDF16wP4GSmlKlgNmz9Sfdrr2W19oaAh8egwczFwtwMlRjn8TF8SrLmyPYtYuRkwZ16zKSnTYNOHFCxwaAjh7IUlR/9Chwxx3MNsybx3gmS10LChUCLr44/YS/JUlQz4+eNVf/wgtMt9miRg3eb97M6qPu3fm8fPmQDZmRiP5DAJ3P85ofRaRxys3ODFSePPqOHuAB7NXjatK7N/D447p9vkeOpGcAdNI3hQox/IyO9m3TcvQAa7OPHWP/9djYkNdKp4nXrTMLjn77duCxxwKnGaZMyaIdzZrxqkKxYCDNiB7ghLXNlhT+jh4AnnuOVzyaEb2ILAZw8Hyvy9WEg3QfwJl8TcF0Y4D//pcRilaevnJlpm280j1NR9+vH/P177zDFNvOnfZtKFOGqZPvvst03qV+feCXX3xZKIAViVmKJSwLbaRFuo4eYEsGW6R29PXrMyjQdPQZpLUxZo0xZq4xJl3dOGPMncaYGGNMTKxme1BH6Mibl9UmpUrp2dCkCfDZZ3Syu3frpE5+/JG538KFOSG7enUQyleyyFVXMZLOwvqG6GgqMHqa1QcPZlHy1WKnxvTwHL36MovUjh5gqWcITzbBcPSrAFQVkUYA3gTwZXovFJHxItJcRJqXLl06CEM7wpKoKODqq3Vt6NqVjdYB1rXb5oorWE3iXzCgNZdzAXl6gBdqt98OLF/Oue4spW/ONSFrCS9g1iqSO0PhwpT58nf0F10U0knpC3b0InJURI6nPJ4DINIYoxjOORwpDBnC5fYa6Rtv5VGtWr5tWo7+iisYjmfR0Xs0asQq2qioLPwrhQtbVVRKizJleK/u6AFG9f6OHgicWwoyF+zojTHljGGS2hjTMuUzFZdoOhx+vPQS68k1KFyYKSRv3kQrdVOwIHDllexDfOLEBaWyihThMpYsTQU1awb8/TfzPwpERnLeVT11A9DRx8ZaOyYyUl45FcAyAHWMMTuMMYOMMYONMYNTXtIHwDpjzBoAbwDoJ6K5/tzh8CMiIjCqtk3jxly8BeiW4XbsyFnUd95hQ5sLwJgsFryFQZ6+XLkwiuiBs6P6EJH3fC8Qkf7n+ftbAN4KmkUOR07jnntY268R0YtwUthbxPbQQ1xroEHTprxftUqtJLlsWdXskQ9/R9+4cciHy54rYx2O7IS31L94cZ2x77sPWLbMty1/fvt2AFYVldLDa4Nw8qSaCcRyRO8cvcNhg+LF2cRLg/r1Gcl7aC009FdUOn1apZ112FTeOEfvcORQ8p43Uxo6nnqKnRIBnYh+2zZg4kTWim/eDPzrXyoN3865aMomZctyUZ9z9A6HI2hERVE+CtBx9JUrc3xPyWnZspCuBE2PsFk0ZQxlFZ2jdzgcQaVbN/ZE0kjdGAO8+GLgthA28UqPsEndAL7Otxb6UzlH73DkJl5/nasyNejQIbDaRjGiDxtHn5ycpRbSmSX7OfrTp6mGcEY9QIGkJLbE3bpVd/pehD1Mtm/XW4zjNcr6+29gxw5GJ/HxOrYkJfFSePt2nfE9Tp4E/vhDV9oRXAjbqFGq9VGVKnG1sE327vW10PbvEmk7ot++HWXjtpwxSYXkZDb827EjcEI2xOLk2c/RDxwIXHIJMGKEng1btnDxR+PGlNHTYuxYTmq1ahVYVWGTX36hXm2zZhT6aNWKi5Q0OHCAYqejR+uM7/HDD+xHP326qhnVqgFdujA9H0DJknYNGTaMYq2nTwMtWvjSR5aUpc7QuTPK3HYNAMUcfXw8V2q3a+dr7j90qE/LIURkP0d/2WWMGi+9VM+GWrW4rPzwYTo2Lbp2pVbr7t1A8+Y6NrRowU6Nhw7RlgoVuNbcNqdPs2Nm3rzcH1u36rVK9jp3hkjoOaPUqnV2WlwFz6F7V52jR/PKwnZ77+LFEXlkP0qWVIzovfmRYsV83eE2b6auRQjJfo6+d2/+mNu317Wjb1/ea9pRuzbFsAH2MtEgIsK3LwCf0IVtPvkE6NmTTVh++gmoV09PJyBMHH3Y4Dl6rwXExRcD//63fTuKFwcOHULZsqLn6L3+ESVLUkbRwzn6VJQrRzFL25efqbnhBjqTChV07RgwgI4lxAfKOenXz/dY68TXuzevLE6cYNOsPHl8OVDbOEcfSGpHDwC33mrfjmLFgMRElC2VpFteWaAAUzj33+/bVrduSIfMfo4eCHk+K0NUrw4MH65tBZ1s+/a6KlfNm3N/lCwJNGyoY0NUFOdvPJo00ZsriI7mlYXn6LUmp8OFtBy9xvGa0oKiXPEEHDumWEdRsCAHv+MOdjgFXESfJt7O0WbAAG0LGD2OHKlrgzFM37Rrp+dcAQqUe3idEm3zzTdU2CpWjJP2AwawPXBuJi1Hr0GKoy9bmGVIaukbz9EXLcq2GJGRFB4JIdnT0YcL4aIVG+LLvgzRr59eft6jTh1f6sjrlGib+vXp3PftY4nllCl6E+XhQrg4+mLFAABlozgprJa+8Rw9wIqkevVC3h7DOXpHcGjYMHBSVgsvqteK6CtVohC4R926jNxyM+Hi6L3UTYHDAMIgogfYGuKZZ0I+pHP0juBgDOV7tOnZk7X0tWvr2XD77b7HmmXA4UKYOfqyebmQLSwcPQD06BHyIZ2jd+QsIiMpCp4nj54N11zjazOguc4iXAg3R2/2AQiT1I0lnKN35Dw6d9YdP18+4Oab+dhF9OHj6FNy9OVkN4AwiOgtKq46R+9whIJBg9hv/JJLtC3RJ1wcfUpEXzp+BwBlRy9ipWulh3P0DkcoqFuXEn6aKaRwITqa92Hi6COPHUTJksqpG8BqY0bn6B2OUKHZeC9cSE7myS46mo4+MRGIjdWxpVAh2nLoEMqVU47oAat5eufoHY5QcVbbyFzI1KnAnXdyId0ff3B9wz//6NhijF+/m9zl6BVFLB0OR46nWzfgttuYjz56lH2ImjTRs6d4ceDwYZRtwGaaJ04onI9dRO9wOHIUxYoB117re37ZZToi6WvWAIsW0Z6DB1Hu4HoASlG9c/QOhyPHcdNNvsdt2ujYUKkScNVVFMrZtQtl500C4By9w5ExcntnRsf56drVt2pay9GXLBlwZVE2n0IbhORkyl36O3pLcpPZz9FPmQJ89ZWuDfv2Aa+8AixdqmvHjBnAe+8BGzbo2bBwISUNn3mGurGabNoEvPwyFaY0+flnfi+HDunaMX8+8NFHqURjFfjqK/YeypfPJ5SjgZ/QR9m6PPFYLbE0htqOb7/N52PGBLbWDiHZz9G/9BI1Spct07MhNpZasb17Uz5Pi99+Y0/rnj1Z0aDBvn0UUBg5kqLTH35o34a//wZ+/ZVBwPDh3C+aTJzI70VZHBz/+x9wyy26NgDAqFEUB2/Z0ielZxsR4P33z8hclmtRGYDliN4Y9mBau5bPv/nG2srp7Ofo4+LoWFq31rPh4EHeP/SQ7spHL2K8+WY9hSn/X8q8edSQtc2+fUDHjsCECezPf/nlutH0woXsSqilcOWxbh1t0CzzFGFf/nr1rEWvaXL8OK9satYEAJRtVw+AQo4+teSnpdbe2c/RN2igL7Rx8CCj6Ice0rXj0CFeCmrob3rs2+d7/OGHOic+L9e5bRv3ieZqmB07KEqurfp16hRTWfXr69kA8Pg4cYInHA35QA8vndeqFWAMSl/NEk/rq2P9JVCLFLGmVZD9HP3bb5+5/FKjeHHggw/0hUcKF2YOVlPVyXP0jz4K9OmjY4N/DjopCXj1VftXOKdOcezvv+dzbfH6jRtpj7aj37yZ99Wr6x6nnkdv2BC4+WZEliqKUqUU4gH/K822ba2Vmp53FGNMZQCTAJQFIADGi8jYVK8xAMYC6ArgBICBIrIq+OYCKF8+JB+bKbQqB1IzatSZ/h1qeGmT557TsyF1b+8777Rvw969VAvyctDt2jFtoRUMrFvHe21Hv2UL76tX17XDc/TlynGOD9BZHeulfQGrimwZOcUmAnhIROoBuBTAPcaYeqle0wVArZTbnQDeDqqVjrTRdvIAS8WmTtVZBOPhRfTly7PaRcO5RkUBM2cCn33GK86bbgI+/ti+HR6eo9funuk5eu35Cn9HX7YsAN5ZT914Ef1FF4WXoxeR3V50LiLHAGwAUDHVy3oAmCTkZwDFjDFhEHo7Qs7YsZwA1cSL6CdO1LPFf8Lz9Gna1K+fji0AHX3evLpKW0Bg6kYTf0cP30NvjtYaXkR/++2coLZEppJmxphqAJoAWJ7qTxUBbPd7vgNnnwxgjLnTGBNjjImJ1epg5wguVapoW8Bf6kMPceWjFt4iGIBXFP/9r26L4vXrKZaeL5+eDQAj+hIlzoh+qOFNxvqlflMCe7vpG8/R33GH1SvPDDt6Y0w0gGkA7heRLDWWFpHxItJcRJqX9qTWHI4L5eKLdecIAE40evn5u+6yVk2RJsePc22Bdn4eoKPXjuYBRvT58wcItXuO3mr6xnP0lvWVM+TojTGRoJOfIiLT03jJTgCV/Z5XStnmcISezp35I9YmKoqpI82Tzptvsp8L4HP0FiXrAjh5Eti1K3wcfblyAVG0l8WxGtEfOsSrG8tXe+d19CkVNe8D2CAiY9J52UwANxtyKYAjIqK8Dt3hsExUFFswWI7WAvj+e4qTe49792aPFQ28lhjaE7GAz9H7oZa6UTg+MlIqcTmAAQB+M8b8mrLtcQBVAEBE3gEwByyt3ASWVyqujHA4lOjYUb/lQNWqvtnFhQvZFkJrriBcSiuTklgGnKrdgJqj9wa2yHkdvYgsAXDOWQMREQD3BMsohyNb8uqruouCAKBaNd/jOnWAG26wb4O3fiBcHH1sLK9qUkX03lPrOfq6dS0OSLLfyliHI1zxX96uRdWqvsdPPKETze/bxwnpNWv4vEoV3eZ/aZRWAkDp0jwfWYvo4+N5taWQunGO3uHISXiOvnZtvTr+MmW4cGzCBD5v0QL46ScdW0TSdfR58/LcbM3Re4ulnKN3OBwXhJe6eeIJvdXKxgSmJyIjgQEDdGy56Sbghx/4uGBB4PPPA/5sdXWsUmkl4By9w5GzKFaMIh/9++va4d9UbujQwAVlNjl+nBoWACfKf/454M9WG516jl6hdYlz9I4cw6FDgV2TcyXGAO+8o9t7CPBF9AUKAEOG6NnRrFng81QN78qW5bkgLi7EduzeHZi6EbG6viH7Ofrt28//mlCze7dPJUaT8eOBhARdG777jveKcnWnTlHZsUYNvTb0/hw+bMFxnAvNVbkenqMfOFC3F5L/vmjfnpVIflgrsezXD3jtNT7+4Qfrvfmzl6OPjQX+9S820tLk3/8Grr4amDVLz4YdO4AHH+Skm1fdYJu//gKuv57fR4MG1jVjk5KASZO4Cx59lAHTI49YNeEsfviBLc8ffljXDoA2PPgge6xZp25dXl088AAV0Lz0iW38I/qjR6kj4Yf/6tjDh0NoR+PGPq2CSZN4xRWOvW7CgjFj6ExmztSTiluxgl0S9+7lJfKxYzp2PPQQw8atW2mHf092W4weze/h/vv53GIbgrg4nm9fe40O38tUKJQoA2Dl3KOPMmg8cIC/a02OHGFftZ9+UtLpqVaNNfxRURTHWRUaeYrzUrYsRcFLlABiYoDffwfAsvrHHvP1OnvjDZ6PQsZllwU+r1UrhIOlgYio3Jo1ayaZYv9+kZo1RT74QCQpKXPvDRZJSSKtWomUKCHy/PMiR4/q2LFgATN8+fKJDB4ssmWLfRv+/FMkIsLLNIpUqyYyapTI6dP2bRGR5GSRQ4doVnJy6Mc7flxk2zY+/u03kUaNuBtatBDZuDH045+PceNoz3vvKRqxc6fI2LE05NNP9ezo3l2kfXvaMXfumc0PPeQ7fAGRBx4IoQ3btgUOtmJFlj8KQIxk0t9mH0e/caPI4cOZe0+wmTNH18GLiMTHizRvLvLgg/whaXHLLYEH7s0369pjkeRkkf79RSZNEhkzRiR/fp7znnpKJCFB2zra17ChSOHCIseOKRvTpo1IgQK6howeLdK2rUjevDxDp7BxY+AhPGVKiO2oVIkD5ckjcvJklj8mZzv6cMBGqHg+du4UiY3VteGvv3iwAiItW4r8/LOuPZZ57TX+60WK8L5GDZFly7St8rF8Oe0aPFjZkD17RIwR6dlT146dO0UKFRK54oqz/tSunc/Rh/xK7PrruT8aN76gj8mKo89eOXpttMXAAaBCBX1Fp9Gjufpx0iRg2TKgVStdeyyyaJFvovXoUaBJE2D16rP6ZakyfjzvNaRzA5gxgz60d29dO7Zs4aROGtJ9d93F+yJFgJo1Q2xHvXrcHwpVUc7ROzLHjh3sXbJxI1c7ajfxssiOHUDfvpz89Vizhr3MRKnle2qOHqWEb/PmPAmpMm0aZ4K9tslaeCXAaTj6665jz5tmzSwcytHRvFdw9MqrKhzZjooVgVGjtK2wTnw80KcPF2TlycPqmj59fI5Cm9hYVtjs2cMlDerR/IEDLCfs1ElfRvC771j9k8aVZ758LGm3cqL26jdTL+KygHP0jswRDukrBR5+mP7q3XeBnj31s2ep2bOHXQ/KlmXg2K8fSwjVLrhmzuSlj3baJi6ObQ86dEhXP/eOO5h+CzmrV/MKp0EDC4MF4hy9w3EeEhKAkSPDowtxeuzbxxXCW7fSl9SoQV+rNnfwxRe89OnRQ8mAFJYs4YqxNNI2HjVrWtC4F2Edf4MGKrKXuSfB6nBkkXz5wtvJA4FL+E+fBp59VtHJHzkCzJ8PtGunv+POkZ/3J51gP3js3MmzsVJ7CufoHY4cgH8zt0GDlHL0Xq+F2bP5WDttA9DRlywJNGqka0dMDO8V8vOAS904HDkCz9G3aAG89ZbSVMry5aw/XbmSBvTsqWBECiJsz7F6NU842tVhK1fyXimid47e4cgB7N3L6p9p09gZWIWEBAqeGMPqrA8+ADp31qnzvPtuoHVrOvzzpG2sEBPD/FD9+irDu9SNw5EDOHiQ4kmVKysa4aVuRLjo4Ouv2cpTg4ULmcMC2Ijwued07Ni+nftj5Urui5BPBqSNi+gdjhzAgw8CV16pbIS/NkJ0NFdOa4iTA6yb91a2TZqk1z1z7Fhg/34udOjenYsd6tWzrjLlHL3DkQNQd/JAoKN/7TWgenU9W/ylC++7T+/Kolw54D//4eP33wfWrWPbEMu41I0jKCQk6ItdOZTxDoBrr/WlTbTwHH2FClwEoYWnbOLx4osqM+XO0WdjNm8GJk+2N96uXcCIEcBtt/EqtHVrLjYpWhRo2lTP0Z88ydTFqVM64ztSSEjgkuF339VfQe05+tdfBwoX1rPD39F36gS0batiRrZz9Pv26TeQOnCADRw1HNvp08D06VQyrFmT6Uf/JluhpEIF9jE7eJAqij//zJPN0aPs/leokB07/Fm1iqXJU6awWeK0afZtSM22bXrCY/4cOGD5t5KQQCfvCbF6aAjoFizIH0mfPr5tGj9Y/33xwgv8Qmz9YP3JbF/jYN2y2o/++utF7rknS28NCvv3s500IDJvnr1xk5Mp0uNpF3i3smWprGSbRYvYit6z4/rr7Y5/+jT1JPLmDdwfTZrYtSM1Bw6I1KlDO+Lj9exIShJp2pTCStYE2XbsOHtbQgIP2kGDLBmRwu23U27M4/BhkaJFRUaOtGvHvn08MPv14/PVq6lQN3Filj8SOb0f/bp1nN959lmd8Q8eZMqiYEFg2DCfTqkNjGGL3D/+4MT92LHUuGzaVKdiq00bRvSffsrvxGYadNMmjv/EE0Biom97p06s6NMiIQHo1cvXwVmpkg4AW82sWsU5SGtrhSpWPHvb7Nm+1tY2GT48UJd11iy2Zkh9tRFqSpakw/Cc1vz5dCRlyti1I7NnhmDdshLRa0nFehw6FB5SceHGqVMUEwo1ycki48eLlCxJmbxSpUQqVKBcbe3alM/76afQ25GebQMGMHgbMkRXjCwhQaRWLZHoaAaUqlx9NdXI0or2bdKjB/UebRyoqRk92ve4Y0dqPcfFZfnj4KQEHTmZ5OTwUHNMi2ee4a+pa1c1ffQzjB9PW55+WtcO2bSJhlx3na4dR49S2LdtW53xvRzeiRO0o0OHC/q4rDh6V0fvyDZoF3Kkx+TJwNNPA40bA598Yjell5qTJ5lGK1WKlUiqeJqGgwfr2vH11z7lGA28HN6PP9KOq66ybsJ5s3fGmMrGmO+NMb8bY9YbY+5L4zVtjTFHjDG/ptyeCo25Dkd4sXgxy00rVmQ6WrOSD2BDM68MtkgRRUPi44EJE9gYv2NHRUPA3hDGUA5Mk2+/5f3VV1sfOiOxRyKAh0RklTGmMICVxpj5IvJ7qtf9KCLK4pAOhz02bmSDxvz56eTTmou0yeHDrOCrXFk/iMb06Vz6/+ijup0jjx8H5swBLr+c9cGazJ/PznMKLZPP+w2IyG4RWZXy+BiADQCUD2mHQ5fYWKBbNxZyfPop0zbavPoqO/M+84xiB0uPt99mymLgQF075s7lSjqttI3Hnj3A2rW8ulE48WVqRGNMNQBNACxP48+tjTFrjDFzjTGXpPP+O40xMcaYmNjY2Ewb63CEA6dOMZLfvBl4802ga1dti+hHXnsNqFuXpZ2qrF/PfHSfPvrK6V98wftevXTtWLCA9wppGyATjt4YEw1gGoD7ReRoqj+vAlBVRBoBeBPAl2l9hoiMF5HmItK8tPYB4HBkgeRkBqlLl3Kyc8gQbYvI6NHAiRO815wMBgD873+8184fnTjBidhLL1Xu3wxffl5hIhbIoKM3xkSCTn6KiExP/XcROSoix1MezwEQaYwpFVRLHY4w4Mknmaq57jrg5Ze1rSFbtrDApUUL/flGxMWxL0e9esAVV+ja8s03tOf663XtEGF+vl49tYmcjFTdGADvA9ggImPSeU25lNfBGNMy5XMPBNNQh0ObCROA55+nQ508Wa/Vemqefpo9kJQaIwby6aecuBg8WN8YL22jrV27bh1za0ppGyBjVTeXAxgA4DdjzK8p2x4HUAUAROQdAH0A3G2MSQRwEkC/lMJ+hyNHsGABcNddQNWqwMyZ1LUIB9auZUO3jh2B9u0VDZk9G2jXDnjnHe6cm29WNAacSJk1i2flqlV1bVFO2wAZcPQisgTAwZfAywAACf5JREFUOU/NIvIWgLeCZZTDEQ4cO8a6+PXrGRRGRTHlm7rFuCYjRjAz8PzzyoZ8/TUwahTwyy/sRV+0qI4dIqy0SUxkaaVmtc3Jk+xzM38+EBkJ/OtfaqZkq6ZmDoctRIAbbgB27mQZ5YkTbIF8SZr1ZDr89BMD6T59GLiqsns3nTzA3HjPnjptgRMTOfbTT/N5z57sba7BmDGcr1i0iHX8Gn28U3CO3uFIg/nzGRg2awZs3cqMhPYCT39EgMceY0m2VjfXAPbs8T1OSADeeEOnfWd8PCcsfk3JMtevDyxZYt8Oj1tuYRopNpZ1uAd0pi6do3c40mBMStnB3r0UeKlQgVG9NocO+bITS5YAt94KXHyxtlVgRA+wtvOLL+y3JfZIfRVx4416NfT58/ser1/PydiSJVVM0a64dVwAe/fyhx8WP/QcxLp1wLx5vufbtrG3e4cOejZ5TJlC/zFuHO+9DIUqIr6I/vXXKRagRXy873G1ahRu0ML/iqZpU2DoUDVTXESfBf7807cmRIM9e4CHHgIuuogLeBzB5fXXfY/btGFly4gRukIiHqtWsXJxzRpmBYoVC4Nj4NAhRtK33aa/gsxz9MYAH32k29nNi+gjIugwFFeyZStHL8Jl3uvW6Yx/+jSrGxo25Pe2Y4fd8T0HX706UwsnTwL9+weqLNlm40a2xdVcBHnkCLMFgwax8ONC2LuXNfJFi/I7/v57oE6dzH3G998DGzZcmB3psXKlz7GPHw/ccUf6jv6LL5gaDjl79gCtWvEyI63a+cWLAyPtUOKlboYPP3vB1tKlds+KnqO/5x6geXM+jo9n5GC7+jyzDeyDdcus8MjJkyIPPyzSvLnI5MmZemtQWLGCCkaeNmlkpEhMjJ2xd+8WeeABkQIFfON7t8qVQyvek5aq17ZtIq+8Qk1Sz47y5amrEAq2bBGZPt33PDlZZM0akRdfFGnTJlA3tnPnCxvr6adFevUS2bkza+9fvZrqVxddFHw1shMnKNbk/a99+qQvcjJzJgWVLnR/ZIh169I/CLdt44+lZ08LhojI2rUUdU4t2Lt2LXfafffZsUNE5OOPKYF25Ihv28yZtGPcuCx/LHKy8EiBAsArr+iMvWIFU321a7O9dmIihdy9+adQcuIEFxueOAG0bcsKkK1bfRODoeq+mpzMq6c6dYBrrmHH2c8/B6ZOZb8qgDXmt9zCq4oOHYJ/ZZqUxP3+5JNc9TljBich58xh2SPAMuVOnYAuXXirXj3r44lwTUtW9W+3bmVhhdeKPTIy67akxdq13CcAWx18/HHa+zwmBujXDyhenMUvIedcNacvvMBL4TvvtGAImCaZPPnsPJuXa7XZDiFfPn4B/umjzz7jfefO9uwAsk9E7/CRnCwSGyuyciUj3YMHg/v5u3dT6hMQeewxkS5dfFFz/vwivXuLfPFF6CJ4EUbsLVqcfQUDiNSsKTJsmMjcuaG1ITMcPChSty7tmzo1NGP897/8/B49zg5YPf7+W6RsWX5PWvq5Z/Ci+ZYtdTUgjx8XKVJEpH59u3bs2xc43smTvNxr3vyCPhZOM9ZxocydK1KmTKBjzZOHKYCJEwOvQkPByZMiI0YEpmMAkUKFRMaOFfnzz9COnxVOnhS58kra+coroRtn0CCRa65J38kfOuQ72Xz2WejsyDCDB9OYOXN07XjvPdrx1lu6dnz5Je14+eUL+hjn6B1Z5tQpkQcfPDt6jo4W+f13OzasXSvSqhXHLFhQJF++wJz044/bsSMzJCWJXH897bv33tAGjCNG8HtKi/h4kXbtguJHgsPWreERzYswgo6KEjl8WNeO/v35Bf399wV9jHP0jizxxx8il14qUry4SKVKInXqcKL1yiuZthk1Sv+3mpSU/sSjJg88wF9Rr14iiYmhHSu9/z85WWTAANpx993635WIhE80/8svtGPQIF07TpzgZWmrVhf8UVlx9NlmMtYROmrWBJYt07bi3ERE6EqPpsVrr/F2+eV22hanN9k9ciRLxrt149yfdndgbNsGvP8+0LKl/UnH1ISLCMrcueyN37evyvBh9tNxaBAufdWzE59/zjUNdeoAX33F6h8NPvyQaweaNAE++SQM1KUAX6XNyJG6Z50jR1ia1KyZr45dC6/aRqmbpnP0DkcmWbwYuOkmoEwZBmpK7UuwYAEXTFWuzC6W0dE6dgQQTtH85MmsQ9aO5k+cYG/81q3VegA5R+9wZILffwd69GCN/Jw5bEOhwbp1vh75c+aEZi1FlgiXaF6ELUcLF+aiAk3mzKGzV0rbAIBhbl9hYGNiAWxVGVyPUgD2axsRRrj9EYjbH4G4/RGItz+qikjpzLxRzdHnRowxMSKinCwMH9z+CMTtj0Dc/gjkQvaHS904HA5HDsc5eofD4cjhOEdvl/HaBoQZbn8E4vZHIG5/BJLl/eFy9A6Hw5HDcRG9w+Fw5HCco3c4HI4cjnP0IcAY09kYs9EYs8kY81gafx9ojIk1xvyacrtdw04bGGMmGGP2GWPSFIA05I2UfbXWGNPUto02ycD+aGuMOeJ3bDxl20abGGMqG2O+N8b8boxZb4y5L43X5JpjJIP7I/PHSGa7oLnbedqBAnkAbAZQHUA+AGsA1Ev1moEA3tK21dL+aAOgKYB16fy9K4C5AAyASwEs17ZZeX+0BTBb206L+6M8gKYpjwsD+DON30uuOUYyuD8yfYy4iD74tASwSUS2iEgCgE8A9FC2SQ0RWQzg4Dle0gPAJCE/AyhmjClvxzr7ZGB/5CpEZLeIrEp5fAzABgAVU70s1xwjGdwfmcY5+uBTEcB2v+c7kPYX1TvlMvQLY0xlO6aFJRndX7mJ1saYNcaYucaYcwiy5iyMMdUANAGwPNWfcuUxco79AWTyGHGOXodZAKqJSEMA8wFMVLbHET6sAnuZNALwJoAvle2xgjEmGsA0APeLyFFte7Q5z/7I9DHiHH3w2QnAP0KvlLLtDCJyQETiU56+B6CZJdvCkfPur9yEiBwVkeMpj+cAiDTGlFI2K6QYYyJBpzZFRKan8ZJcdYycb39k5Rhxjj74/AKgljHmImNMPgD9AMz0f0Gq/GJ3MA+XW5kJ4OaUyopLARwRkd3aRmlhjClnDPv7GmNagr/RA7pWhY6U//V9ABtEZEw6L8s1x0hG9kdWjpFw0KPJUYhIojFmKIB5YAXOBBFZb4wZBWo9zgQwzBjTHUAiODE3UM3gEGOMmQpWCZQyxuwA8DSASAAQkXcAzAGrKjYBOAHgVh1L7ZCB/dEHwN3GmEQAJwH0k5RSixzK5QAGAPjNGPNryrbHAVQBcuUxkpH9keljxLVAcDgcjhyOS904HA5HDsc5eofD4cjhOEfvcDgcORzn6B0OhyOH4xy9w+Fw5HCco3c4HI4cjnP0DofDkcP5f+9NSB33Wc4nAAAAAElFTkSuQmCC\n", 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