{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 3D Radon-Cumulative Distribution Transform (3D R-CDT)\n", "\n", "This tutorial will demonstrate: how to use the forward and inverse operations of the 3D R-CDT in the *PyTransKit* package." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Class:: RadonCDT3D\n", "**Parameters**:\n", "\n", " Npoints : scaler, number of radon projections (default = 1024)\n", " use_gpu : boolean, use GPU if True (default = False)\n", "\n", "**Functions**:\n", "\n", "1. Forward transform:\n", " sig1_hat = forward(x0_range, sig0, x1_range, sig1)\n", " \n", " Inputs:\n", " ----------------\n", " x0_range : 1x2 array\n", " contains lower and upper limits for independent variable of reference signal (sig0). Example: [0,1].\n", " sig0 : 3d array, shape (L, L, L)\n", " Reference signal.\n", " x1_range : 1x2 array\n", " contains lower and upper limits for independent variable of input signal (sig1). Example: [0,1].\n", " sig1 : 3d array, shape (L, L, L)\n", " Signal to transform.\n", " \n", " Outputs:\n", " ----------------\n", " sig1_hat : 2d array, shape(L, Npoints)\n", " R-CDT of 3D input signal sig1.\n", " \n", "2. Inverse transform:\n", " sig1_recon = inverse(sig1_hat, sig0, x1_range)\n", " \n", " Inputs:\n", " ----------------\n", " sig1_hat : 2d array, shape(L, Npoints)\n", " R-CDT of 3D signal sig1.\n", " sig0 : 3d array, shape (L, L, L)\n", " Reference signal.\n", " x1_range : 1x2 array\n", " contains lower and upper limits for independent variable of input signal (sig1). Example: [0,1].\n", " \n", " Outputs:\n", " ----------------\n", " sig1_recon : 3d array, shape (L, L, L)\n", " Reconstructed signal.\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example\n", "The example will cover the following operations:\n", "* Forward and inverse operations of the 3D R-CDT" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.append('../')\n", "from pytranskit.optrans.continuous.radoncdt3D import RadonCDT3D\n", "\n", "import time\n", "import numpy as np\n", "from scipy.io import loadmat\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Forward 3D Radon-CDT" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load 3D phantom data from 'images/' direcotry" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [], "source": [ "datafile = 'images/phantom3D.mat'\n", "img3D = loadmat(datafile)['phantom3D']\n", "i03D = np.ones(img3D.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run forward 3D R-CDT on the 3D phantom data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Forward 3D RCDT is done in 19.50796389579773 seconds\n" ] } ], "source": [ "use_gpu = False # Set it True if want GPU support\n", "x0_range = [0,1]\n", "x_range = [0,1]\n", "Npoints = 1000\n", "\n", "# Create an instance of 3D R-CDT\n", "rcdt3D = RadonCDT3D(Npoints, use_gpu)\n", "\n", "tic=time.time()\n", "# Forward function\n", "img3Dhat=rcdt3D.forward(x0_range, i03D/np.sum(img3D), x_range, img3D/np.sum(img3D), rm_edge=False)\n", "\n", "toc=time.time()\n", "Run_time = toc - tic\n", "print(\"Forward 3D RCDT is done in {} seconds\".format(Run_time))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inverse 3D Radon-CDT" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Inverse 3D RCDT is done in 20.88492465019226 seconds\n" ] } ], "source": [ "tic=time.time()\n", "# Inverse function\n", "img3D_recon = rcdt3D.inverse(img3Dhat, i03D, x_range)\n", "toc=time.time()\n", "Run_time = toc - tic\n", "print(\"Inverse 3D RCDT is done in {} seconds\".format(Run_time))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Show results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show specific slices from the input 3D phantom image and reconstructed image" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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m7UGmAtLX57A9JBPPXpkwRFZ2znuU17+bdXC8uMfD8Yo8wDuXYbolb4e3j7kcMEzsc9B75/vXyNjLew3vjwJ9ir55dT/uzaejOffIPH3Nmnmk7F7AebQ2j3jLnbVOtihslOcBUXb/ZE7zZMZ53RY2DlZ37NvRiZ/x6rJz4sfy2fZPNpt9BCR9AYDuC1+WvBkBJK/7jz1e61P3GYO/A8KHtafa/Sq1leXHxujsT33Y3J8u3e9F4FMkeD2wcv/dquGiHV4OnB0HlBfeYOyYYX3uertf1yqGW1rgDoi18bkOGMVlOH6RdQnZzeQ41lGRHhwvHS9WB/6ErfoJk4m4mtxFUK1fHBdWw2jRd03RSK5jQqDjwus3l0F2s7p0EaxPBeXFAr0CCxB7X7YqdvLX8eD6XLAY1g1cBgSWlFVRnwpWw6Fq+KwtNucmjCxNsT6VwKiOuQFgWQTXb9ToZ68nMPhz6Yc3HhNcCkQn3A9EnKElZWgVSHuCVulyWh+X9bn0eEJBeqPHKxfbOGgdP1/fVbQngawXrBaPuH27fqMArfYg8wZ9SHD2MwD+ahH5qwD8nwB+J4DffbOEwAYJaEtvXKsS4N8b6xOp80q3WYsNpE1Ip/WSE9MHoi8gAK1PigKzz63L9CBIq02ypZhchC7SFO0i0elt6fJZt97pe3IEK/pid15vr/eDrBb0hOPIQAk6Tm4Atkha7AD14Mx8zSJwyxl9a5M6FqIi9JClL6pmgYs89SCnLb2vIdaOigguo05F8PaVoGGwpNkiMKNfbJFK0Qgmw0lIDwA5yFwtWNWCdG5myHxcQo6f+NliE/e3vnvnzsLmAwBamAVSEUZP1A2W62e7Y0WHMegnWxacXbtzlqKkWxoKWc1YLtJ9r+0GBW8RaAGkInVdUs/+aX3IvL6jS3k5p6YrOQ7KTM8Mzvy6Tl9fIP3G4MzyzBiVq28M2G6zOSbm9X4o5ng3vJQXYKjqUL8bMS1b3tB/BpwEyAYeanOwcr9w3pw+4PXv9sC0t3/mEWWgJXd55zJMt+Tt8vIO/B2K08cHv3+NjL281/D+qqQPaO+b++YVcnZl78ynozn3yDx9zZp5qCwBHZbzEK+kvb211jdBXj2wE4LuAz3gcpvFviB8EdkzHNhCspNzf5S12SZtyp7lD+2f7XIhGz63XwCR9AXsT7qv0V2/NNtYLYCUGm1x3o4hyka38G0N9/2p4wwG5OQzI3g0/93zqrXJcIASHhCgFA3M4HxA8sRGvyBAeQQdSwbiBRjxCxAYJjCJtOE7aYlBQPjA8Uxg2ZK8jqGKdHyqi3QsSRhNGhJLSAb1WoGmGZw5nmNMqO7PG0J+o80EXQTtpWSAI4A8Ee614MrHKg4nCKN7sNYsUPRgtrkcG4OyauLSVQbc37G2QK4SGwEdY5eQ7/sAHnfs4n6X73NuSayuXscKiLWh4/kezLWLZLxyyaAVKCPvknO8LSXwrOybzaA3B2eqehWRPwDgPwdQAfxxVf3Zm4UMPIsA4gO0WGdJBi8evbYKiHUyBzgRQWs/yemDZDbYeLVYoFKTF1rQKmJixSBdCk0C07VlUNCDQgtyWupdYpcg5bh+faMleX3CeD/4guqLxBZmTGCJSQH0BaWLoKGMJ1B2+t11SyPVLoJ2pR0XBQBbnJe+mPPkLA2fT+gmPjm7nj4+EKC15O0Viu1W9AXUFglD2+ABjQc9SMcj1CZB51mky/edLdO7Gzfp/eAyikAaLW4FVHzxCaAlA5eSRilOwOJuv+Ut5CCvasZz3OUMPQuiTWVV6wuqD4BUDcejYlG02vWTJmR0tQeFxgt4G93ZtORVRODb62rD1RKRZsGml8054W0JYHLtwfGwWwgJPfu1Dh12YTnAFpXcsS0yOB4tAr0mL5BOjPO8X2P3uI2fvZ2+67jPYwvE2r2V14NKzTY22rrfkdevq2KQ7byRB9nyTnKPeMMpzjoAMW7zZ8/L5ca8Md9u8dadXfWhbPLPPOxAOH3EO5fZ492T96NEr2nXW/rvkTF8TVkvP/LIDq9MvNt5yvn9b7JFw7rAZg0d5llZXovx96O80+fGpriubCf2bNSUjr+tLrdZaftGXs9zOZGedBpuOWjyOsif7V0A/Jb9oEWm06DcrOxBZPb3wOsnZ5K+B2Xkdb/kPiMCxGLtZb+J1oOcq2++kb+y63he/hF/KgLMvj38kyD8N/ySFm1mN8IFvS/yxC98L8n1Tej0g+4LDYvZBrc6nlGSIV2Q4xeREhio46TEOv36bWLNiPAK8VpdQMdojOf2MJrr4O3TBRGcRtCiJTFhyfFtzTDXRVCQGxERcBh27kEHHaY0w8SMrUNPwrIeAFXC/9cSMQAEaGK4v/bgSfn2peFnx+AAAvcOByEuayHcv1h9EYMAZSEZNWOQ3ucavH5iptXXETIAq4BvBDFv3LIzuRGs/rCCMwBQ1Z8G8NMP88ekVBQfFBs4P+LUmAAWAK19gbXa/3nQ5uSnb7yJ3mxiyIJhkMSOpf0aohbQhDM5fvJsOwrO3xb0O6OhQx5r9muLo96ABU4+AacJI4tNWAtk1BxDq91J5CkWYnejAMMizF0exASQ1dI0gfw5uj5hEJF87IrRYgl8vviOCmJRdIcxngL2Pu2BbIkF2vX29stqbbT+VsmAuwAZSF/SYMXuk2TAmSc1qUuckprvzJO03OHyfOeVFUDL4NRPFWN3CtZvDeCdRdczZJABgQUwPl5C8ou12edUOB4xPZR0ATkeQQbkpS9ml+t56aSlP69mvo93VrVkW7y8WNDj8nONkryYm1ZGyICrLWhzLJHHvDYecSImk5wYT+83mzTKfS6DE0Qj3mijDO2e5a2FeEn2Rl6BPaOQ/THwe55S2vMgYZhv8no+8+rEa5/SGBhjvzzu8GIfjB/REe9rZJz0w6db47EXuH3w2O3MuTdda5zXAa+ho7yQNa03THKH+iTXeDjKca2HnZhlsV2wbC0H6Tt5AEbbV3T4PtPGQ7c8IuDW5O0nRyU2JAcbyfbdb5WQfWc7rUXQZJ83nscqacObt9VB+iyX/J0/o+T90aTEKcPgX0r6QbWx2fhTFzP709m3Rx+bTubrC1LngdfK+kmiYx8nxgUxrooIOookDhg2yX3TF6Mugd9YPz4kEAncFxvcyPoG/CiE0WpitLzhMd/SSjwYJ4fhYzQxIeVLG7FsBEAe5NiBhLp8C2pkybkeByGOJUv2aZysBRZN/BxjXhA4u6w6bKDL4ocnGZw57o3AKIdzg/u9vtCjP1kVMQYHkNIAuXqsgTyMmXA/29je9uwX3/T2cRiCxwP6oODs1WQRdX+Y0Dq35vW63gifdNnZIrnYvOOd2sWBG+3seJBjgYNaRrv0DvOIN4MTjc4sq9nwxvUlOOwyJCZp19vkLWqBCuDHeH0C5kQAzDesGgGfO5WIxNUWnVtnCw6BDCiVnMAwaW3S9TbZzoYtCJ5saoYsTtp8kvrCj4BLaYECwrzAsJvEQWzs8FQZr0S4ARUPsvukLqLDbpLvVPnpW6u9H7LtyOBsAvoe4A5GkvpXChl7NxjeL7R75E6kz11rvy1sb5MbEFwOnAkFpGLj6vIdVLvD4Lq9zgjISx/jCJiKZPBrepZrOpU5OJM5OLONCpcfvDvBmevnDqkz0voSymNebzt6gO7zhHndefixP+8+Rd4RLwWVQ1AzyfO0j0vMiTu8OY7j3/Mn87rsPd4cj/u8cxmmW/I+hBfAIc7+ETzg+lVNt8Zjzjsc04O5sTdH7vHeKvOaNfOI/L31eViP2wXnJUB9uNZv2J3OSOk7eQC2to/sPKdZVw7O2Ka25cB+OsBvWdZ9RGz6kZ1237XHG8EZ+Rqh9uzJZX9XZLpaWRKMsl/ljca40fGoP519uwdnpCPrF4EbB32CCFAdi2QbO6/jrvSDPraJJbxOv+nFWAdA4heR4bt5I3rAYQtC59iILnk6WKB5MEHzNjbQfdPWdfR+9e/81PUyYkJvu+O8Rlg7A5GpHxz30q2pCIIW0tP7dApcYuxMjtdV4iprHsLEfDAs364j1ozvK1CQ4xBBl/eD1eeHPuL1VgoqPU9MruviYzTFK3FarC5HoFXj0AkQq7N/f48+anCmAqxPdpKi/e/1CShX6zQ/uVkL2gVYL31FyJrAv1x7uRTa0x5UAbQYYMFV6cailqzfJ31fdFwfAjSvT32y+cBC7a2vS+eNO8OFj3dpYOkUS5qV8VMEdN7xAd4+8LVMJ05xamj12QLVIlaHxPd+Vxhagh8KFFvwMVEiyOm6+KST1gPUaLPp6f3iRq/V3ufeB60KVMY2+eloa7SrYAYn+sZPoJrpJ2Vwqt0oWdsrtx3wAC8C0JV4h2AHqIV4G8n1vCXbksF9Brdeb7TX2iSmd32hMdBRvuvlAf84XkIBbub5einLKNd3f/umggeX5hSjnhx3b79MJ07dgJsMyf4OPUlePDuwjrzcL8POkdgmCO0oh/En3nAejdaATP29+vNzBzwY/+Z0fNJu5t0rX3b9k2UH7/ww/2t4A2jl97fyZhmbsnojb6Yvg/eHLf/rQm/tm3v99gjvI339Gl48ME9v8M5r6Cgv0ry+5nV8h/fep+vNdmKwUSs9f0x2KTbYsLVZwbtj+zzP7eRsC4cTP1DZgs0uPdtLPh0MH+HTgmz4aN9l9CcmxvPjb/e9wr5nrNd9oyvtZXkzm31Q+rbkXS/pT6ONO/7U21RLyvHTR/f1Ja4djjggxzUxQyM07LzrU+IO9tONNvUgXad2GXHHoAthHSDxUgQ5ILxkGDDmDPFG/1PQEkGcWP1SaKMUA65hTOh47vos0Wb/DJy3CPQ66jLgFUncF7oQr+NQvzGnheaCUl2lV8xYs9GJX2LV7MP1SQbfH88JOganN6wO+O4G7vdA3TGwb35DOl+7pJx4Z4PFK05+otcW4EpXTPv8tjrX+7b1I5+c0QSwCYsJTMdCIWBfoDnB/WTKqNhka7TrEYGMB2l+ZN5SvtKCLlSfBy8iWVdeN+wyknerd0T6cL2F5KBfXyymd5W8mqDUdpWI/FUAPw6F5N3fMLAY2wixE7k1dRMF1J53ihNFv54QE1HyVBPEu2CYXNI0xwYSL5pIA8fX4TROAHkXTIv5/4K4zyxxcqa5gNROGON0bLwyIEvyqiL6uxskJWMjaEq8xZ25GxvTs/hi1jSEBcP1kXgphOQdea0pHzC7R4agQGmOiLUj5eUzBVS3jmm/fpKnniaHdlCb94sbdmT7vb3zzrKXAUbnE7uK5JQ2vJq8cQLlDkEm50qGf+C1tcZrYABWIiMvXbWMXU6QntzGSMvAmw/dkzxseQEae86jIHbg9c+Jd9BXqYzngQvS92XiBadH3o3c6Pg7vMx/xOuZMvPeK/MG3h8F4n7azdzhnfuGeW+N4dyPc58OvDtj6LSR+wgvHpinY9mBd0oPf99YQ/vB2X3eXONpA/fW364NkUk38sPx+MFOHkD2zWxftnfHvpGdjBM/zbIa/ntr79i+zz7BxzDSkvY9+p78HpD5fVzmZ850tPfkl0SU7GT/o9X0g/snfpr1TP4UwOBPQ77pEr49NgQYFxzgAHR+1yn0oxO/Zrgg3thJz9X1cqav+fgecIxYx9s+lFEEfoxTHEHgkI57fc4QtvKTI8GI0WIjHQNvPk6gEXR4ID5sXFbaTI3xTOzqZQCXnXpBMOLelu2JNtp1QDHM4nLLAX72dVSQN9E8OI81toz9x21nDB55M16Xfdyf/ZdyVL2Ps87QeR4bYIhXhsewJOMA5j+ijxucwRcj+m9IRLDFJx5TuvVOjlMjDyLc+ERQQYYm5CCDPzPgc+cCNEBexo0pdW4MUpOtnqXX04gXIL2nAE+Jd96h68GZfcL00Jxsw66MA2bTLcAsn854cAHawWm0sEq2vy+gDPjmyeWANI97c9Fogf2WWMqF6yvjwor+LdmmsrqhyZ2Sfq2R6mMjUawdNcfd69HSA9yhTs051Z0y8bqcKCMHQU46U99VbLI1YKYKzbE8KRp4xfTQiXdwpjRWKqkT5WVA5HwYgxwfA8k2+dXVAViA5qJkGzbyHfAwAPI8TGn3J22Hlxz7IbCagrHoNwZ9u+3dke+NjEHaymNwMvAf8WJH9p6em4Bp+ovERi8AACAASURBVPvoc49uybvHe9JJb6GjOffI3HvNOqA8tqczb2yyPMrr/LQ2hzXKZUE8GO0QpnT8jSl9xCtT3oEt3A0q3R6TXR50Zfs+2WznmwNFtu8OZt2/8LPiA9Atk+8h3WLTivqzwa/pya5/CT9ocu/50+I+0XAS+9Pub9LXA3TiVya50v134ABvv5ch3OWBUvRH+FOJOucgAhixK+M3LehvAGR/TtjKHecGWyH74BCj2S2peGGPZH8E1nD87G2sI5aIm0yEQ4GpPp9zjJHp5JcDsw1+5sBIMODnYd4EZh39rXKMIFPbCYNzTHCI+73PfY5NuL/Ps4xX/EAo5k3N+cdjnoFzzoeMY3CXPvq1Ri1mDzmSrTp0dOZRJ8fgjacFwctGyMvalURbk3HqVSqdjLAMm1z8faO8vOI46ehGgwba5xEPfgx0QUx8PjnrExQobnQAW0BjP/j3sdAtoPOgJyZFQbx4oWFs4xCcLdTXmvUNeiN5nJ+DrKFNvtg0+4034N0x5NuBUj+WHTdsSrYx5ND45qLINjelvjJjFME6OwaSI2S44oSRHBC3N06VfP54WXeq3C+mVz4DSbwFtCs4GUJBPES8CXIK5U28u0GO19cwzJMog5ybe6dUXB9gY6O5psuadUea1mSsKc5D6sKAYgBsMrZp3jUOovbuPXcyHCbQeM5zc0gf8O5drRx4seV503XMidfnxKO8zn+Ld5Z9eOULY/qW3LnsIzw/SnSr3454b/XJW/r6EfmPzL3X8Hoe899aI3P64TkuwBxQ3boavctbcH+tk90ZbAin7+XhQV7nY/Duek++3W2tv+0t7CbI5mPyCVPafddreTd5c1BJIHXgraMfHLCDYLNpyH6Q+4Z9L4Dw3xzksK93XOSYZPb18Xwg+diQy7iL59RUVw8ksBtEFKQuPq7+2cg/Bc7jIIr6KHARMGCrI4zG2DJwsvcH+WlwnT6nvE85sLC+GQIO69cI4ip6R9Bc5RMnqLX5Dn7m+jaYFSmbg6q57Yz7u96J+xk3D3GG9zXFGRnIOa9Ai459Rv3RBXubkjf17s+iFXr76RF99JOzeNHFcMWQB8oa5NGraj6oSp0JACoCqRqnOG6IuzyB2utpG7R3fJsGhCZRHGP662vF0tWPVrveRYmXBrsfG5Pe0FiYAy86r0xB5qA3H8ULos7ZeMZxeu2/Cp8GL/UeHKy3w68OyqiLL04PDlslPUFGwseADSwbvpJ68yIGkt/lxbi5AZkf5Hb5s8GiPhucgS90HevJBWN1Rvstj4wZX/2IfPt7cCw+f/iZPBnrYsMBdy47vNwvXKYBo+Ngg+19aPr5G7U2V4m8Hiob1xrlNi/PTdelMyJuMA11m4yBl/uT82bHSWsh5sc68fqYYuSd58vwObcFWWYz15gX4J8hzP7zdLsht0283qbskk0bdPo+5E/lNryu5xEvAbZbsnblvoF3r+wjPD9KdKvfjnhv9clb+vrLlP+oPPX/9ubiNKfnNTS8WvrGGtoLuDZr8xbvZB9i/TGY3bMLs81iXm8/2yz6zstsXnoy2bdBPnXwrs123obcdJw2FI/s8uALdJQbgJbbN13HZPu+6QtvK/mNYXOZdB38oMsg3gi2/QUtk47s23183S86DnB+Lei4s45lBlyAUe6Au/zqZkVeT+W5zhhlR5f5FHPYJJfESxH0Up9ycBL4xjHaokOeY7Q5qNfScSKPubYREw5Bm8nv1z29jSO2HHF1x8/R38zr+rXUZcDPQgcvNqcS9xsuD/0cl3YZw7ysWcZxP3zOP4D7IcTr/aukJ8UP+SJD6g/QOHJgit7GUnW4zXeLPvozZ/2Buj6r21M/Ol1XiVMjCLDaqzl1QRzJ9rcyAm16IYgo8jXoZhDyhKQfLwrdY/WH8cagQeOVn4CE4WgXAHSN0a/VaUx+Oib1MkvWqSsNTpN8Jb3rGW/ao8VigR4HAlHn9FYoLYB6W8qkNySCAWgat97u8VojwG0cJ+FwJdEDGudtGE59VBC/pcFB1XzNQ0vu/sW4NTMqvjiMP/SmfmajtccbBp4NIQVH0iYdXU9yBLsOc9LXnasuKT9ocpgc5AzOW+1fmer2eVIpT0mXSc97jn6zC2sGdSiDsdy8cRAOyfPI+IPGeEj7d+0BXnJ0m7xHeHWHp0wyuA9uyZ9557/vpXf6cFdvplu8PD6P1L3He6TDa/SeZT+i92t4X6s3MOr1w6K5jr2+uLOGhrLA7b55lHcvvafnvTn4mvn6lvn0Gr0fHX9u42wXeI3Pc+OeXbglf07fsyEfwjuPYyO92WbPbZ1t9p6PmNo7+x4Aow8j289+abC57KdAcg1LzNfXZx/J/pSfzdvowniCfPvcDvfr3n/3eOfAecZdjHXird7er1fEWwz3+pSxQ8iXbFPot4N1bvLewGjDM4keIMXLN1J+e0oZAw6NgxMZ+tsjp6hLJl1IR+iELQWJnzHiUMfEMV6EWfkHyQM/G84dcD/ydfVCz7C2BYHlvd3BS7g/sKC9aC/e4gmNl3ys9lydxxn+UwLDPFuQV0tpvrU144phre3QRw/O4sSCnlWKwCwmhUQUXHyhUx4vrvmtfPlbFEDxXRKrO99aQ4tIrD4/It07lvVFrjnRh6uDQnrzEadOvLQrwA8buqEadhhIP5fjZdlIOu/2WTkyRNaHmyPiaWHFotUdXu9f1pMNBeUNDuLg5GzewQu9+eQMqXfkE3/s8uzwRl8Bg3MaDGXBoOdw+kDGJGjW1/tl2okDMN2nT4MyjK/zti2v91XwCoarhEPexLt3tWe4AiOI6yOzLgwK5o0D5vVAMdJlrFNkaiM7RNZ/L61j3tCmaex3r87t6LIHwpw3vr6ny7TJsPd8yB7vm+lWIPchvCed9GXSvQDMv95bFw/ybtbivN5urdudtalltBOsy2A7dmwIp2/ZkNg0vMM72De2s3s2e9Kb28O8PZGyNjbcy+35GksPPwnAPnXP13DgsLO5wDhg4yPYVzovSDfs+FPvH/btczvKJOeId8YozMs+0uoN/OJtJd755Ix1mftOJ78fMkr24YCtXO8y8U64MTAaBe1x2kP6DnU2qneSj1nvGffSjTR+vIYDyBlb3sLPTM5bfEPCxjPe4UBXfOOUjbD2kd5HuD8D0+nZNXovhePQxKXjM2dCdQ24XPxaY2/7PX/90Z8542d58ugQw8lZBEMUFO2+rVFSxgYAz5NWkAEQTwr6PuqbJjRPruHNiz5IJfXnOkFt2ztSHQIZSV4OOlSmK3ps+NlQYdLb62MAO7UnZNGOELTrzeXHoHJnkpMB4ZecHF5rZGclk97ztUbXW+gO8dwvNMk3vOg8zhv94XqznlNwhik400KOltofzwlOQc4m4NpxkNADXh/PmfeB4Cx4mJcASOzC8RogvXlnc1dv0NjIyKsuY/oNoUEXOuXmHUGZ9eZ+vMHreuhc11QGwAaoOc/meQKSFbxz3ewsSDbnefqtz27t0Vt4TzrptXQ3yLkzB/d45jV0S/68hua1fmu93eMd7MNcLzIvsnbWPvMOZdkn4wYv28l7NrsYrwHJmZft8uA/ZLLLeMDXHPAOeoP0LqTT1J+7AdCsN/sc0FXCyS/tBWfs22e9tdzADJNugUWQ5TePk1i9Q5+53hNw39Pltdcauez8zNWA0ab+3GySS+rGm5pDnS6f+7SOdca8n4MqvpWl+7xaepb3KV/tc1kbTIwtfnZdNi/7M70b1QeaQ3u4P25aEe53jDtjecbC8TfHGRSTNIpXGAdFQMdxxg366M+c5cnZToMjEqWOmYIF+D9kY/lEZTg507ETNsGWTyL/za2ad5QB4p0i/3h2iILJOZib6xxOznhA6bh+0JsMdrSJFvdQ77SANm3EqEvsnrguc3DGfUWnjzr177AIjdefHQqjsae39HbPTmI3OJOUMd9z51e5Ow28PI4UnM2gPR78ncdeJ9nsqMgIaR3r24zPNDfZ2M/B2dxXQ73A+IzGXr9K6s07ZzGuPn9p3s16DwZWqAw7FyX+G7pE3+mWd9DlQO+jvPk5KqYj3o3e2MrZjPlc9kDuLHt4fu4o7bz39N4DO7d0mfjnundPOoD9uo7SR3nz5yO8X2e61W+P8n7IuGCn7J15Os9pnXlJ9tH62ltvm2fOjtYQJv5HeO/pPa2LIztwU+/JZs1lN3mP2mzmLTtl2D+4b59seOgHHPqaw/QNORvfcGSv6lbvQffX+tN7OMAxGo8L8x706VBeSZeywzvPmVlv7ifGDv7dfIOJsFXzPjwKzjDxchuPAqUCwDHr1Hf8Yg3vaw5yPG//xCt1cXzuOJRPkQAE7hhOvRg/zziMMHF853PE8TP3HR3ADPw7uJ8Ph/yG3iboKqTHFIBHvOKY37vKy3O/Surh72UY5vcOfZrfOdOxs3SvI3hiaKaHkzPk92J/D29oc4Ngk6VMASHQv2/TZBsWEAV/ioz8lQYgjA4PoCQIdzmD3pYeTo5mvXWciAHqQXXyguc6SQ90VXOi1LEs8+rEO8vhdqjpz3rzydmmjUg5Q/1icqb6/IRrHm/uw9020nzzOuc28rW7We/o59lBs75Kek8GLNpXRp75Wi3v+HA/7I6nfSdyzMtX/ma95ysw/FrmQ16St8fLxv/uVcX2AO8MsG7kHbWR9Qq9v+znyF7Dey8wYnokiHpElz3w/aFt/BC993iP0rd4fzXRke5v7Zsvcww/dCy/rHn6q0Rvtl97aV5vX6rtoyBn8CNHNtF00bJjw6f6BnkP8u75pdk37Ontfnmjt0x+kHTy/gxiXuYBdnEAp/dwwNync30b3rLlZb0Zmx36byGddvQeMCJt5GNH70M8R3L2ro96+VkHlxHyPdiZ9ZYbes+6OG/d8m4w6kEbh/iA9WYcb3Nqw8s6Poj7OYDiGKTV8btNUEljHydnrB9yTkHG74/o4//OmS9o7sA5Ei9jx/iR8XwcOINugGRRPfyWHT4KjcHgjtzZbZiBtMvn33pAQTw4Gm1U0psGH4LNDg6I19sWwZnvbjgvUg6/8td5tGJ4heys97yrNvS3YvNKeuaNPDeylI7JbnoH747ecXLGD8nSztPQfjYsvAiYF5NuGMvMvIPe2Nd7BvWDvjrqzfVxO3XSe6+Nw3hMfbWn9xFvpPeCSj3W6ZCX+mHXYd7Qe6PnW/WeeDcPlU96u14MOm7pfRN0vZYX23Kb9GsCjg8BvSed9BZ6y/z8kID7rYEcf33HLhw+c3bn+TcG3wCGte/pPbtwi/cob95IGuwZ8d6zw0dXw490Yb/3Gr03WIR5J70ZB2zaKFt9X+NP34oDWO/gnV4I4liK62Ne1pt5D/331M9DnuzoTelWt3IHHMb96elZbw5KHRM6Rqa1PAROE0ZjTOhyo749/Owb0jS2u/hZqD6d0q4nzzO/+UN9cE/vTbDJAdus93xA5PWQnKPgTJiXvldq0yD7gD7+M2dLnxgNiDcwxjNfprysmScNPfK/AFoU/NZDiEWpl9Hg9s7S/gOBZAx6nX2UeSE1wN4goxB7K0x/6yHx2mSXq/EWRfwYophu2nXzyd9K6gLQjwj6RF1yksX1xqL9TY/kRHBFHNkOwVXR/qN+gnjAUBugi+nm9QH01kNrYyxaBfyHq02vfMPQxCtA8cnoC5x1udpbcnzHxuXQw5xeZ+jt47Z2veVK9YH6xdoYoLskL+vdx2qS4wuGedttvX3ueX2HejebN6sMvBFs45gXwPbFGlTnMAcw6S1bULB5K6RmXpSf5G7aSA5+8znxzoHLTb1Z/o0gh8HUrtydAOywjUd6g+QftVV3dLmRt2njDAgP0q/R4Z7ee3SPd0+X1+j9CL2G96RjOurHR8Z/L/2aeXuU9yFz8K3yX6v3Hu+u3myHb9gQtlm7dd/i3bF9e/ZtV+8Dm/1ave/5miPem3pzwHVP78lPDXo7T53ayDiA6y47vt5xALqc/scBL+MA+vFsxwxaSZeJd+jnHfwCYPdnDrzBhxildIzAepcXiSDC8VLwshzCc+GfJ2xpUyYClXYhnGdlArvOc7ZM2NJkHGJLwsQAEsvu4WfI8LbvAbPSmxddVruQDO1tDCxftnrPuH91XsL9oYvHGV6XekziAz72j8c1Pr7OK/wgY0H/reVL6nuLPs0zZwp6jkw74rcJ3H/jTIagBvb3cAqFnGxabWDp+/63/z6DrSL+VfFKVox+h0wKTZQ4UdM0nPZ7ZjwhY4KWrLv/XpjxFtipmpp+gLae138qID+7gTOLZMZO7Ufx+q/Ca+6OOa+1MeRYINdql9PFpd6oqYu3o9HvRbisOH1kXqX2K7qRMt5ufJSM7ti2Xb2FeOtUHzD0S/SxT2znfUDvyJNgDV1ifu3wRn1RZtI79NeBlxfqES+AfAPjxLu5lw/KF8qj9sTmRtvq7bR333/Txol3LqO9Ca/Se/cZtUlvcH1T3tFzLbfaOD+TcfOZmPlzR+9P9czZa/TumTt99Bq9d8re0vvwuthreDHy3+Wd+ec+uqHLruwvS+Y93kfad4P36PlBvaH3rTEEHpi3nsd99OA8vck7zcWjuffm9Xanja9aX2U/vaf3YCcx2sgj27fRZUfvQY8DXzPbr1t2eW7TrDfz3tM78h/Q23n39D5s4xEOEGzwDDDyAtj4+qjb9S5I3MVyHOsc8OpQ5yRf9vUOYK439NY+sFGf4bnssxHrBK8g8NxGB9Lb5aju6+1YczNnd3RxLLsZC8fa9IPL/nvAcaomSKzlZVUieHNeNmpa0H9CiuSL6VCaBF6PPmJdCPdL2cP9GOMM61ehGIEDyp4m7CpZj8vN+afw33EGvWX+iD7BM2fWWUo/Nl0wTgTvKJtM8fti3MFgXgAOeL1zyJAochJrBf1eWK8zTtsEw2TI+kxlRb9T67q08QeaN/drVemO6cQbZadP18cWqErKac6jKSfBhQ79wD/o1+Wk/OTt6abEaw0NXjcAVl/jPDcK1u9RZxgQzQnu/S9cNscweKuOk5bkD8ZNiDccNqXr2MYhz+eFYLc/Iq1Un+cdOJFBN1BZ3OA1vl3eHWe60fvAYW50ESp/pP8t3j1dJr2jb4/0ZmA16b0pu+fYZ132eI/05rpn/lu8s96P8OKA52Pq/cNo41yG6Za8e/QauT8K9NZ+vNfHj/DeGsvXjPu9OY0P0JvLf+h6ww7/h+p9a715+Ru2b7blu/Zt1mPmveVrZr1v+BN+JGJXF27Hga8ZnvF3v3RPb+fd0/vQL93AASBc5GniBbD19Xu+a+q3kDvrTbwZLBGOG7DOA/jF69MRo3F9G2zFvPMPMXtejM22P1xO8E5ldMKEA16cdAksy/1rvMMPVgMDJt5gfj/xVGu76ng10HURJNZuLl8pAMu+537hWAGCfHmIIGKR4J3jDLrm6LezNjFJ9F3GK5vDFI4fXP4BffxnznwRmZIoOYAAhg72juWAIE/FtmWHzuWJKFaX/Qq41nExNwb5SnJm3v5t1w+kJzydeQIaCBrckOttx/TJBkWz7MBjFcTuE3p/Kk1EsQkQ9p4MjC8qMV2cdxinCHIwPgdXRzmDwZraGIaEDTvlwfXGTlmkfkOfDEYZo8PAxHsjD5L94nlCZfgz+pjazO0ePmm9DQHIEa/Xg0nuXA9IFvPS94e6cPkj/R8BM6wL98k9Xs7n/rgHlnjsH+A91HsPSB3p/Qjo/RDePZ4P0fuo7kd5ZzrKu1XmpK82Hc3Xt/K+ZR3s5e3xYqfsrXpwwLOn/z0bslf3I22eyg9+5qiNXteeLWQ9uPwjvmbW+5Y/Oco74t3Tmz9Zb32A1/GBIl4IdssvbTYl2X/u4QIah9nXbz4P5sEclA04AJOcCb84S2CrSuWF2u/fMbZi2ZzncmccdoDR5j4d9GY5LE8w4FUvLyY/rl+ajBmfsi5bjJy8gTvF8zJADBmED133wOUkX1x200EmPyJzC/fP+Hw43BBA1zEG6Z8Y3ksR+roOHqQrtvx1DH736JO9rdEjdQ5UgOz4GGwgf+DQo9Z58D2PJ6gHMUBGrhy18q7MtCi4Lj96jYldMx0v9bBPfskHL0xvI+/UOK+AFoG3MwobLyZeTTnwttE9a6V+ciM4PHOlGK4Qqm5//M/vKENl+5IS5qV72NDxeDd426y3M1CePY8F1kWzD/rdTBmOpQE6GuY0/e330sc89DvFMpWbeV0n5iXLG3eTiwIr6eb5XsZ55k+VCPw2vN7GRkfzs97+Nw7qiSh38iSv5d3TZea/xcv5AHTm3ft02a/hPdKb6j7Ue0fPTfqW3Ed55zJMb9HliPeW3JNOukePzJnXrIMjuY/wvmbt3OK9Z0OAt+v9aNmprkNbuKO3Tp8bX7RX9y1/cpR3xHvL1wz+dOqTI17y+Rt/OvslOgXa6HkLB6yCDE5u+HrqzwEzVPLtt3CA85J8y048Mz1z5lgn6tvDYTO2Ihl+gjNjNFGMvPR8WmAOxQZTRmDk4+wylXgcczPuNRk6l5txL2FmG/IIVmf8PMvISBCJ9b2MIHE5BVkR/CnV4ZiQ80EyTT6/nyCCN7G+8YMj8f7QsY10KDMHlc2DSq77gD76C0Eici32tpaiaCrQxScZpQFAgCZ537NPUs1PGO8qaIs9SCkZIYsC2jpPeZF4iLAt2h8YBIDW0wD6yxrswU5duiHsLwZBP8L3egX9Lu+i2R6MesvVF5Dl+TEm8fYHSdE/BWNAZceuzfrNeeOtQhTAcuAaZfzhSqUF6/UvoCsJdPooQPGHNgUoQhOvZJ7zxoOpzltp4dMLQbRiemjY+nt+WNiOl92AcDAofo9XFf1BWAzGTGiRJG83SsI/iiyUpr9n3niBR/P2a3R48DYqUzX7Wkl+u83rfcm83XpwWjLNvOQwPe39k7sbWUn03aTThjfG5kAX7ggfTtHtp5NOvP7HXhnW5UjuHu9c154umz65oeee3hIuZcs7b0vu8W7KMOk2eSR/5t2kH8076aQ9emTOPLKG7szp3fU15T2ydh7hvWtL5O12AQ+0Y+6OR+yZ29odPzL7orGNMpTZ2HDcsu+UvuVrZj8yBGc7PnLidf+6y7tOvleRvp39G/tybNMyXPnb8e1cFhpDwPgisETTAb8MQY7jFv/0IMewT/Y3DQ9jHUvHy0NWK2/1FdEBs21wF2E0foGc40YPTkR1xFWOoegwAlY/40e+sRXY0k64HJ9CUg5mXk7X/Dv6cw8TXzEEYYnDENg7PqO/JrxOusy4v5UJ9/MVRMP9+RIXiwdMjgfNEZNcNIJ4j1f8AMdfNKNVoS4HMv7s0w59glfpW+sVGeTYgIrdH4237dikgOYxYUa/mkeIdk+1T/SMTH3xCPz5Mfqka5MenPSFqWEwtGq8CjQHjY4jq5oBsZ0cv3vqRr7Srgyf+Pn9VA8u/VPQn/FSmIyUN/D6G2AYVGPi8TL+BiI34NJ54Q9pCqBFos19IdALMer0UKVSkCmAwtrKeU1631g9EEtPOytQK++8/OlGQV0Gxjxf5K537I5hn1eNN/RW4nX51kakkew7Mtl+P47VZnnQ4RNNuxyfu7DyhT6d1w0lMOpieb1NPmZTmv/2cZM0CKxrzHOvr2x12vBiypMdXmoj2sgb6RCmgx5BQnn8eSvviHeua/7EDj/n3Uvf48WtPJ0+H6HX8J500qeieZ7emLdvWl+6n78nd2/N3+M5shOvsQtOe3W/1fZhTB/Z7LT31lck79CG4459P/I1B7owrysVvgb7vHmyMPGyX+Wg1vVuGH0kNNtP9fU2YtTbcEBuhI96sz92fBG8hC+CN+qc8EvUKYFRZkwCtbRf4yNspV4JYSuUlD/wHmA0Yd7AUKazy6sH2BLIwLkRPhTSUwybMSZkDDifgMbLPrxdkuPE+BmOp6fbTtIb4EF7v46pUcYnCp+OBT4XjLjfOyKw6PTMneGXLgN5VdHkxPz1oLZsZaQNsHEq07+v1DNngjF6twmv1MH8khCxgegDnQMYUXxR8NtPYrKJ5QEZnFSF2oTRQgvJyfgFsjmFigVkR8IeLPTFlYYk7sr6g4zEq3ZKGIt5aAf6w4822ECXobSzFEe4NbXukX5PRVCJLNNf5Yn+tyJ/2FCnoFJTllIgyW+NBOYF1L8XH1cOQEVzF8L05deKDrt+MvHE4ksLGDt9wKC3p91oCNIIHfLGVJRwEl5O1Hntk3ZAuB+63mkAowzxuiyAjJuNb/CacR94Pa8Rb6Fx2PvnjmtON/oOiPqClz/JKVEnZZ7s8JLDPOQF8cYgTnXozuetvCNermuPd9YDU9699D1ePJh30klfV/qQ9fXIettb8/d4juzEa20KDuq+xRuYgcpih59t6pEd1unv2WbPdvmWfd/zM6TH4O/KDh/pEj6yTT5SRj848N7yp0I+kv3+JMN5AZCvTywSPp4CzzjlcMxAusy87LuFyxDW6c9AuS6ESSSxVLxNUROjOK4CYSvHcwMm3MNoBPwHzCyJR6A6ynFMCK8z54JjS2m9Az2wCEzVJK7vBS9A+BmxWesBFWB5rj/hZ8eqjJ8hXXZg7oYI9vJUzyau4fXA8haAb3A/96VSnscVFIBGGuixhutU1A6Xui5jf5NOav3m8YCN0y36dK/SBytKHTwHRIUGsSCDNB8UPpLl6N4moz9oOnSaTy7XwxeNSk5SHSe6wCY0cuLn60fHkzM3QiFDbIx8su8FLjZhQnZD/mYELYaYbPy35kQM41xGXqHdjZi0bmgiUNRcBBEkYjB8Qx6N4VDOFlU+96YZLAODEe+7aZbni8VP9SZHFbw26RXIBSopg/MOecPZUN3d2ma6KGKHx3h9woSeLsMXovG6LJ9fKDYxRckoyVDvhpfkZz/YZOK/fVfqKD04TBnkx+fU130MKc/rY16ddNnjBclz+U3GNunO5628I16ua4931gNT3pwWjHfwb+XNNPPqzvdz3l76Fu31w6NlHqnvrXkfwnvS6+k14/TD4n1Uv0fXatOrjwAAIABJREFUF6fdpz2y3vbW/D0etgmP6HJkU3DAw7yz7XM76ScNe/Zp5t2zw3zj5shmz+lb9p39C5A+EEi/NPsRbpcB+Y2PLNkZ6fdew7vjT10X9+0RLBImAHCIC+zvkI0xb8YoAw7QMW/AOj6fhpPKxB4ZNOiAlzgPg1wqU/UQo8UmuaU3p4My8gb+ZLyIDJwdh0aAy3L99Io2l7lOcVxu/bCLiYERP2t+Rv8A/SDCN+sJ7w+80AyooeOhQNUN7g9MbnpF26JfMBwQAcgYBKBAkfq+YcTFPnXtgCif8bttQD/Nq/R9dvoxIQVLERDxjkX8kJ/mw3hx+kOD452DbHiPhSUnYtH8wWY6efLgROK4l+Q5byO9u/DOa59xeucLvyTveAJDR6S+MN0OkTGMhU86sMFKA+3BIRkfP6nbM26+e7HKaGhjsdjKEfI7YmXCGLto4+Vy3t9KOhTvsKn/7Apkfm9pv0OslL/a3/QjlpEuO7J386wf4rk9bsvE20gG5ynJ9+9X5BVLnfjbxBu7Pjd4hb7bnJzRohZTqEzyeb7NeheS75+KdOwzrwOHmdf7MpyQpmOf067y3AZ35Ee8e3nzZ/QDUvc9Xuzw60HZQdcH8liXPV6es1zfTLOcW/QW3rnMLRm3eD9Ezklvo6N+fOsYzukf1pgy76Pri9PulwTHa+fWmr/HM7f5ni5HNsXLH9msaPNkz2fbOutxj1cx+pM9O8w2fLgqqKN+dSrrvMOLIia/VLk95A9m3jbxznrP/nTe3LPTiX4KM7XlCAdwkMP6ur9mXscFOuXNessOb+AUwitAx4Tep451oi8pPeAlrwgjthrkC44wmlpb1dvqsgJjyMjreJR4PZCMa4k+h2TClow1lXhNvzjRKsRr6uiEUfi5tTHItjSoj/xKZKWywBBICno7Mxi0tON+RZzAio+1Ik7DhsMOCkDBbeBAsWXa9faAz4O/3BCRr1hw5pG2n9B4p/FRPUX+PVKnQbMF7UfkQ15BBjlAGgn0CDru+jqPTUT1Aj4RfUdi5l2FouFeJiZ0nOJZ2ab5/Ry4+CKeF7PrbRMTDbmYfYJ4cILUL/62QGsA/swLjEajEo9/DvVxPdjy+vdOhcoNxowMos9oOh2MseM6PYjyAKBMegcP9dccwDAvl+F6glfTWTCvGbCNcVdMjoDq8UAu+qkLFjKawauYnK+th0oncdG30h8gnnjDhnOQzTLQeUUQd+SljPLFdnQA7XmuE/EOn4Pe2Zee56fVQ9rWa74y2epm3iZD/bu8JG/mdQqenU8n5/e8uWykZcs7tPGg7MBbFCoylD0ktxE7utzivUtHvLdkzHmv4X2rnicd01vG8B7vlzCmPscP5+2NOb23viLvYA0x3Vrrr+ENVR/RheyP53H5N9k+soHOG7Ld9rOPIN6w02zfya8M8oFhIzBs/+QLNrzsV9kvua8JHmrnxtfqyOs4QXd4DbMNQSoHjkOQQ7xzcCb0ybzAfsDlFLjOKhwCLv9DCc/pFr+w3ox1ZrzBGIjrYdzB7b+F0Y54Z8zg+GXeOPbqXRaPk+ukUxk/VfITBsaHzrsyL09O7+fkVe5/19nti/VVD+x0xOBAx/OO12v+PQeggfstcNzECB70eZoOWvqwU38M8YvJGzataYxsvP033G7Rxz8587cb0kJSAfDUoO8LsDSoCGBvYMSiwyRV6QOkAuCSA6cikKcGfSld/tIHD9fS58ClQVHSoFysHtpFgPY65WntcqzT5dL61Us3Yt6pq8sFZDEdFjNutZkxhU0wicCt121GTcTSXagUm3RrAVQzzybRwFv99TUCLYLytKKV0g1rKZDF9LZJHs6kFJTLiibF3kQk/a1GpneT0p2DKLQmqCxLizJQ0/9acmyKhNMol9bzikJXSpPe2rpusjToamXXEmlfcFJbfyC2SbRpaKM7E7sLLK43tS3aqIAUoK0S/a32ul0oUBZFu1I7Fh14u+IY8vpblwSlan9OUEd+bZYXJ6AP8LbUs1Ry9CZDpOeJO9WSeTE2qwQvgHTelicFvZ4IzjCCLMrrIGPkBSYwwwFWIyAlY3oDuprsprncEW+Ax+GqCeVJ6rQBpcYfDuLW5y1ep0d4j8q+Vf5e3ky38k46ienW/HyU9zXzdOZ1emTN8Nrf4/W8A97ZLrDduGlDpvSwQXTEyzbYm3jL9iFlbXhnO2w+je37oQ2vW95BbsHG13gdqTe2/ol4XZbzho9kP4ju+9gPlqobXve93gfse/3NgrqmLy41/Xdvv6Re5usdD7ivd8zgvjn6JYKTxB0Db2NMMvG63mpYcMI6HXNO2KeUxMSF5kFxfTv+KkvrvH5IQBhtwDxCOM/mpmMsZSwlgBZ0XsdzrGuTwMCdN3Go1IZ4W6UiecVxqNdTEhM7jvJ+8M1r1xslMLK3PzYnQr7hacLgsc6XZgAp9e4TAPu4vxnun2IEXGySL3a06evdAy+LMzxeURTgolDfofcDI9+tWEy+5y2+k79PHz04i+jZIl8AiN2eouOOhcImNjVIgTxhaFDNTutRq4a8Hlxor9hlxw5Rg7Y6ymqSulSbEChZD7r+YWjhQNfaVWGBhwcwGmUUGHbKUDXKlKpoLfXqEzaDDvh3Yrz242tS3QBZti2Sbpha5+2iYmH2An0xiGoYvFIVKvR9nDz2ekN+TTk+ZiL9GLghDdegN4BSFM2CMtcbZsRLUTRzMEDradMTXi+6fp7nbXRd4nszQvzdUEYl9GXe3BXt117FFmgpfucAEQip6e55Il5PQ0OBQIPfjUbkSTcypTQ0kTx4ctmUV0RDPgT9dbo2+QRAoQdqPU9gjk40XtVaXLZ2zTzPy/ireD2vX0eQPjdN7z1elt1UUEo3PiKKVjKvX0ko0camXU8RQKiMqkS6j/t+3pBu3j8JwoY8L1PyXdCqMoxl5IlGmT2Qt5t3Cyz634+ARy9/LzB8BPTuAdMzkPv60lvG/y2bCPOcv1X30Rx3+iEGZ24zOqic7IKl+W8AIy/bM7eVQKZR9nmtjmgi21ayn7OsDa+MvG63w76TXXSb7fY4bDj5gv5qcu3yS+u6kD8JvdnXGC+8jD1QJKZ7M7AT/lM6bhp4zd/CYBjzAqPvVe1+nH1vI98roih18t/G6zTgAfb1HriAnmAgTMK4o48F8Xqe8bJ867l4nX9gHfQ6E5M4JmqDvrzx2kD4rmp/BGfGaIbjQm5tgedCb0EvC8eS3lcds0oorkMfhlzDJI5DHedKtXXjcpuOWBjJG0ElCHcxlq/WxqZjUOm403iHgLT5mqfT2ZnX083eXuJBJSzT4weKIdQDwzjF1exsjzn8WqfoGK+I6yb59mrvU36c54A+wQtBND9jIlqj/ETEAyPNNPxvoHdMmzqvaEwKfytjn/g6TJgIlCjaz4AmAy5pWT54PS8cRLHF0mhR9MlfimIttIBoTH1xxeLwQdV+mtEH3mrwhe7zp/RdiMFYgfJqoYDFJrzpkLuEzYwyBTuiQLGAIIInWwzixjGDEa8PNR1TBAvNjKfWNJ6lQfpd1QT0FiB5nht95oVoOBMUQandKUXQYE7Kvw/nUJHfuXxzmG6MgHR6ApgRooDLjaEZt0Infkp5UhqKzYWCRqdhzYa+RFkpirYab3MDRWCmGe+a8nyelqLAmo4ur7XIUKbvOrZ4U2mx+dCaQDTzRIDSerta6464+LoD1WkBM5pEPu8Wi/S8WhVNWqSdtxTFijbw+gaH55WiaCTD51TzcrC5avJdrvMW37nDmNeD4Wb52TYGS57XN9TamG62Pg/yvF53et4nXi7XDzm9ibfrMeaNn77CmT/zmNfzHuX1uo95x8+TPh7d6vNb13Hnq76PjL/zb+feHu/RPE2wwfN2r+5bc9zL5/o6kq8bXv70det9sLELnjbe3LTJPK+DeVmG56Ve3WYVstnM28j29e/SttY62UkAKm2wwyJAUQ1eAIPdDlzgdtHsu9tjt72C9BOuU0EbedfEEnz10f2J+yf3be6XRNJPcZ629IM+2sU2xf3v4CWf2cfF/Kmm7y1ovQ73/y19uwfHrVD8Yjgg8AD5em8PUGLDThwXEO5wfOH1ehDvvIVwhw1gbmhOWAcTjnG8BPhGN6y/MwjWWhJ3ybweEvM5bnScF+MlGpgw8KL0Gvvv1E7Y08epcECkgUN90138WiPhWcfCcQDgG/Rs0xwT28a/4/TiuB+Jz0UdxyI3+Bm/KyKQgydtrsSNIgrIHLv7mJeqWNcM7iJA5EDRmulXQiNOqRS3xJVazWAPkgGo29uS47dHH/nkTOF3boWixt5RiEjWT3bihKd1gxmgWijA8mDJPy0gKnEnNXdz4lTKJ3FFN1YldzcAxCSNEyibxB7gsMHvk5RPY2wHpzSUKtlu2AJqGdR4mVIbVKsB0G5w+u4SBqPgp259N2QE/w0GsunURIqiaDodNyrNDFNzoO7p1YycOynn9Z09y3NDWKvC7y9E0GGGKPLMiFXaNQkj3ATaMs8NbvVdJAvO2JnUSs7KnFSC5jY4B+d1ee4wKzkIdnqclwHHzAuoeCCRgUGThlr7iZc7a69PLY9lMC+DiDbx9l1SBwuum4EAkTCWc5kajmcbJHge84pdle1GuCvjbRTJXdJaG5rvDGGUzU7EyyTgKTEHRfL0ay7T68uAn3k9T0TR2pY37IkBKedNYOW7JAR+KI/LZD9z+jbvGLCOeR0AMehL3q4HBjnzZ/b347y3eI7B+f2yrLeXfzSQuxVUfB3okb7Z68ejfjvidfoyxt//fpR3r6zX2VrOf14XXfZ27fF6Y16XOa91L7O3/mAbPLNdiNee26aNavJ6G9jexOmB2ePWCOCbzXrU9jkv29jw1SYbQPCIeH+Mp0pul/3vsOGyteERyIlGnvuTkZfGnewrb9it5hOY14NODnDZR+a8k8EPzrwRmJvN9rT7pdXasqJFevDf0M1GIBxfmB/0eSiS4y1IzNAxW+IOlyOCHkirbHgdi8TmsgXAcKzjAbjhF1ibobQRO9wQ6YFJYLbiwUJiNAECnxZVC2RrYDbA8KIF9y63aJfDmDDWsG06+0mcqOZtHsehvLHuuMfw7HCyqjV0Gm/MJSbuwZ9heMPPqtYmw9kKOnSI+digVTrclDzJjLySEXrgfrF+tdtase4o0Ms2asQZfXMXGYP4eFpQ1uMVHns7MLI+jOfaouwxffSTM/FdBYoa+85P689LUWNRW3S8D2QePNOA+qK2ieiD5EGbBy5KEyMHpne8H/33K34U5JRcHL1OMlK1L+K2YhPkVD9qBcbTmYpYiP0o3YKIJrlgLPBoBbEQ+4kU8aLXrQrY3guKTWLf9QqDYtexAuSbMWtkSNJw0WKWNCRFfTfD5NjOSytC/dIG56F2ZcCNsjtTr2POY2OvWsxwavT5Gm3kYCSDBt4Fc+eRvOkwuY3D1cTGDiKDBSD1BnL3cwy4UgfWW7U7WHY83s9CgZwHaA4u5iCKA7DOjyjnjs3HCtgLQHsbOAB1YNJ1SSevmkGj5/lcYF4O/DKQcyCRgV62zQGM66bB23naBqB4HgdyzDsHZ9HGMgZyzDvzFxnBXeiJMchi3rLD23QM5EJv4vW0z9IMF1O+y5l5h+uYlOcyWNZMRzycvpW3x4udsnv1cCyyx7NXzy1elvWo3nvy7tWxJ/NW+x7pi1m/L4P3NeP+1vE/aiOAh+cpgFg7rsu8vjrPuIZurTcPqPbW2yzL08MGD9kFtzFu/2b7VcimjPatkew573W2j+06b9qNvGlru95uy1vYcA8YmZdP6o58wXBTgvwJB8ajv0vf3/VOHdlncuDMtwjcD3rwm2M2+t4heJItL+vt/tt6bvKJZcAbterQ146pGE847qjV25+yW3Of6YFi4hdfIRzMMa/L0sqbwghMJwIIxo3XUhKjMdZh/x1joo38uZe3PtQMOD1QdPkeWPjpbKE+y6CSN+g1Ar3mG7h26upyuy79szdUB0zs5R3DB36WflhSiqJZnzkvQNdI/dBEMmB0Xqka11AH3G+HKf5m9DhF5rEpEp8ifbGpyXH5fiqoReOk0jGgB5tQ5HVUxSDjiD5qcCaC/hCmNFR6GE5VsFxWrB5QSD+dWVFxuaydx5/3sGCgtYLlsmYnAcHbVssTxfXad6sulu5lheT2unxnrhkvYMHCqlG2rWXQu8u5hrzVAoG1KC6X6wAq17VPHuYVMfnLGv1QqxvpitYET5crrqVYfSPv5XKFqnS9Lc+N2Foy3ZobQQ3+p2Xt/b6sKKVgqQ1rK7jUdXAQHoioAkttsYBVBZe6hqGvpZf3Mk/Liqu1sbWCp+UKkRrlmvYAk/OKBQNdbklQbf1diuL58gKRBUtpuBbFpa64mt4vpfZAXxTXkLt0nlJQDfgudY2rlbU0XFsJsNF5uy6rdl2uUqEAlpLOYrV2XKV2GaXr0EqJHaRq/dS0WX/09lzXiqWuaK3EJoDPzbWVgbcVCiqL4irpTNwBqwqW2nBdrUyz8bRyixns1TYAPM9l9LFPXt914rxaFGvrOjRdN0CKdei8zXjR9bZT1SJdj1lvl9/rs8BZgLW1gXdtgiIIuc5bi4ZOnMeffSwQsu/ximjU53/PeZzmPpmvOh2l08FikDN/ctlbvJ73KO9Mc94jZU76+HQ0Trfybo3lrbn3Gl6ne3Pv1rz18ntrcpZ9xMvr1nl5rXcbsg42BNjahbQp6658IO2Zl59t32jPst1sJ932sZ30epnXbfZlWXFd8/TA63Ob3dSw0GTD3Ud4ALrvC2Sw2fPYsF+6Su3+as0NtSLAdS3ha1uxIId8W2+bhB9kX+s+2dPZxma+94DX/Kr7bwBYawvfvpifXgxfPS3XATOU0vBSEqNcS7FTtBa8AFCtnddWAr8U4y1FI+3+eSkNqwpqHbFOcfxSNPBM4IC1DNiqFEU1/PG0rOCA3zFaa4LLsgZGExsbx2/FggeeQx4kttrwfEmMJobFejsSS4ogsCWAwI9eh+NZx7JrUSzLGp9C49naFhN7EHi5XG3eeRCdG+POqwoIYXnfXK+14XoFVDJPREdeuyWWJ/Id9/NVX+ft+B+hj8cirRQsS3/higeVyyXxuYhGvNCkY+3V8rT1/rhFH/3kLI466ZhYbOffO9avcrWSpx/NjqP5WY449hY7Ci59MvlVRJ/ca6TTwNTS0KoMpzGdGhbL6wPSOm+RkJtXNjrgz4AF8bnY4PFpiZ+MOMhPI93ra80WovQTKqDv7LVwQq0bMwuwqiggitVmzlLX3PmtLdO+69c7G0A3wtfWQpda+htvFjraLibbdymXugbv2hxQ91M0Nxy9ICIg6OmGpbph7cFqgV3ZoDwPXKqPq/UFX7WrZshcfvWTqGJXCaxflwPepsCljvLyxK9EXi0KrD0NZPABmINVibxqc+dSG15sPotoOPfVxtWdNbDiUhtWctYOJMT60vV8CfljH9fS8zrI0Bgb3x3t6TqU891Mz6ul67DUFSIl8jqQERSbbyJ5R36pK9ZGp4MUVFaaSyIlnKl/747B5bVNngX8/jbSiXfIm9K8TnyToYgDHQJE1n8MOvqaK/GZQEuntNDc3/IO64YCZ9ZtTvMLVVjO/BlLifjv8d6SFy9reaDuucxe+VvymW7lfR3oNX3zSJ8f8Tp9GePveY/ycv7M62uH03tBpa89XpvM6zJ5/fpa9zSQNmqPl9NOETCaffE62aZ0m1XDvvnJnpff2r5K+dlXbCdFysa+Awhby3Z4FQy8brfXVsJm9791sO9sn5v5pdkX+Eli+gy37xmMuu9x/+e+h/u7z5X0YYWxlG+QmYxVDGT7qY/xsu91fzr73pSbftX9d1P0W0OmD+MA1TbggPTX44Zmb0g5yGtYTS7P3UgTfsGEdWad/DM2OTyoJGzl2G/GaFe7VigyYrRWSvAqYFi1BSYc8KLdLKpVIqisova8WuJO3tRuVYIn13vn7RuuprdvEhe7BRdU8vaO44DSUGsxDJ4nnI7JHRPnleky5HkM0XF/CT3F8EstDavFCLX6CXGBap+bQrGAxwUcH8RNtaLAdBNqvWrcSOPbVesq/Ypp6bhem9CjJ8f0kU/ONI46+bg1riGVFp3g+RkojVeTVCewWjUG1I+u+05GP0bmieGTYbXgqdYW4BPIIM8nfOWJMV0tW+yka6GJCHQD4AFPtQXkE6SUhmITXWuLUyupvUw3LGIBVhqQ1YzOUhpWoVOOVoDajY2fNnmQ01+C0my3KHcCPQissfjScNdCO5S2UMtkEEVWW7Bj4JI7cKs9kNoNb+/v0bCmUV7JYK1hYHwHr3/fP7vDlMFgiXTH6VREzXl03kudg8qGpWY/ANWcSos8N0I+nh4cdPkFaytDkD3z8mmYGxCur9p4uMNNp1Z35lI3sFUUCB0SDCjlOai58Npw8AMLXFyu1XuxudBUcClpzD1dROO5Teb17zHlVWuLbwYU0lsAwPlMB+f1tQLSby+P00JrzE9GS11xMb5+AiqR584ogkpro3/nDtX7OE5trfxivAuV8fyrPx9CcrzMtZUh3SwAXmhsOe3yPD2T6/DW4GzOn//2vt9L+99O9wLFRwO5vUDgXlBxxPtl0L1Ada+ue33Bffdl8R6NIadfE3Bx3Y/w8lxkXec5DQBivojtx1FQ6WvIy+yuN9Ehj9co6+22aJnswoV43Y64nWC74O0J+1DX4dkTp0q8MT+cF93e7Nk+lBb20/UtNAa3bHbUawD6yGb3Tdu1A2pg8BPuI/yUx7/P/qZbGjt+Sc2fcb2zj2Q/6OPNG4dHvNHG0lBEQi4HuBw4u/+uMIwhGYh7INsMczoO6FgoN18z8E7c0bGThu/um58dM2jd8vrGKwegjoN8Q5d1cbwE9I3hUsZg8FIbrqtGma43os84iHT86XjO5fS+aLgig1Qnx48+x2MzWhJ3clC52kkr149i2Lc2wmg+Vn0zPxeLyyt5OFD6SW6lG1oe4PrBiweVGsFgM99rJ4zSrzmqbVrnpo71B8cI4s+Alcjzq7Yee3js4I/l8LVl5y0lbQM/juLBJl8xbX2504HQPn2Ck7N8xonfhMRHt7671AekR/PAeJc6Fhvs/ruCBjR3CRoN4Eqv5PejfgDDpAOKTdIWEy7K1gzCVAUoOdgc5OROVt5dX9An8BUYghwH/WuTuFbQFwYswOoToz92lrywAEhVsAr6M2alxQLsu0gW9DTe7UkjvFQPhOqwy9HIYLlxy9OfNFwX041PTTwwqmaUok+Jd7Fx87wqSlcNazgGiZ1Td0JdzkrjcKHPGSw5b1+sLRyYl2GnV8yZRN02Xq6reAAE2IO1ZoSRTtZ1CgfsepcWgR3rfW0FxRx36F3XkMtlwpGtNecsEpBc6gqsNb6v3MYIdrvhzSDTDXrf2fNyxZyhXxeBzcPiJ0YWWLgMEUUhXi4Ta7vRTnabTsPm3emWp2FlWu9zmnfEm/aTMU87WHC9nTf0oDxP884+2wXOCxBC4JmD8RkIL1SGg7VqvH6aNwdyXqZiP3AZQC+BvnkdiI5B3yPB2b30AAzvpO/xOvHfnJ4/9/iPeD6Ejuq/Vde9vvgyeO8F3KzXPflH4zTPL5Z9b8PB69mTE4EbMMxxz5v1mtcQSDan5/U787Kd8LKF7ARvWjLvng3x9N6VP7aTccLOJ36T7WPbyraP62UbXsQ3StfI83pVJWy2y2H77vVwADj4Aku7/jwWG18D8mW0MRrjtNbua1lv85mABcLIAHid2sjyZ386+15gxAHeNh4T9vWORXgDc9zsmoPTjkma4amlUBA9bYQynvGN1+zLxEE+HxwnzbepXG/3iZ5eLLi+1BHvcGCYZTPA8Pns86SfTI7X6hbDS74pHnqvhTbFc57kyWvW3/wRk2vdbPhzUAkkvr1iPNWstQV+Xg3nOia/YjzFXO3wZCktThD5ZHFoB+F+1ZyToNNLv/qJQoc0hIlUJa5PMu9SGq7VA2eJG3MebDZ7E3q8l4Dw4hE9FJyJyJ8F8P+393WxtmxZWd8Ys2qttde++9zNbbrvbX4UiEQkJgjpEBRjEIxBJbYPoBiNhGB4MRGNRlvfNDHBxIgaDbEDGjT+QFoIxAeUICa+iIAk/gGx0xJoaWl++p5z7tl7rVU15/BhzjHmqFq11t6n7+19z+2eX3Kyd+05atasqjnHGN8YY9Z5ivz/fI8i8j4iegXA9wP4AgC/COCPi8gnzvdTBzct9akPRhWJsmNl88I1cgWgvECX2gcmhEhJir40ndgiZMptjGxffwmOxXqS47M1mo3SK1KZ/LoYrdShpHuVqGnJwDzDAgBdqAt0KNc2px6ZSGg5lpKHWCIxgWTyFSVVIHnS8dG4vPHtQ8QhhiOlpkpPI2L6PHyUjVDT7UGVpVNY2o9/77rPjNykpFmbV/ZKakKRN6NeFqJXQvqz94RB3+NMVpwR8JE7PWeisJxinJMcKMl0pCnv16vkw4x5Yqz42AgqIfFjUFkfodT778jNmxmhmPe/4oixvO8VRyQ4R4cSEKpTsyRr763021HCSIKOEhLIHDNPTrwsAkw2kMtGIe+bqxHhMl/L3/VYZcFYlhVGzxGxfLUpkPtCWblmFLZra7veG+tm7SAnZYlqOYMRJSc734/jZc1hK+veomSzY3++v6aVV80cwHkJGOP+e85UVn8qfKXJubb58bm255X9dMPz3O8nI3vqJ3C858zPEW93fZ+n5tN8Pvj+5/OUQeYV3zVP532orMLL2NqcrRldz6fW7ylZ1SF6fKQXCJM2YFlPqA4ZhY90VkfJzjmn+4CqW490X7mul2XKGUM9ViKuupaKjla96fV7RwkHVHuisokr+Z3Lepvug1ZA9WPU9uj42D3ziQPq7JQ+V28z1Z7qOzOy5mx/ErIgpCfbKts7sqDX0ECCl1F77gMT6kN4ophvPFpbmrdh6jMoAU1CFnjVgKn5klKrD+bjngRTyjvRqhj1/YyYopIyf7ltAAAgAElEQVRQrcjxPlrnZDUo3hUf0QinW3OZnFVS6d+dXntOKn3WFCjlgsX3nQf8PanMiOZPez9ujGx9EIkRLCVJmnRIIuaHRU14sMsWlueq+yGVOKrfnxMCyP/tQxkvF56gW1xSquWvmvWiUEo+Q90zaYkkrs+NdewhWTWZIk0SJst4nszZ7xeRX3fHHwDw4yLynUT0gXL8V891QASsuvyBi3U/2kZZEcKmG7HvOqzLRy4yIQA2Xf6wxmEMkxc7RsamGzGUzaUhBmy6sVxHsO5GdJywIwEXWZ34ej0AOIwd1qVt4Fyutu2HSemDyg4s2HSjjSEK4aIfMKbcfywTYyDBZX9Ax52VJqkzOzDjoh8wxFAmXsC2P4CpR+A6Tr32RTcYqUhC2HQDiARDDLjohzyuGMoYhonDvukG7GOHoTwPxRADLroBMTEuugG9MDpK6IWxDuNRaZXvrxc25/iiG+we12HEkHJt/RADLvsD9pynVyr3of1ddIO9h0PKY+nK/wVjY6CEsYxLFe0ojMv+YERgxTkyN8SAdTfiUDbsMgmG0i+TYB1GM3xJCKsQzfDq+eoEXHSDGVR9PgcOiIntGY6JJ206nk0YcUjB7UkSk9+EEaHs8fPlanOSY7KcsOKIQwomu+IRfersHn3kehMG9Kmzv2/CgEORVVKnpGoTBowS7D2ueMQowa6RhJFAdnxKdu6gaFtH0X4mYXQc3Vii9ZdAR8crHjGmcLZN78XL5nEX3SDB2piSjSFH9rX0UDOLuW1MwX5qW36W4d6y3tAvXdv3sZQJ8/2cyop4+SVZ39e5/rzTdde1l/qfn3/uuOF+OPccn+eZ3/UOn/f9a9t9ZX37XFbXztI5Sfho7fn1ttS/X5N+vameYEr3llV54FiH+OP52l/SZ3Pdp3oyf0fuWPaQuonOZohd9y49DFRydk62o4g+dZMAm9oNb2/1HLUnACa2Ru3SiiN21GHbHSZ2Sa+rtuxQ/AI97iVaf2oP5/bUzi22V4O6ev2LbsCufBis54hViOg5lmB5tb1+72/vZJjEbL2Ou+OUr+d8ECq+xGV/sDb1JYYY0KsfZHOhHitp7zmX1h2cTxIomY+y566Oq8wN7zeqb6WEPPtdxz5aIMGmGxBSyMEB6u16moELek8qy7r/kLHtDyDq69YPThPfEqjlquqzrsv7BbIfP5Q2JbHqN+nz3sdu4j+H4hNvi0+svu5l6V9l1t0IAnAoPngo/nFMbH4wUQ6QrwrhV06gzykWPx3Ifv+q9Bmc3z/G/KEYL6scRH1wn1Xf9GOttil9KOcIZayKTT9iKB/a8f7kKbyZssb3A/ia8vv3AfiPuIucoWaT/GZ+fZGdRgfKCwkl6zEWFuvL4XwGRI9XHPM+slInqhMMgGUjtPSi54ihfO1HZQHYwvFRm770C9Soi2XgyqJaccQBNYoUOKFH/d2XNeki03H77E5X9j2lQLVEDNWxXoWcLZDSTxICQl40q1D3brE7BmDXlCKvxCaXVsB+rtRwohBk1MjmKkSMqZR0JTGHmDGNFuh9JK6ZJi+r2ZkxMVYAVjzauWPpN59YyizKc9NrjswW4VNZ/ekdjyo7gmnq5KuszyL5a2uUcxUKISNBR/Urnr4tOwBhJpuco1HbOo5gOAMfxAyxl02gyTlKKvO42fqpTkYCUIg9wkRW+8nPv7TFHNHiMqc4VeKapJYoaRuTHMlalNe1IWJyDqCGUu8lWZtGYf3xypHoU216L3NZBSexttzuHTSZkOEkqbwrsZ92X3g+WR9999dWZ8j3Mc/gqWOlbdqf79fub9bmf2pf95X18udk5/3Pzz933HA/nHuOz/PM7/P+tc3Lv1Wyvn0+p3XtLJ2j61TP9+vMO7vT/tNkLfpjoJKFJdnR6QkbtxJJmeqQuU6p18uyc52Vneeq+5aIs9dvwGg63MZdrnuXHgZqNmxM4aTsfCzeTqgt8DbBPxNva7xdWoFs3GaXSKtHwrKNjJ3ZPbVjd9lTLvY3CZusElymUOx2N7HfACxTOBYfRGWUxOo76SihK/7KIVZ/QmH+i82LkqHy/srsmNJ0u4P6Okq8gOon+coX9ZPU/7Lzi++nsj5A6n007acPsfpzhSRqxtHLilD2WWZ+rC9tXYWIoZA+le1LRrEra3ksgc9VqD6xZoRTIPOJLWjjtxC4apuBg/n+6gOrTy6oviyXrRg9R4yBbZ9oJuxaERYRKAcZqBB59ft7y/jB3oWWjer2j6GQWvWHfBYyMltZbt4mVDlHklpGmv82/WaAL0E9hfuSMwHw7ynfyT8WkQ8CeFVEPpZfrnyMiN5zVydEsLK/Sb1vIRqhfFrUvzT/Uib7JkoUBCiLq5C1UdjS0oFKvS0KqSrGQh+uT28zJOeJY5iQmgSayrpSqrGk6ZXcrdx1dFEgYFIOoRsMFTVbUdP8HdUMoS70MeUNhko4cpuSnEpGUtBoSlFmgYqjXxcFpazc+tjZojCSU5Sed74rwc3KjSHg8gGWlVSSxO4zqapYARRlWhWrKsGqlN0kZUyOTfFRIS4cceCEVRjNmADjgsLysvHIybd5w7UOX88BKuHIz2ecGKwk6ahUkZNMZDU6l4SAVEn73Ln3ito7AX6c6szouzrnZKhTUw1POno23oBxKO8OwSKnoCyrEVQuXxvTcxlh4gz6Nn1nek5uT2DUrKbWaufnH002CWEdRnAKZ9v0Xuay+e95nWibOhT60+aHy4b1HMElMskuIh5IJsd3ycayvvx5eo62zY+1dDiWyL62aX++X8W8zf/Uvu4r6+XPyc77n59/7rjhfjj3HJ/nmd/n/Wubl3+rZH37fE7r2lk6x6/T+TrrOaI70/98vbHLnJ2SZYSJTlF51RNeh2hALROxLAPAdOVcn+WAGtu5y+QsLurWPA6xczWgeEoPAzCf4agfp9+N8Dm9rTp7bpfU1gDHwSZvlwC4INnULqkts/txxzpWk1+wp3bssmze9lpQLlb7Oic5QA2Iqv1ehVgyoXO76PyOCTkNdj0loNWH645l7bgz0ud9nVFiJZWh+l0GghGk/HM0Anpw5/jARiV7MQeboaR+NB8x+6rRvingyakF28PUD7XnwTmL2XGaBOb98zYySjXwTwv+jGYzmcR8YpWdk0qdZ0pM7ZsFQuBQy3ZjyX5pdjSF+sEtH+Cf+/3AtMQ2UC1LDZQJnHKQWPZ4KnEb03QPeijkTzlHKGMbOGQiF/w+0enHcZZwX3L21SLyK4WA/RgR/fw9zwMRfTuAbweAzatXtofKs0b/0LRWm5EJmBIlPUdfWHBOrUUCCnHJjDYvIM0yaYQiJjaFNTLniaHRs1yKO5mkViZQXnzHyf4DPEYhOWUy2Z4cjpNFkSM3+QWKxInyrNkKtmt1XCPrNRIS7DnZZA+ajQrl/l1UgsWRiSkBVGXTOZJjiotrlEAJS3dC8Zkyi50RoPxcwkTRsWbOAmXZGQHykSeeRaImii+JpdHVIJgxUUXrIrRVdjxy8lXWjIM7x64XvJPvCU82zGt2kT5n6Ou4lBiIyR4796roqiFfl3elwQd1ZnpKYOFlJ4NHsLA5QGtHVvTaCWRt3tnS49y2LMsQsLAde2fQt+XnUs/R9+xlp6U9yWSrE3K+Tcc3ly2T0ZHKaeYMPmpnzpIaT7GfnlR6AzWX9W3eYcvvxEXyi6Pm+1gqrwTiEZmcOIKzay399PPzPrJe/pzs/ByPpf5OyTacxpt5xvP3/7zv8pwsMJ+np+eKoh5P5/RUL07P8etU15Bfb0v9+zXp15snK6dkgxGZeeYsTfSLyuY+E7xOSUKL+szL9v49ndB9XrcCmFx3oqMX9DAA9CWAd1a/l3PtGs5OBBKwJLMx+tPaHPn1tgyA2R6zS+U6apf0ffljn81RO7j2fgCLO1cmc0BlNZiodhqA/bQMlPMR9H12nP8PM+8HMKa2f+6TrBdIzilZf9xxmhHQ0f6vNU9Avb9k/Rpxiya7CjXLNrqgsvloPhDtkwTocqbTkx7LeNKMgFY/tN5jvrYFdIvPOs92jim3hTHZu+k4onOyo84/ESNavropMpv/rOP0/rpPWIAz+e4D2z50u48iO3DdtjLnCAoq80PJnRS/PArDZyP1+ej+PU3WBErFn64kUrN/fSr+G8fJvOwX3rnHvciZiPxK+flxIvohAF8J4FeJ6L0la/ZeAB8/ce4HAXwQAF7+klfFZ6AUOhk8a62TKzv1Y3kAuvFZH7ySFn2Jvpyxo4hes0xuYighGqWmiadp6holSVRldRKpkRgLM+4LGWNHGCeLgsp/DEi1ZtqcQ3ePmuFaypxZeYOX5en/PbF2EzpHuEp0Q6Jl2bSvPIlHG4teR4mBKiytg9b+gTpJvTKdR/0mipYEa2dcrR9TynUudMST44niQyhj7swgqBGZkwZOXjYeOfkAJoTHn6NyUQgXYTgiH9nopsnzCCQT2Z6cEZdqCI6IQOlXDXmgaghWPE6cmTWP4NQtOhnTKG9+/kwJYwp27ShU24wssB0z8j3ovXeUFkhfNcTzDNPazaGJEwBBX/qcR9p7SuhRa9DXPE7atB/fdkrW5km5J//OtSRmqUyro1gcqjmpnDqnum9DZZed0fy7jsdf+5Ss4j6E6y4H/Hll52jE6p2PU8TtPu/91Hy6zzydz/G7ZJfWl197fdF98/Xm+9b1tbTeaqAuTWR1jffu3LleGGY6RGX9nlpvJ+Y6S/tUWcWSrNefXk+qffA6+pQe1j7P6fd5JYDK6jNdylhqmye/66D74nM/tYIh2yW9jtklqh+R0OOx2JuJHXTkKKEGUU/Z08E95/n2BgsCuntRP6CjhLH4P/6deF/D+xPqdwDAHp3tR/OyNu8RZv5MmhHQiLGQO09Wvb+UK65qNZD6VhpsnpNWy3RiWrWiPlr1JaP5FklqVcwoDBaZts0yZ115XjUwPxYf3N27iD2rVYiWPJhnzvRLopqFHHlaeqvBd08UV+W5qe+e7z8YWU5Ctt1lFTJxF8mEchcLORY58vvrexMrx/R7/HVbDJDLXfXjSYETxvL/sSnJnJPIjpKRw4GCyY7MYJk+uyXcSc6I6DI/d3lafv+DAP4mgB8B8C0AvrP8/OE7+0KeRNFlf4B8w6uSBvVZBP9i9QUqlNFyyhuHE1N5gfWB5ofMRxNDJ+bIXPp1ddgU3CSdvqQUCJvy4nP9cXZeNZvlF4lfFL7+PBXFMinP4po5U4dYz9WFriUMXrbW3mrmbJyUT80JkbYxAi7CgNvQm+K2rEe5d92A6jMk88yFV6Y95f8kXMczyUAVA3FEOI2ceMWUJsde0YVC+g5htGeoiu8iHLBPnc0dNTyHME6Mkzr1+ox8uYyeo/c7pKqUl7JK8/vwshpBTMgltzUKW52NnhK6YmDsORZDo8RwnEQsB7u+d0h6I3I1CrrmASxhYnRSeZfaVudJPu4pYc0DItiCE9pm5QoUwRJMsSqsjZLJ9BQRwegpYiib1/V3VfIqU9fCCJba1i201TkX0Uu9hq23ctxLKaNw7bGsJIW2sYid46NbPtOmbXOZOnc/uY96+PPVMMzb75L1mMt6LI1lqY+7ZO/q5z6y5679Zsb9qcBb9dzeStlPZf93za9z81T78m3zn74vPdb16scyX2/zvv3aZhIMRe+ckz2lFwCYbuicXghIk3PV0VNZ1Wd6fld0jNct8/v1+i0ggdHjIhxMTzKJ9TWmMNHD2U4NpofZiAuZDlfZ+bm5nE4mtgDIzrd+7ER1eUe1/6UKBiVnF3wAo3d7wGRiE41wu2O1x0aWXWA0P9PT9lRl11x9FLXb2h8ACzBOApbF3o6BJ34A09zvqORX/Q7FiseJzfZtc9k11yyw+jpjYMuazjN+gK9aGa0PteMr7iakNZCgcz7aJBAtNAnYr8NovkUK04oZ9XO17fge8xYRTRyobzknlUpAlVD5MXhSmeXThCgrqVxxrEmCQsbW6ne7+XdIYqQ1gTBKJmbKA/RdafLF+/2+PBSAlY9q0iIV8nbgWsar0O1MAweTzdm7utdOSyyVHHpuEzln+SalrAu4T+bsVQA/VP7z5w7AvxSRHyWinwLwA0T0bQB+CcA33dVRoITLfo/ACS/1+4lz93J/izeGNV7q93VwnHDV79Bxby9NwRBcdXuMwhhSZv/X/a2lDq/6vWUeOo541O/ylwvLgnvU7fPEJMHL/Q4AsOeAMQVcdbtJ9uoiDHkRlPHoF+KiEK76HW5jj0f9zqJht7HHVb/DOoy4jf00AkEJV93Oomk993jU5XH33OMiDIVY5i84PepusU89hkKyHnU7rHmFZ7zCy/1tJq4SsI9daatf27sMe6x5hdvY47LbG1EbhHHV7fJXiLq9GYp9ynK5jHO6X2fFuf9BAgISBgl4Keyx5w63aYULPpiBO6QO190N9tyZo/9S2GPNA/YpG6E8jvy8r/sb7MvXngYJ2HImWl5WDehLYW/vxDv7ax5Lf/WrUhchf6lo68aWhLANB+xSn7+EVM5jEuxTh5fC3q6lskMK2KcOF2Fw42a81O0xFGIcwdjwgCEFcxAU9qzK16+UWKusKiJ1LrZ8wJpX2PBgKfMoSnKGyfn+nEHC5B4HCRhmpHJIwdqAHOTY8DCRVWXu2+bliDouXYuDBGx4wC71k3N03UcXyfY/e6p7OBMIa8rv41zbKVn/vNc0vY+e4tG4fZs5dQsfNXhe2VMfRzglq/hkPggx//td/cyh7+Z5295MP8/T76cDPtXP+K3o45OZe6dkARyde+6nyi+tEdUtp9abX9vA8lq/r6w+H6DqkEEC/J5x/3N+/15n3VdW9eQgg+l7lQmU7azXwzpuPZ7fo+r3Xert2nMdrlDZm7iy8iyv3/R6ACb2ydulXeqL7RkqmS7n7lOHbTjkeyo2Ve2U+hHeDqqtBZbtqV5fbW9fSKTK7lJ/NO7JVw95tOBcxxEvd7fmB3Scig/UmR+g/Xj7rfY6INmxynof5Tb22Kcea85fVtynDmMKeNTdWgBTn8cNr7DmERelyis6Qu59K7VxV90OF8zYp958tI4jbrnHS2Fvvk7HEVfdDiseccs5EL8upGvN0fyuJIyh+M9rHvGMEi7CgI4j1qnDPna47m8A1C0WL4W9EZmLpM+J7R5HYVyEwYLMHSVcdnusU2fvOAd58nt91O0xSK22yX5/RMc91hxxEQ6WJVTZQ+nr5f7WfOzLcCjZ2YRDinhU/F4NJKjfn59j9iVvKWFVOMGu77Epfp76e1f9DofUYR/rdyuUiyhfCSUQ8nJ/WzKMOZN2VfxrldWxjBLs+qdwJzkTkY8A+LKFv/8GgK+763wPplqrqs61Ys1jiYb4cke2B6TlWapgxsLa+1K7vS+TOUdcutLXiJHzosnRHQGnDkAsUSrGwAFLkQ9fAqWy81IqHbdGJJQs+CiBL7nSbOCaR4v45/4Hk73gwyQquS6pZC7kRR15LbsAgH3KkZKtIzJeNoHseSchdEWZXYSD9aHKb8NDVjyon9G1sskybiCnsOeRJr0fP25VWjo2APb7kHK6d1Oid0COnm7DoZRNiCl3oBK3IVQDoZHJLR+wlw6RstEYUiUsSkZ07qxpBLPkEgUe61c1kewcNdhbPmCH3p6NjnGg0j+Fydh26MFSZaMwesT8XIsRVQM30DGR6yXLJpCNhSFIRHl+F4PQl0232t827DGUOZLn35DLBHg6llzLn9vU+OtxHyLWPDgSn9ss0iyMvqyNU+NmCPoyT6xUxhlMX8o0cRwoYUgdNjygh8+e86SfHi7rWY7191jWay/RjgNk8nNSjunaeoyTYz/WeT89xhJxPy5VXLqml/XH8zbfz0PuOdNz7tqX1sod3xm4q5TQy9znHOD595wp7jPHvex87czXm/7tPuvNr2Vd+14vqA7zesH6KDpkrm/8dc49u/l19L6H1NVgm9OTqvuUcPVqlyUu6mELqBX7YHqZij7Hgn7ncXr9ou8BTEhZL9FkFZ6w6bVV/6vt0b8FSgiSP6Tgg4Z6bpDczshEjlnMhp+yp9qvt72eXKtNtyoNJeCUZdTWG4EG2zkDZQK+phH6GX71GaKwjU3J6IYH85c4TWX1HvP71kqcZD6VytoY9D1zRKRKYgNqJk99K33uWz6YfzbPSl+EwYhvEpr6VlQzUtpvzq4yuIw7CSEFzmTIZbjXPE7+dhEGG79mkLVS5yIMWMVxulUmkMky+rxutOyX8xzVLPIQ/N5ENlI5hlB9mzKntNJs5IA9h0oqy3+rdBEOuI29G/fBOIJu4dDqpjUPJWtX91KOYZhUU/k9nodQS1iZ8vcblDscSlnoumTutN8kOWvLSczvP4U38yn95wahfmxDX1glQENOXxbWCdRSpiSEQyFAvuRMS7A0SqcTU0vZ9IUC09SzHutLvQgHm7AsXMlDmeR5YlY2vU+1VGLLB1yUFwjAyhm2fLBJ653YFNgiREpmdFFoVMYvII2C6eLb8sEWsF94AVm5IMDIzJYdIeJaMuEjNls+TDIPqhABwG929H0AQI+IbdjXNkeiApIp4V6iLSh79lTS204p+6jekSzlhawEYC9dVc7FiOj1zFiFaMpMDZsawW3YY18ii56M7NBnQ1PKRaKUsj5K2JcIoc0L0fKR8o4lmuyQOvRcnf0hdbNnNxZSmTcFb3iYGP0NjfYc5iSnDy5zo89bEjY02kd2jMSqMS39RdCkzY9bZfP8YnNQ/PPxjo93bLxTpOOeOiojBulMJq+reo46HX2I2NCQZalei4uTsSEtuWSAgJ5GO9bf87o8fbzklOr4VEbXcEBCpDqnl9p8iSQIxzKzksvFEsvi581lQbW8a16O6duOygRdJdopmaNyzHP9ueup/KnStPnxuRLLhinebHmgyi/Nn6U5MrkWnT53Po75ddQBXpqnS/Nf5/y8xHJp7Zxai3pdPVYZW8dz2QU9kQnY3XrB6zF/HZX3+viYpOU+FH2IRySSKWEgp/tmBFRt2FLQTANbAZJ1ptPneo96HDD9fLfqe6CWiHud3oep/tXqGm+XAGBDY/7SdglwqY73FR1qT3zmTDNIuWqjW5RV27vmwYiu2l4fLNSqnHWx+f5ZeRKp9xOFqx8gybJwSAC42l5PuJRQboqdVyj5TeTGXXxSJXIa4F3zgG0IlmHdlkognxkdJCBS9e/Ut1JypYFenx0NVMmYL9udj0V9L6D6c3t06EpgWrOcOcM2DVrvuZtkKlVuKN99YBHz0S7CYBVL6rN6UqnrvuOcRfJZzTWPNi+VuG2Lj26ZOKnBog0PSEETFoNxC2A18d3zu8r+deYIg+mCIQXz45WDXJT/D9Zvp9Cs35rHUk2Vx8kkeMbRrrVPeZuIbrc5JOUZOUuZv63wApEzLqw6Z8QOVhoYSlbiIgyTmx2d8tinziaMMnbNBuUXngnBEGoJmp/wW8f6tdRtCCFfwxGLrkwmAFY25omNki59qduQywD1nEpWMnHx6WhdQOviSEdhm/gA7L40c6KLmSHYFwWvbdGNk5GjP9uwR0jJ7lll/aL1GaFtOJjC6ilnYVQhapYHNL0nUyBFmSpsP5QjhqqE9VijmKqQVCkrqVFSoLI5G7i3frOy35vSVwO3h5S/d6b0k/BEVsfVh2j9G8Ggagw3NEwir3ofoVwjj7ubGB4dnxqGPWSy8AaKNhZ9z2aUilH2Rl+vs+ZaKuJLONWQqILTc4z8UcQl73Eo49zQYNcdJFhbHneeGxNZUmemtumcX9GIg3Topa5F36bE3Ep5CokapMr2FCfnqGwEY0MHk/VtPUVs6IAEdn8b7Vh/B3D2eLmsMY9PZRhp8jOvsbTYxphloE7J0LQ9Bxym56cyL2zf6BlZ4Phz5vq8z8mc+uT5/Pe87k/IUv20en6Gb81n9z8dP8H/yX4ef+kT9qee8Vz+zX5Kf37u5Hdanqd6fGpO56DZ8ZpJVI9PrZ2ltajyeqy/924dz2Xv0gv5PtOkbZDoysqrftC/A6j6karO8ucMbi/dXF/OA5q905Pahy8lBDA5zvau7otT/e4DunMdrlBZAGZPvI1RG6DtAQmhVF7UfXFitsfr90ECdqJErhJgld1Jb3ZM7aAPdtb9zpl4WoZPahCxjjs/58CCnqZVDbUkMpkfUEnlgMBiPsOGsh8SUpUdJKDHiC3vsZMctF4XwmU+Sgl2Vp+hlqspkbPA8GwMeh+bUkKrxNRnT72vYxlFyf+lkSdnXjbPeTJ/TseyLj6hHmuGUwPRSs62fLDr75GD39tQiZ4SOe9XZn9Ot2WMlrCwjF/xiXepZM4kb88Ymc0HD5RKOWzx+0oiZ8uH/GGNMvd7qf6PjkU5gWVPi597yzVz5v1+X72n73EdaoZQCakvt9V9/Zko95Z9BGCcQzOYPSVswwG3cYWNS+Dsy0fdXqjMGRdWrNkjH2nb8sFKEZUY5JeWX9I+VHKWhDCGYFkfSy+Xl7QPZTKVF6r9+z0wSjRGZjsPqNkwABjKpz09KTHS5UhIJjql9hRi5Ed/9+QsBjZCpItIF7NGUjbz6AZFhJSOZR050oiNL6PwSkIXrVcga9rkaxUHWs9RhejLvwAYccnPJppi98pTFY8qYY0aXvLeopg+AzU4IqHzQWWrQs1OQSUh+acnBPnv049NqOwl7ycEQPv3RigggSX3o8ZaZTWDWslZNMNmhMuVmqihVRzKGA5K5JzDcpDOSIcafX2u2QBXh2pFEQcJR86RnhPB5iBteW+GbE7OtC2PuxL3uay2baT+radSklvGM80QjeBy7/MSHyVcGkn25yTx5GyYyNbIbVdILFWi7UqSfFnjfcqXFH58p0ohbV2fKLuytS3LZVYrim7+1eNzbYr77Fc6tb/lLhnviN6nPy8/J7inju+S/UzGXc8NOH7m85/nztXzn/f9z899XtnJPS7M8fma8bLn1plfi6fO8Wvdy96lJ87pheVSxZo5MkLodN5c99Xx8pHu4+KwXnKrbm8AAA25SURBVFrmiM3+JWEcrOSs7Ol2x4dSSubJ2Zb3YNQvOKp+XyJnW0fOvI1R3T4PFA0lM6J2KSCZbVMZ7YNFiu0ls6kqyyJYFSKldnAuu2RPlZCqjVSCW/ecjRP7rUFElmR+QCUyU59hQ4fyoRcxWfVhsl8k5uuo38GUjvwXfaaV8MnE1/HZPLP1NNi79yXvQA189xQxBLXfI3bU1/VnpKnuOVMyjAQkzuTLB6rVP9oVH039sgTCNuwnfqv6c+yenVb56PrZpb4Ev/cTn3hT3pEPuitB7Cl/WEP90wDBLvSTsfQUjVRpUiKWckTtNwqXZ5NJpfa/DXvcpFW9j+LL77kz/qDB8m3Y46IQSz3ea0bXldvmdzJin6aE9RmvjWfsU2fjvinZM63Iu42ryfM+hQclZz1FvGf1FE/jBu/pn2BNW3v47+0/gcfjBV7tn1j5QE8Rr3aPccNrK0HTCEPPEa/2jwEAN2mNnXT4nP4TeJ23CJTwWd0zXHKeYLvU49X+MXapx9O0QU8R7wpvWOTm1f4xojCepg2SMF7tX899lg2m2s9NWuXxpLUtgNe6x9inHq90b5hC3PIe7+6e1shRiToBeaG91uVxHyTghtd4rX+MZ2mNNQ+44ltseMDTeIGd9Hite4xBAp6l/AxeCW/g9bjFmge8K7wBANhJj4N0eK17HTvpJ4ToSdzgJq1tPKr83t09AQBchVsAwIoinqU1rsMz7NIKz9IKK6r1tE/jBd7VvTGJ3l2HGzxLazxLK1xa9o+wSz3e1b2BQbqstIWd7B7X4cbGPUiHd4U3cJgRuWdpjZ30uOJbp2wJ13yDVclE6bh30mNLewyofQDAlvbY8IBHvDODPEiHK77FTnrs0gob9nvauno90JHsZTF6ep0rvrXrZUU1FGXXO5KTFcgj3s3I2WjPZ0NDjeaCcEkHPEmbiTGJwhNy5qPPAwIu6WDXUnKmhqWnXG6i506yeOL3L3RH4/ZOgY/e6XjmZY1ak3+qrPGu/Vi+tGepzcoaUcsafckj8BaXNeJMWSNqCZfez5LMCtUh9Mfn2hTzfj3OObB3ycwd3Ltk5/t3lhzkpeN5W8Np3OcZn3uH83PvS3Lm71/xycgulTWemuPzPs6VNfo1c6pUcVLW6Nbtkixwf72wVNY4Jzk+43SurHFJ91Vytp/oySVyNtfLmZzVvXJKJJY+CDJ/3ip7k9b53pyNUd1uQWslZyi6ttilnfS4pMMROcs+STAbpjZVZXfSY0XRno/aei97yp6q7X2aLiyovKEhZ+MQ7Xztq6fRbL3O1Sdpg2u+MVvOSNbHTVrjOtzYtQ4ScM032Q8oY1F/Sf0g9V/UR7mRNZ6ltfkM3tfxQe5L3uNJ2pgPoIRQA5Xet+ppxIpGvLt7gkG67BOifs/gabww3woAnvIe7+6e4Fla4yatsaEBW97jKV/gWVrjPd0TRGE8SyvzCZ/GC7xOA67DDZiS+cGv9Y+h+/4YCY/CDtu4d/Myk7NBAl7rH0MD2xqs3fIFrsItkjCepAsb44pyeeEr4Q0LJjAlvNY9xrO0yts1aMQr3Rvoi2z21+v2D/X7ex7xSniGnkZsaMQNr8zXzs+v+v2BUu4H9SM1r3WPcdOvS4IkP6sAwSvF733MW5dlzUmkzy7jymuEjGdogkk5CpPgPf0TGwtD8DmrT+AcHpScBUp4KeQvI+ok0jrh63CDl8IeV+HWJq469brYNzRYij6CjFgESuhTj6twmydJWeiPwi6XYFHMpIc0AjGWxcd2DXWcIxjXfAOtne5pnGQ9rsMNQomEMBKuwzP8RngJV7yzlxSFcMW3OZ1folFe8eu4B+kQSHDNN2AkRCFc8gFXXO4r5f7VQAQIHvHOHHnth1PCRjIJWUl+VoyER7wrz0dsPKoArniHp7w3Gc16XPEOPeoi9NFZHVeU+oxVZkMDtLwkQHDFuxxNkd4Ulspelkm/kjhRfPqMdVH3MhqxUkX7iHdGRnTcvYxZ6aOWUebx5md1xbdmTAcJ+R4l2oc6fERSr5f3PQ0TWR23XueKd6ZIgRr90vGoM5HK865ljZXk+IyQzj+9ty3XGnndO5bHFiaO2cGRMzXglzTgQHVvmEaVfZuusQ2NJuv3p2lbJLK/rZBwIHV0pk7WhiJuEO0c2wdBCYOMi07iCmnS/4Yikgw4gE+0kf2tL2XCeo26B6Yez/fa6LgUfnzzc3pK5TlM/zYIH+2jqh8cOd4LpP3Mj8+1vRnCteQ0n3Ps9Zz7Ov8ND4/neR9vhmA/L5E7N0+B4/m/dK6XPbVHbr4W5+utfk1wxMayYdM9fOf0RC1tl4nsIONEjx3txQRwIDa9qDprrvuWnrOXXXHEloeJntQ+TPcTHenlyZ6zYhsuaZh8Plz1u3/eSRiRBlzSkP+zXCsP9GWNtUpBx3Qo5EztUi8Rl1T3ipnfJKORP7VJmVRlO7gq2Ua7nozmMxwQzGbuSgn9vPrjyvyW7CtuKGcHPYn3GSi19Xn+lS/38c5seYBk0lXKVdVnUButvtVKYiFXo5Euld2l3nyUvD+t+mDq62RZso+Q+cwZkH2QAeULnZT3lm2pBqL9M/T+ma5P9dEU5s8hl3yaT4hkZNjL6jO+DsVfK+/zmm9wCPk5BUq45pujcWvQ4ppv8IQ3uORDIUp5vigZ1mtoCexBOjwKOws4K/kOlKxK6BHvMIRuco/mB5dnupMe1+HGsqdMCVfhFs/SusyVsRLpkEm1bleKYFyFW1yFHbacSecl77GTFa5ccF/LcVc0YicdrkLlFU/TJichKCcWAgTX4cZIq3Kem7SytnMgkYczuO/7so38l3/3+Q92vYaGhoaGhoaGhoaGhhcJ4b0f/hkRed9S24OSMyJ6CuAXHuyCDQ3Ph88G8Otv9yAaGhbQ5mbDi4o2NxteZLT52fCi4reKyLuXGh60rBHAL5xiiQ0NbzeI6Kfb/Gx4EdHmZsOLijY3G15ktPnZ8E7E8mfAGhoaGhoaGhoaGhoaGh4UjZw1NDQ0NDQ0NDQ0NDS8AHhocvbBB75eQ8PzoM3PhhcVbW42vKhoc7PhRUabnw3vODzoB0EaGhoaGhoaGhoaGhoaltHKGhsaGhoaGhoaGhoaGl4ANHLW0NDQ0NDQ0NDQ0NDwAuDByBkRfT0R/QIRfZiIPvBQ121oAAAi+nwi+gki+jki+p9E9B3l768Q0Y8R0f8uPz+r/J2I6B+U+frfiOgr3t47aPh0BxEFIvpZIvq35fgLiegny9z8fiJalb+vy/GHS/sXvJ3jbvj0BxFdE9GHiOjniw793U13NrwIIKK/WGz6/yCif0VEm6Y7G97peBByRkQBwD8C8IcAfCmAP0lEX/oQ125oKBgB/CUR+R0AvgrAnytz8AMAflxEvhjAj5djIM/VLy7/vh3Adz/8kBs+w/AdAH7OHf9tAN9V5uYnAHxb+fu3AfiEiPw2AN9V5BoaPpX4+wB+VES+BMCXIc/Tpjsb3lYQ0ecC+PMA3icivxNAAPDNaLqz4R2Oh8qcfSWAD4vIR0TkAOBfA3j/A127oQEi8jER+a/l96fIzsXnIs/D7yti3wfgj5Xf3w/gn0nGfwZwTUTvfeBhN3yGgIg+D8AfAfA95ZgAfC2ADxWR+dzUOfshAF9X5Bsa3nIQ0SMAvw/A9wKAiBxE5HU03dnwYqADcEFEHYAtgI+h6c6Gdzgeipx9LoBfdscfLX9raHhwlFKGLwfwkwBeFZGPAZnAAXhPEWtztuEh8fcA/BUAqRy/C8DrIjKWYz//bG6W9sdFvqHhU4EvAvBrAP5pKbv9HiK6RNOdDW8zROT/Avg7AH4JmZQ9BvAzaLqz4R2OhyJnS5GJ9g3/hgcHEb0E4N8A+Asi8uSc6MLf2pxteMtBRN8A4OMi8jP+zwuico+2hoa3Gh2ArwDw3SLy5QCeoZYwLqHNz4YHQdnn+H4AXwjgcwBcIpfVztF0Z8M7Cg9Fzj4K4PPd8ecB+JUHunZDAwCAiHpkYvYvROQHy59/VUtuys+Pl7+3OdvwUPhqAH+UiH4RueT7a5EzadelVAeYzj+bm6X9ZQC/+ZADbviMwkcBfFREfrIcfwiZrDXd2fB24w8A+D8i8msiMgD4QQC/B013NrzD8VDk7KcAfHH5gs4KecPmjzzQtRsadA/P9wL4ORH5u67pRwB8S/n9WwD8sPv7nylfHvsqAI+1hKeh4a2EiPw1Efk8EfkCZN34H0TkTwH4CQDfWMTmc1Pn7DcW+Rb9bfiUQET+H4BfJqLfXv70dQD+F5rubHj78UsAvoqItsXG69xsurPhHQ16qHlJRH8YORocAPwTEflbD3LhhgYARPR7AfwnAP8ddV/PX0fed/YDAH4LsqL/JhH5zaLo/yGArwdwA+BbReSnH3zgDZ9RIKKvAfCXReQbiOiLkDNprwD4WQB/WkT2RLQB8M+R903+JoBvFpGPvF1jbvj0BxH9LuSP1awAfATAtyIHd5vubHhbQUR/A8CfQP4i888C+LPIe8ua7mx4x+LByFlDQ0NDQ0NDQ0NDQ0PDaTzYf0Ld0NDQ0NDQ0NDQ0NDQcBqNnDU0NDQ0NDQ0NDQ0NLwAaOSsoaGhoaGhoaGhoaHhBUAjZw0NDQ0NDQ0NDQ0NDS8AGjlraGhoaGhoaGhoaGh4AdDIWUNDQ0NDQ0NDQ0NDwwuARs4aGhoaGhoaGhoaGhpeAPx/ew/XvxCLnuUAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sliceSel = int(0.5*img3D.shape[0])\n", " \n", "# plot original 3D image\n", "plt.figure(figsize=(15,5)) \n", "plt.suptitle('3D Phantom')\n", "plt.subplot(131)\n", "plt.imshow(img3D[sliceSel,:,:])\n", "plt.title('Axial view')\n", " \n", "plt.subplot(132)\n", "plt.imshow(img3D[:,sliceSel,:])\n", "plt.title('Coronal view')\n", " \n", "plt.subplot(133)\n", "plt.imshow(img3D[:,:,sliceSel])\n", "plt.title('Sagittal view')\n", "plt.show()\n", "\n", "# plot 3D Radon transform\n", "fig=plt.figure(figsize=(15,5))\n", "plt.imshow(img3Dhat)\n", "plt.title('3D R-CDT')\n", "plt.show()\n", "\n", "# plot 3D reconstruction\n", "plt.figure(figsize=(15,5)) \n", "plt.suptitle('Reconstructed 3D Phantom (number of projections = {})'.format(Npoints))\n", "plt.subplot(131)\n", "plt.imshow(np.log10(.1+img3D_recon[sliceSel,:,:]))\n", "plt.title('Axial view')\n", "\n", "plt.subplot(132)\n", "plt.imshow(np.log10(.1+img3D_recon[:,sliceSel,:]))\n", "plt.title('Coronal view')\n", "\n", "plt.subplot(133)\n", "plt.imshow(np.log10(.1+img3D_recon[:,:,sliceSel]))\n", "plt.title('Sagittal view')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "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": 1 }