{ "cells": [ { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "<< back to chapter content

Last updated: 02/10/2018

\n", " show/hide source code\n", " " ], "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib inline\n", "import sys\n", "sys.path.insert(0,'..')\n", "from IPython.display import HTML,Image,SVG,YouTubeVideo\n", "from helpers import header,compare\n", "\n", "HTML(header())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear filtering\n", "\n", "In the previous chapter, the processed value of a pixel was only a function of its orignal value. Here the processed value will also take into account the surrounding pixels as well. We speak about pixel *neighborhood. *\n", "\n", "## Neighborhood\n", "Pixel neighborhood is defined by a binary structuring element $B$ having an origin." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ARoPyzDGmNfdNNBmUPg7+y8GmR9cfKaqxyjdAMRGqy2fGr71v0iBnznLemZMQ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\ncGmO+aFrpg0716L0eUWXssmVzcRed1ZM7oQF4P8TECdxK9GkoTCWEEE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"text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://homepages.ulb.ac.be/~odebeir/data/b.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a specific pixel (the gray one below), the neighborhood defined by $B$ ..." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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QiCsE9LRy4yMn+RYah5OtbrSe/5omg2P+uoxD2Q3n1KFhEEYESObcFLNsxgCv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\njzvaRtf1c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DCo67rsWubDaT810P7VbT+maQYCAXXbj9frrWbxZtX2VB25XG5wcHDhwoWy\nC5mPTCYzMDAQiUTC4bBhGLLLmTPn4E9PT/t8PhXrt23bqT8YDMquZT7c9qNu+1e9/QwPD6dSKXXb\nz4ULFxoaGqq2R71UKlVtZ1Xw73//+9SpU0uWLLFtW3Ytc2MYRi6XSyaTmqYtXrxY0zSFPhpd1z0e\nj1t/Q0ODYRhqfQS6rluW5R5/hQ6+Q2w/S5YsKRaLar0FsX7aT/W59X/mM5/p7u6u0k6VO0wAgBpQ\na/d+AABKIH4AABIQPwAACYgfAIAExA8AQALiBwAgAfEDAJCA+AEASED8AAAkIH4AABIQPwAACYgf\nAIAExA8AQALiBwAgAfEDAJCA+AEASED8AAAkIH4AABIQPwAACYgfAIAExA8AQIL/ASG1nD4Uws3h\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://homepages.ulb.ac.be/~odebeir/data/b1.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "is the ensemble of pixels belonging to $B$ when its origin is moved on the pixel of interest." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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K70cmQZl5BAJxidFHn0p+MpJr7XA4mdpm64WvaTE4FqzPOpzbdF7lFQZhVJB4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\norX1pi4+o+zM+QUHw+loSvY4uRkFrqtX16z9bC03jkv2Nfdu/fNbB/tjk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"text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://homepages.ulb.ac.be/~odebeir/data/b2.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Structuring elements can have any size and shape. Often the size of the structuring element will directly impact the process and also the processing time. \n", "\n", "The previous element is known as the 4-neighbors.\n", "\n", "Common structuring element are:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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UTO8xanpkZ4klTYoU0Vp1nDMOehLre/dPZIz2bW2lMiC53P3hD+de/3pIZpkj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\n9Jx/9XzV2/9K6fnjlcOz9umiU64z2+U+44F17DHhetz1OeM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JruQ8fajw7NHi\n1On6fMmp1r2awyp1v1L36g5reIxz4FwgDAAQJP0TjChBhkYsncRNEreoQbGpk7hJ03E6MmCODZrb\nJuLbxxNDKZ0QTDGyDHK2DbfAtnc8Xqi40wv1hZJTd1jV9k8XG6cLjcWyF0S76xqOGUSjGLU2P2IG\nHR4wJoesiYw1mNSCT2M6sQyiUQwAOJiuQnHRoMT6YqTW8J89UjyVsyu2zwUgAEoQQkinKGHRbMqY\nzJobhmMq5kGhWD8osVYoFAoJUL5mhUKhkAAl1gqFQiEBSqwVCoVCApRYKxQKhQQosVYoFAoJUGKt\nUCgUEqDEWqFQKCRAibVCoVBIgBJrhUKhkAAl1gqFQiEBSqwVCoVCApRYKxQKhQT8fxEx7oXw24WW\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://homepages.ulb.ac.be/~odebeir/data/b3.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "the upper right is known as the 8-neighbors, we understand why...\n", "\n", "One also use bigger element, such as disk with a bigger radious such as:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from skimage.morphology import disk\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "from skimage.data import camera\n", "plt.style.use('ggplot')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Question:\n", "* what appens close to the borders ?" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9tbW1XV1dx44dK8sJOJ1bgqJANYMQQkyLjcUdMMyGYANwv6ZaL6XEHl7TTdI/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\nPB+NRvfv33/y5MlVXfD69euXLl1a2lALBoNdXV2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"text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://homepages.ulb.ac.be/~odebeir/data/b5.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the neighboorhood is not defined when one pixel of $B$ is outside the image, only the innerpart of the image can by processed by a structuring element." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AhAzE5Zxqhbzzn6RkzbrWK4aaYV/uz370q0fW1/k+eGv1Z+9d5RLmHxvBGFuW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ioSfSRlq1cjrTDVu3mGUxmwGzmWVxO3/Ao7OD5Z7d3GcsOflUAynEACf+zzibwTxJADjEs3Fw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"text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://homepages.ulb.ac.be/~odebeir/data/b6.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Local processing\n", "A first local process we can do using a structring element is a weighted sum of the pixels value inside the neighborhood.\n", "\n", "We associate, with each element of the structuring element, a weight.\n", "\n", "This is also known as the convolution of the image with the structuring element." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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LFpVmN5R4Su8aSvYH0+bFK722lp7Y0gbPPL/TPpuqNhdEfYX9i3ctznxk1+Gh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\nQ0MDOX3CZrO9WgpwzAIwiCE99NBDKpUKLXK5XK7W1taysrL58+d76vnz8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"text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://homepages.ulb.ac.be/~odebeir/data/conv1.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look on a real example ... the cameraman, we apply the mean filter which is basically the sum of the pixels inside the structuring element, divided by the number of pixels of the structuring element." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zeN3FbO1jtp9l73iwFdEGUfxMg3DZ1Tk6gwDbqPbzK/mqwUhy4KbFl/wYHB3w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\nWcZZltGcpdeUh76TLa9rP7mD8FnOxdjhcGifUGRdlTmvd/2uqaMjBbY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3K5PWbwWZ2wmE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Y+v2+2cbL4/KPzHMY53lNAcn3ElDxrcnceqPZPDqn5969e+ZkabncJP1EbGCOgzhZBydgzPvR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17SwsLChQCZQTIsvs7/d5cCwJabEJ3ZghXyFAkuv/qRAw624v6Ix9/3uKvIL9jhGLzHwM6Z\nt9iHuNfrhf2K/QewdVX5dSWw1el09O/+3b/T17/+df2Nv/E3JClspPwulUqSzjRB7JrSmYMqqNxL\nWqMePnyo73znO2GQQKL5fF737t3T66+/rtHRUT158kT7+/saHx8PfllDQ2eJNI+Pj4Ntdnh4OJx6\nv76+Hg5G7vXOzr2DPfDBqtfr+ulPf6qVlZULWlXaxsXnDPIf/MEf6F/9q3914Z5+TJgLHP8/1vhc\nCHGdTy6PjpN0gd3xdvskTVuAkvSHf/iH+tf/+l9rYmJCX/nKV/QP/sE/CL5S3oZYSGYyZ/levvOd\n7+i//tf/qpWVFY2Pj+u1115TtVrV2tqaZmdn9Ru/8RvqdrshwWitVtP/+l//Sz/96U91+/Zt/fIv\n/7I+97nPaXx8XPfv39dHH32kfD6v+fn5YIJMO2D19PRUBwcH2t3d1Wuvvab/83/+TwDa0hkQb7Va\n+ulPf6qf/OQn2traCs6zQ0NDqlareuutt/Tyyy8n6nbA5IxW3McOculrhJGzsW6Sg63AxFYoFIKf\nxvDwsH7t135NP/rRjwLTFYMrDxqIzYguyJyx8vnJWDpVjzYJcAWwovnF/d7tdkPuHTYSIoBhHEdG\nRvTOO+8EE8PJyYm++tWv6pvf/Gbq2vh5lV+E/JLSZdj//J//UwcHByoUCsrn8yHX1fDwsF5//XW9\n9dZbGhsb03vvvaetrS1Vq9UAmiYmJkJyXcxEY2Nj2tvb06NHj7S1taWNjQ21Wq3A9DPujFu329XB\nwYG+973vaW9vL9G2QfKLz7vdrr797W/r3/ybf5P6Pc/pB7Z8E3eZFcszruGZbOIetg+j4rLNn8Mc\njVkaSfr2t7+tf/tv/214/u///u9rbm4uJIblXtrY6XQSCvjJyYn+w3/4D1paWgpt+Kf/9J/qf//v\n/613331X//Af/kPduXNH0pl5mvf9kz/5E335y1/W5z//ef2tv/W3lM1mdXh4qB/+8IdaW1vT17/+\n9dAmghroHycHcIh/66239P3vf18HBwchLc3o6KhWV1f1ne98R48ePZKkoKCur6/rC1/4gr7xjW+E\nfGBunnQ3BHdLgPV33yj6lLFg3mEVoL8ajYZ2dnZCEnDOoEUG/Pqv/7p++MMfJlwjHNjih8X3jI/v\nhe6/6jLZP/fxJ72Ks4THx8dB+ff2w2wdHR1pf38/zMOxsbFA3MB2vfvuu8rn8yF10HXk15XA1n/6\nT/9Ji4uL+sY3vhE+++IXv6g///M/12/91m/pz//8z/WlL31JkvSlL31Jf/qnf6q/+3f/rnZ3d7W+\nvq6XX375So0pFAqan58PmyOdyABPTEyEjiyVSqpUKmGC5HJnR8Ts7++HCQKQiiMeQLoIKga00+lo\nZ2cnOMdfhxmKSz9wFX/vm2LaNVcRdHznzn4AASZl7Mw4SDN1gEffY0aM64kZDklh4qIl+ALt9Xoh\n+pNr07Ribwd/YwL0xHZpDA6Cxf2lvN2dTicIOsadDbHVagXAMDY2lljY7ncV97GzNbHvACCLOYcQ\nAmzBVDjzBZh0gIVA7uds6wCIZzvY8vZ737rPlm+SsGxEcNF2z3KNsOY9WItovJISTvU8Dz+IT6N8\nWvJLkm7duqVmsxl8P1yJmpiYUKFQCH03NTWlhYUFDQ0N6fDwUKVSSb1eT41GI/RdPp8Pc006Pw4I\nFsH9KJmn29vbQX5KF/2x+smaNJkQ3x8zSbEyGcsY5lu/5/m8d+aBvmPtxn5f8eaapjD6PIclT5MZ\nblbnf9LA+PvPzc0FZX1ubk6ZTCbk6Ts+Pk44V6fJRek8aCtWnuN+dPniTJi716AgANDIC7m/vx9k\nLvLB2SlXDN3/GUd0T0DKfUdHRwGEELRBf0rnJlf2a+Q0TDYyK81k6MoizKyPKfe7j6mPV9r8BGzh\n/wpglJSQWcyv09NTtdvt8J7SGRvOPkGwlzP31zVxXwq2PvjgA33ve9/T7du39c/+2T9TJpPRP/pH\n/0i/9Vu/pT/+4z/Wd7/7Xc3MzOhb3/qWJGlxcVFf+cpX9K1vfUu5XE7/5J/8kyuDlfHxcc3Pzwdt\n0AfFbdmg53K5rF7vjGJnILvds3O33M6czWYDzYqWDuByM1Sn01Gj0Ujk67pKiQHMVYGWl1jo8Jl/\nz739gFIsfPjtjMVlWmnMpLFwYArTwJ/fw0aAXx2Lw4EtVHiv1wt+c4yXPzuu2z+LwYJT1Cxe9w2L\nQ5WLxWIwSXpovjuvErHIu3pkZdxvaQyYAzS0q5hix2kcgYITvzOvHv3jZjjucVbLx9iFko91DLbc\nB8IBkb+3t+/o6CgEmMDYwXyhAZL4kfYBYsl23ev1rhUt97Tl05Rf3H98fKxHjx6FjZn7AZ17e3s6\nPDzU4uJiUC57vV7YoCQFB3j8uYhMZNMgAS8bI33d7XZTg3ukq7s1xIpX2t9+ra9Jl2GxPOn3PP/M\nHai5JmZc0+RszChL5ybVXq8XHNpR2lzxYGxcfuBT522bmpoKgQ3T09Nh/Xa7XbVaLRUKhUQ70xRC\n5kAa0IqvgxVGMUVR7Xa7yufzqlQqAXzh14d/EWluPBAHueR+UN63EBfOfiHHPJAIJdRBG/tDLpcL\nxAisEEEbLrNchjnLlGa9cVchVyD5P7ZASMlj3QCngEUYeny5mXfgBsBZo9EI4JJ79vb2wvOuK78u\nBVuvvfaa/vN//s+p3/3hH/5h6ue//du/rd/+7d++VkOkc2ds32Do7F6vF5xEMRXCoJAbCY2SyeyO\nqqOjo5qcnAyLmMXkzo3krhmEWF2AXLVcdk8spK5av2/2aWZIioOYNMDl98ftcsERA40YeEnnIf7e\nj4AtBCWAwVMXNJvNvnnNWET4Nkm6EH7sggofLPIOAdIRpPjMlEolDQ8PJ2z6CM5OpxPy3iCQEM5p\nGj7XIDz8mQgb5iWbAGwQWhPgkLa7tscCd0HlkZiuEUrnDEgMRJ2Jo+0uONM2Wr+HKDuAJ2eJArpY\nR64x09+NRiMk2iwUChfMXL+I8mnKL0mJjQVHYTapbrer/f19bW1tBSDl0YWYwJkPLr/YkJzNQDGM\nmQrYfUosE2K2KZ7LXgYpgP3uofi1vq7TnueWB7/XGRafv/F7xZaIuL3xBs89vk7YC7LZrLa2thIH\nLmezWU1OTobNeXJyMoCQdrut/f39YHlxMBj/AFo86XLswwk5MDk5qdHR0ZDw9OTkJCGTNjY2Ekzz\n0dGRJiYmQkqQGzduJNZ0PE7ely6/qN+jo0kULZ1nXueZRPdnMpmQf8xT+yCrkCEx0IpN4XGJ2S7f\njxwgO4BM25skBWWGsccXEhJGUlAim81mALUE1y0tLYVn1Wq11HnfrzxTGeT94E804kwmE5AmaRvQ\nond3d8NA93q90EF+fAAMSi6XU6lUCkezMJGcmgTdDgJbvqn3EzJp5TqA62lKvJjSJluaIO33uf+c\nnp6q1WqFvGT+LAd7LEB84xw8+WIgMqRWqwWN6+DgQI1GI6FtxUK53W6rXq8novU8Ez0bCNoXoAuB\nhmY4PDysSqWiSqWifD4fwBXvSo4iPnNBgm/S0dFRAB/MTaLLoJ05sBYWzTcF7tnd3U0kSiSfWewk\n72CL3858OaDyjSpmFlwr9A0pZgt9fH1MJIUgA893g+LCeBJ1WiwWVSgUdHBwoGazqc3NzaDdX1dY\nfRZKq9UK8or8b9KZ+ejk5ET1el07OztBm8Y3B2BOGhrC09nY2aQKhYIKhUIAtKwZ5jeJY6UkuPKx\nvUwOXaekXR/PpauUNGWPTdVNiz5/pXTzIcXfGwdumGxntng2wMIPdaagNHg0XaPRCC4nOzs7QRHx\n5/sa63Q62t/fDznX2JswzyO/stls8OPjTEx8kvP5fDAtz8zMqFgsBj9K5lyr1dLKyor+2l/7awmT\nM8wOAFFSUNRarVYIFhofHw+KQbvd1sTERFBMMb0RRc0ZnCQrLhQKiUjEmIXHUuAKhOdbjOdPTA4A\nCOkrB1auQDg4d5mLWRE2DncGlMVcLqd6va69vT2dnp6qWq2GddtoNLS8vBwOM79OlLL0jIEtAFSr\n1QqAiQECRRNeSvZvmCyAkydcdDPi0NBQ8JlotVrBrOGUKb47sXY16G8vlwmYfgJhUInrHHS9A7Z4\nwsYbMZ+n0e/+rE6no729PT1+/DgsUNdCY1+mTqejBw8eaHNzM7AbPJPxqdfrevz4cciADJu0u7sb\ntItYgALQYAn8TEtMxJjeqJN73F+B8c1kzs42KxQKIZSeOVer1bSzs6N6va6joyPVarXgPJ/L5bS7\nu6t6va6xsTFVq1Wdnp5qfX1drVYrZHhuNptaX19Xt9vV7du3E4IYcNJsNlWv1xOOp9DvgCiEFr/5\nicEY/Ryzjz7+fh3fu+abtoHFwopneL/zOQEqfjoDIAwzaqPRCGkWPg0z4qddYBsODw8DawIopw/Y\n7Dk4uNFoBKDvZhxJgbVHhpGuAjmJDGOs2AS9xIDbP09b+4Nk3XVkWNrmGQOQmJGK77tq+9OYN5fj\njx8/TpyPF89rfuOj+OGHH4a9BECEgt7r9ULAAuxHrVYLyqOvHS9HR0daWVkJx/LAsoyNjWlycjI4\nlfM5wBt/KD85AF+x2dlZbW5uJr4/OjrS8vJyOM7n8ePHAThUq9VwbqYkzc/Pq1Ao6MmTJ9rY2FCh\nUNDi4qIkaWlpSXt7e7px40ZwufC+Q/nd399XJnMWhV4qlYL50K0PznJJ52DLg3qQUTBZ8d4Uu5G4\nNSdmcv1e36ecvYQ97Ha7CdLm4OBAtVotsIbc5wBzeHj4529G/DTL4eGhNjY2gs8UGy8DS9oH8nag\nrUjJDnYfBpK9EfXBJODHF1Sckbvfor8qA/W0LNV16qGNaea9eJNNa3faO/k1mCWWl5dVr9cvCCkP\nPqDfl5eXA3BiHBhPANDGxkY4QkU6YzXdMTiN8mYzZ0Ei+DARk8ASZuno6Ejb29thseNLRruJ+kOb\npb2NRkNbW1va2tpSvV7X8vKycrmzs9Xy+byWl5e1vr6uiYkJ3b59W6enp7p//7729/c1Pz8f7P0k\nQBwfH9f09HTwvYB1JUImk8mEhU+0Uewg7yZT991y8x8bexr72A98xwxlPPd9HBh76ZwFwE+FOQaw\nYt15nbQfx2MiRJ+nsrGxoWw2q2azGZKXMl89PP7w8FBra2uB/cxmkycsAGiZJ2xgMCAwunFyRVca\npItjf1lJA1r97h0kB33exOxEGshzc7fLEr7zOuN2uTnM2Q0vjx8/DvLHAQP966byfD6vjz/+OAF6\nx8fHA4uYzWZDFCDuBoeHh0GJiPuAdwNgNxqNEIXdaDQ0MjKiarWqmZkZVSoVlUqlYFImmp51xjFy\nzI/FxUW99957Yf+CEd3Y2NDGxoYymYz+8i//UoeHh7p7964ymYxWV1f17rvvSjrLIzUzM6NPPvlE\nH330kaampoLF4P79+1pfX1en09ELL7ygiYmJIH/oO8ybnNlYKBSCbGLf5W83B8LKI6/YR2LWyudY\n7Gvqyl+a7PJ5QcFHGGCNXy5HMbFvtNvtkOuOuca6w8KDHLtqeabAFg60CA+Sj0oK7AedgUB3FouF\nQMe40ML0MTQ0pL29vdRDMD3X0SANLt604nJVDfLnVWI2IxaY/YTUoL8pzvgRYeVatGuPRICgkSE0\n2XQBSkQ35vP5ME7tdltbW1sXsl5L5wdQcwYclHyr1QpayPb2torFomZnZzU7OxvocxwaCY5gQZHY\ndGJiImyE0MjtdjskN93Z2dHjx48DvT45Oan19XU9fvw4aKOdTkcbGxva3d1VNnuWcBANCIEkKfg8\nML/cwZ13cybLmas0sIUfhHQumPrN3UHjHTMK3v8+vs6+eEg1a8zb4+vSQ/gxjxweHqYe9P5ZL3t7\ne6GfSJrLOKMsuF9Wo9EIgBnlAZmHyUXShbmxu7sbNHEKmncc4RsD67ikffeLVBTTAH6sJMRs2KA2\nuXKZJu+Q6cxX7x/+ls6jZEdHRxN+b5lMRsViMZw1OTIyopmZGUlnSmKpVFKz2dTk5GQAInGfss5R\nujxR5t7envb29rSxsaFKpaI7d+6oUqkEd5mtra2gkCFXstmsKpWK5ufnE4w5/mCwV6VSKaRKGhkZ\n0dzcnGq1mpaXl5XJZDQ1NaV8Pq+dnR2tr68HkxnsfK1WC8wr8h15BNiH4QacuIsDc9tdOVxZjBkq\nj5YcVNx86NfG8ziOYPS54EylK66xiZk1hXLpWOQ65ZkCWycnJ0HTo+Olc9YDwIQ2EkeuxAPgGjw5\nt7LZbBB2Dqzc7yTWygaVtMX98ypX0UjZfPuBpstYuFhAxWVkZESTk5OqVCohKCHehCUlAO36+npC\niDrYGh0d1fz8vO7evatCoRDAVqPRUK1Wu6At8H74OExOTkpSyInS6/WCjxVMCQ6abOoc25PJZAJo\nxK+LgAzp3OzgflscSi5J+/v7IU8X1L5rOY1GI5gtMQfgt+asBPPNGVj6h+IpSdyMyP/u5+Bj55tV\nPMZeuCd2rPd7XEOEMcGZFKXHmSxYG9pHEIQLK8Lj46M6npeCpi8pkXcMLZwjd2AGYL5cyNP3ABCP\nmgaccW6fr0Pmezwn+rHZ8WdXUQj7gfWrgLU0RpW5GTNbV2XT3FcxrV3S+SHU1Wo1Eb5P36GosmYL\nhcKF7OClUikcTF0oFPTaa68pl8up2WxqZmZGtVpN1Wo1Yer3diBvXnjhhXA6ycHBgU5PT7Wzs6Pt\n7W1tb29ra2tLw8PD4XQALAGkXun1emq1WkGpm56eDiCIdVooFIKVqFAohDx+u7u7CdOkpDAfYXMw\nUeLoTv8igz2wxiO+AY/0p8sc9l83IaKcxabCNLDdD7C7WTJtXsXXo4Djm016FOaEy2pMnN1uN/jj\nshdCMsRJzy8rzxzY8vxagCd3SnRwFGvdPmixAx0bIug2FvSxv5aXQYMef36Va+JyGbgbpB36NS50\n4v/TJqFP0DR2I5vNqlQq6fbt23rxxRc1MTGRYFC4Bm0ml8vp4OBAn3zySagL6pWJjp/B4uJicBpn\nEwJ8pTF1OI3iLDnkxU4AACAASURBVHxychLA0uTkpA4ODkK0DiyA9wWAxt+XTMywZc7aASqk81xZ\nACTpfL6wCJ3tg0mbmppKtB+Bw+L2A7Kddi8Wi4E1o38AX+5s6uPljr4urBiDeO64thd/7gVfSaKO\nGo1GMOX74e6upLgARguEASOgwPvyeSqYwmNWxZl3l2FuCgGUUZg3nt4BM0gaA8y89TJINqXNDb/2\nKkxYfN11ZKW33f/2OmJfnOu0B9l/9+5d3bt3T9PT02Ec6GvWE2uMNRqDrdnZWW1sbKjX62l2dla3\nb98OVpK5uTkNDw+rXC5f2He8/blcLuQrlM6TmpbLZU1NTQWigaSZnkAacCIpAC/384TlZB3C4iPb\nYKJd+XWAQVthoUulkhYWFrSxsRHaQD9lMudRyKQxIbcXQT6lUin40aIsej0uv2I5FZv/YmWRtruM\n5754LvJOtJf8afiWAqZYk8wB3Dnw5yIXYj6fD4F8/RTVfuWZAls4vHunexkkAHyzoS4puYARgjFy\n5ln9wBb3x3/3ExxpCDueLJeVNG30MvQ+CND1e0Y/0Cada4SLi4u6ceNGIiEj/YT2zWaAZuBaI/Qy\nzu0IE8YMMBObdaWkqSFO4TAxMaF8Pq9qtRqYFQQa7SA6EFYpn8+HqB1SQ+C8zqbozIunqYh9ZSgu\nsCUFH4zZ2dlwsLoDvsPDQ+3s7GhjYyM41ksKuXVgEhHCAD0PF/fxSgPa8XxIA9n+ufczxUO78R8h\nqhB/M87rYwPALw3NkDqchaYvriusPgvFU2DQt+7XmKb8uELoIJT5yNxzhZHishITfizbLmMJ+D5m\nqy+7J97YBoGhfgpjv++uUgaBPi/37t3T3bt3Va1WE7KLfgX8sIZhJ51lmZubC8zWzMxMSPPAfoUP\nqRdn3VyGdbvdsKHn83nNzs4m0n5gkgNQ5fP5oLzAOHmAULlc1s7OTuhT3q/VaoWchshnmDvemXZ6\nouhsNqtyuaxbt24FFwrmJyC10Whoc3NT6+vrwcxIW1E0p6amLsx9d43wPQKZ4HsA88KVwpj59N8e\nHMd8ho0nmnBvby+0F3Z+a2tLvd5ZfkAiPznBA6UY8O1sXHzU0mXlmQJbrpH4//HfaUIgDSTFAxNf\n4wDBz3+L6/bSD+D0o7IH3ZN236B7Y4Him2NaPXze7z3id01jBwk1ZtJiTopt4dS3vb0dnDhZgCx2\nPsPh3lme/f19bW9vJ8bAF44nckQQsUA5aJr25HK5YJ7BAR6NpVKpBLAEi4RTp5u2MPF4tAx1u2Mn\n/ecCAUCJw7s7sR8eHmp9fV3379/XgwcPtL6+HkxNrhnWajVVKhUdHh4GyrtYLCYOKI7NIP3GN54H\n9KlvdN7nvD8aK9GXfr4oawZBdnx8rJGRkbCBAAgRtvhH4MALaH7eCuwmwJrP/DfFQZWvvTTH3vg6\nH3PGGgAcj/sgWRbLr8vAS5q86wf2BxWfb/3ae5lsS2tb2j4wPT0d0pG4/HJ/Q/q01+upVqtd8Cec\nnZ3VgwcPQv0ff/xxkEmFQkH1ej2k/HCG3Puz1WrpwYMHOj09DQ7yvV4vHO0Em41y1+v1QnJlQFCl\nUpGkANiGh4c1MzOjBw8ehDmA7ynR2zGw8tMrqMt95gBlpVIpwcQBaLa2tvTRRx/pgw8+0MrKSlAW\n3f+UiO7Z2Vl98YtfDEEBHhHq8t1lLL/7rRtJiXfycfe5RBJS2oLljOhvFEGsIqOjozo+Pg77QSaT\nCdYN9gbMrDz3OuWZBFvxIu8nZH6exQGEl1jzirWxq7BUVxUWfj3P9ne+7FmXAcXrPJt6Tk9Ptbu7\nq6WlJUkKAt0jePze3d1dra2tBWGF+Q8wc3x8rOXl5RCgQL+32+3g65XWpuPjY21vbwfHY/wJRkdH\nValUQgLAXq8XFlEmc37kDkKGXGv4weCsT2i30/+NRiNh6nRGxv0F+DwGXGhx8Tvcv39fH3zwgZaW\nllSv1wObwT0HBwfBaRbqe3NzM6GBepu8HV7SBJB08axMvxeBjaDizDMchhE6DrABpj4vYEFhD1Bm\nWq1WwozzvJXYj0RKgluXH/7jwDkGPvF4pyl2zsYOUvTSZETczl9EGcQ8XfW++L1iGRy3nXHI5XJa\nWVkJyh1mIAA/Gzt9zwkm/qyZmZnAiBweHuonP/mJms2m2u12MOs6MxMDv2w2q1arpY8//litVis4\nprdaLc3MzGhqaiqYriQFoATooZRKJY2Pjyd8Q6empjQ2NhbyBRIBjexwBsb9P/npds9zcPn+6gl6\nkautVktLS0t699139cknn4TzED2fVi6XC0FL5Kza3NwMDuaMA+0Z5BCfBlp5Rpq5kWs7nU7Iabe9\nva3d3d1EjjVn1pkTnpYFZgv5hSyDxccUe53yTIEtL4Ne5Dqg6yoCxG3Vac9KE1jXFUppmmD8d797\nBrFWaZog9fars9/n8Xfdble1Wk0ffPBByPzNhEwT7NIZdb22tpYIY4dJwll6dXU15LZyM2K73Q4O\n8LSHMYG6xjGdZJFjY2OBDnYgwuKgHvf7880Ls93Y2FjimJOTkxPt7u5eoLpdSCGEpKQfgvsJ+CKu\n1+taWVnRxx9/rMePHweHVe6nzTBGROzt7OwETbrX64Wkej63+Z3m95C26fdjM09OTkI/A7QQ/Jcp\nIjBYOPDGiQx7vV4ChD+vJe4T6SILDevL/7EbRFp9g9aupOCvxbpJY6H8nkGf9WNF094xvq+fwpRW\nb/x5LMP6KeDXqeP+/ftqNBphM0Z+uUygvzKZTJjvPh5TU1MhWWy9XtfPfvazcMwWCkY8hi7D2LB3\nd3fD2ZUTExMB2PV6vZBkE/lFG1BoAHb0NfUWi0VVq9WEw7d0lseOtDUuH1yWcT0ghvaicB0eHoaz\nUY+Pj7W6uqqf/exnevjwoXZ3dy8kTHVnc2Tfzs6O3n///RDNXqlUEpGK8byKgWpMcMTry4mYXq8X\n8vytr69rf38/uD34va7IxBYu5BeWHa5Fife1e53yzIKttHJVgBMDmEGaEZ/FPkOXPfNpAFe/Ng5q\n7yCgNahclXEbdG2n0wlskjuRQ1WnOfNiEgTowCjBkuGvRF3uMNztdhOHuXrJZM5NiVC+5LhhkTur\nRDqHVqsVvvf8bQg32K6JiYkA5Li2VqsFJ28Has5a8cw45xVRjwAuzG8PHz5MAK00dhABQsLeer0e\nwBbCDHNoPxbD/46Fqwuc2M/x4OAgaII4v7rPRaw0ML6+MRCy7vnteJ5HYT4N0/Gsl7RNIk0Jitd1\nPDaDStz/rCWAbL8NjOemXdPvvn73XAYAB7X953VP/FmaMpDNZgM4AOADBtLmNaDDZdvQ0JBKpVJw\nQueYpL29PZVKpeC3hTkyrZ2M09HRUVA0YfnJuo6yhYsDawmXCGeFSSkinSmcc3NzevLkiSQl5Mfy\n8nIwWfLjShDzLs6FRQJiMsNjbnv48KE+/PDDxHFGroQ6ECSABnBKqoRer6dqtZpIhcN4xX2GjKLN\n8Z7Fu3ItidG3t7dDzk7G0Mef59EPyHlkd7PZDBGk3M+9T6soPlNgq59WJA32gep37aBF7QsLLWcQ\ns3WZkIjBk9//tCVtgxvUR5fVddXP/TOYFSYlAiAGpyw47nHNwf13pPToPt7RBaAvYu73o0zcETST\nySQ0xLGxsZAews/eArD48RicLIC5C0BD1J1rT7wTfg8OtvwzZ0sBbru7u3r8+LF2dnYSfRQDfwp9\nfHR0FJILknbh9u3bmpmZCSZaL/Hm6j4ZTsk760K6i7W1teC073nsYs3S244Ap/Du+GnRZz63nBV8\nngqAMi3aSkoqUP7+no7AzcLOVMSOwnwPa4zpPA2ExHIsDQB6ieVtXAf1DuqH+P9YLqbJsjR5d5ns\njTdgr3doaCiABvwdPX1QmvIQJ4pFsWI9o/i12+1w9iWbtft9ugzLZDLBl5QDjjnUHdYKfyICkwAs\ne3t7IQoO/6jT01OVy+UQODM3N3dBGZbOUjtMTk4mFFqsDc5m0T4HJS7nG42GWq2W7t+/n2pmTRtD\n5AonvqBwNxoNvfjii5qdnQ3uIGmA1+uhbR74Fis2zWZTT5480ZMnT8LxQ5JS6wdgAtRi+ch6ctDt\n/efA76rlmQJbPmhxZAKln39K2r2xDT0WIG6jjheel8s61RfroHfqdw2fXwVoDvqu3/OfRpP0khYh\nlcaKuWMo9cSJ63AABzRR6Htni7ztTHA/65IxRqPBZ8EZloODg5BgzzMsk1RVUkgB4YdSE4nCgvP3\nRvP0tiKk3ZTI9WSyX11dTSRuTZs3vqG6kMCxHmofsDo7OxscOr2vfLNyZsvHkHYiANfX17W0tKSd\nnZ0AKL2ufm2O20r9cXZunkcfXYXF+awV7y/kTwws0zRjB03urBzLLzcTsyZGRkYCi0DpB/D8+7hc\nRc5cRdFNY4uuIvfia/oBwsvkpD/PN0UUItamAw0pmcXeCxHMbLzFYlHdbjcc18I4UCfv1M/VwA+Y\nJ+LQmSSYNM+JxRrypN+wYdlsNuTbArydnJxoeHg45Lhz2ZzJZILJ0vsAZis2b/d6vXAsD/62sZKc\nJg98XE5OTkL2/P39/aBczMzMpAIu9ydjX0gLOuFv6n/w4IGePHmisbGx4L7isod3cqWG9rqyLymA\na5dZPpb9zP79yjMHtvwMpTjXiXQepRDn2HAQ5p0Zd6r74DDRnb1Ia9Nln11F+4rvS9Mu4zquokGm\nlbQ6nmZji5/vAt/ZpjT0z6R2RimbPTuodHZ2Niw4T4RHVnfPEu9Oi/l8Xjdu3AibOFoe7A80u/uI\nET0CeGKsc7lcYF5GRkZCuDURSzyfCEwP+WXueD8gEJhzgHfpLLnl5uam1tbWQpvTNsC0vndBQSJe\nmFjav7CwEEwFaXX0mwcIqf39fW1sbGhpaSlohZOTk8H86+11NuyyNjO+8Tp2QPa8lUwmExySAe+Y\n10n8yFz0xLXdbjfBjDJ/HYBJCnKRdYiplvB0H5c0Nilua9rnaff2KzG77e/Tr74YBKaVfoyXPyft\nu5jdYrNMu4Y8SrA0yLE4Kn10dDQcTJ/NZnXr1i2dnJyEA8Wpu9PpqFwuByWO/sFf7Pj4WFNTUyoW\ni0EmIQdhrUjXwPr23JOAKXI84ejf651FNE5OTmpzczPIn/gYIda7dB7NB2iA6YE9QulkLDHLcQ5i\nbGqlv/spZ5JCeosnT54okzkzqb788su6efOmJicnE7KOfYM6fQ75OCLjt7e39cknn2h5eVn7+/uq\nVqvBBBiPe0wKpM1h2kuQAt9xrbOHVy3PFNgiQ6ukIKBA5XQ+k8OTPCKcGBzXMnywpHO6XlLwJ+FA\n5KuUflradQHRoPuvA4yuIhQvY836bZzuh0SGeMCr+0W5ScwFlYMt0ihUq1XNz88rm80mfLvIFzMz\nMxPOAQNMAIA4fX5kZET1el0bGxvBaRXfBun8iAbP24Zwwe8CQYYQI8qHw1u538OaHWw5q8WcY046\nEMpkMsF3a29vL4BO91VL24Ti34wTPh9uBmGc8vn8BW3d50n8G216c3NTjx490tLSUjhyyJ/P9Wkb\n6KAN3IFhbGbs5yP5WS/kSut0OuGMTjR7Nr/x8fHw2+WTyzCid4mcBaBls9lE7jbMyL7xe0mTV842\nXcYSPW257v3xBp0GrAYpo2lrKI4adl/LbPbMsZwIM9Y2bBB1ZDJnB9bDKI2OjurOnTs6Pj7Wxx9/\nHDZcxmxxcVFTU1PKZDJhsyYH1tHRke7evaubN28GxQt2zLO4x0mSAVhE+JJP0E88yefzmpmZ0dbW\nlqRzawTPd2XJzWDOHnnSZRgx5N7Ozo7W1tZCEue0xODxuPjccwsSaWQ47YBciDBraQpDGhmCkr2z\ns6OHDx/qo48+Cqz8VUx9/fY9noeyiPxytjlNibysPFNgiwnDQmFDROuTFJyd2ezcMY+JRydjOnJB\n79mdCff3jSRe3NcRGpdd208zu0qdgzbQq9bTT1tMY1mGhoZULBaDps1xOUxAwpQ5pob+4/R06Zyt\nYrMZGhrS5OSkpqamdHx8rI2NjeBnUigUdOPGDd2+fVulUik42nc6nXCMz/DwsBYXF1Uul7W5uRk2\nbH67uY8fFjRsGeMd+xPFOW5YSGyWJD51ml1KHpZKXwH8vH0kLIwBhm988efMa/4GAOKcy3VsIvhA\nxOPq84gCEN3e3tbjx4+DLxlZ/v35aUxEGlPm7+PCyoWS+9o9j2V6elqTk5M6OjpSoVDQwcFBYE+K\nxaIODw/DiQccC+PpROizfD6vo6MjTUxMqNlsBt+gXC6nVqsVIsTGx8cD69mPYR/EYHmJZUDaeMcb\nYXx/XAbdB7BMA+1pdbiMvkx5BICMj4+Hz0mCDDCan58Pyg+ygHMRvUxNTalWq6nT6ahYLIZknfl8\nXgcHB2HvmZ2d1WuvvaZXXnklJM88ODjQ/fv31e2enaRQqVT0yiuvaGZmRj/72c/CGYj0h0d5o7Cg\nUEoKgTfsbayn0dFRLSws6P33308oOpg7Y9Dj4MtNddK5bECJRun00118XsRslo+F79EU5PLGxkZg\nc7PZrObm5oIC4iA2BlzIQlLpPHz4UJ988kmIHo/T8MR1pMkuJwi8b5zho554zly1PFNga2xsLBzw\nmc1mA6JHw4Oh4GVjRsH9bUDqcVp9OhvA5o5wfxVB5den3RPTn09TLhNK/drer53x/z7hOMOQfidz\nOhpYoVDQ2NhYSLjJxOx2uwmq2cEWzCWbDfejPc7NzYVnHh8fa2trK6EJjY+Pq1wu6+bNm8rlctrc\n3NTu7m7QPligmB/d54p8KXGSOgRBsVgMYIu6PMqRxeoAyLVP/445hSA7OjoKWaldQ3OgFf/4c+hL\n90Mkj8zy8nI40w3A5YDHn+Pz5OjoSLVaTSsrK1paWgrA1x1k47mRtj7iOd2vf6TzhJ8x2/w8Fc6r\nazabIbM3Gy3pA6rVajBdk6SXvD0wxcViUe12W+VyWZlMJvyPL0o+n1ej0Qjn4LERwlRIFwFxDKYG\nKX9+bz85lvb/VUo/hsrn7FXu63cNvwG+fFYsFsNmPjIyohs3bgQZ4Ao8hzTzrIWFhTCO1Wo1BNPQ\n91w7Ozurl156SS+88ILefvtt1Wo1jYyMaGVlJRxOXygUND8/r/n5ea2urmp8fDwAckAGf/M/AUAQ\nECiQbg7jfTDvAdphQlHCnJzgGeyJ7vfJ3os8a7VawRIQzy9f85Q0FwtALnU0m00tLS0pk8lofHw8\nRIeTHDYGdAA/TOuNRkOrq6t6+PChVldXdXx8nPD/8jbGLJ5jAnAA64O2+ni4tYQ2XHfeP1Ngi03d\nNws6AIrRQ/EBW2xAsdYcm0OgFqVzDbvdboc8HIPATD/gEoOoNCES/5/GFFznmYOu/6vWl8mcH+nw\n6quvhgOc0UA4ngUn8YmJiQByODuPfh8aGgqO56SP4KgJzjUkdwxaJxOf7OWZTCaAaEAN54Fls2fh\n0LBpOG7CrAF6XLNxsMWixwSHo7l07sgdbwDMG+4FxPlGBvsEuIqZrrR5wiLvxxh5cb+KWq2mpaWl\n4O+Wz+dVKpWCQuEChPlBdNDKyooeP36sjY2NcC4byoz3mb+Xt839SnwNuLAC6HryWt7heQVcMObx\n5sbfyDgpKTPQ1r2/EPjOKPi89LxovgGnMUlpc+uqyqQzCv3AUto98feDmDEvg+TtoO/9utdffz1k\nXM9kMokzB2EaO52Obty4EVweYIz9Gbdu3dL6+rq63a6mpqYkKYBlgnIkqVKpJGTOzs6Otra2gg8W\n+w0nTJTLZW1vb4frCXxB9uE+AWgCiCMzmRfsh+VyOSiIyKnx8fEQCUifu3uO+2cBRlBSXX5xnqBb\nD+LxiH8GjQ3tJ4KwUCgEc2K5XA5yinnnUd5EdC4vL+vBgwdaW1tTs9lUJpNJKLmsA4BRzETR1y6/\nkPv0FUo5Sjv/4w92nfJMga3YmRGhgwkKe7NvBnQSgpwJAjXpyRj95HE6/zKwFWuDP++SVvd12bV+\noO5p2tLr9QKIunfvXsKHLpPJaH9/Pxx9wIbJ762tLT1+/DjUNzR0lqEdfxMAAf5fABwAnrNC+CUh\nIB20uFkZvwfYKJgp6Zzh8ndz53fo4Uwmk3DOp69jMxqCiHupz0PCWaAereKbZz9mKzYZ8j1CxhUG\nivssLC0tqVAoBMCIr4+zSAi4er2utbU1raysBL83p8g9Z5Zreq5tSgpBCZ55P95YqZPxYe0Shv+8\nFfqCsfHgDP9xJ2cHs2ywDqhhkzEjSudzkQCHRqMh6SKbfh1ZcNkGGf9/Fc1+0H38fdVN+rJneL1D\nQ0N6/fXXNT09HeahBy7s7OwEtwiCY0ZHR/Xhhx9eaMOdO3f0/vvvq9s9OxeRuY5yI52flNFut1Wr\n1YKbxObmpr74xS+GfFW4E5BMGcaMDV1SYH3IccfzWJsOmHzPQmH1hKz4odI/LsPYY1mf7lflPqeu\nBPSbX67QObPka9zlG3IJeXT//n2Nj4+rVColApxYCyiCvV5PrVZLW1tbevTokR4/fqx6vR6e5+uP\ntiJDcQmhL05OTkICW9rqcow+7HbPghwYIzdnXqc8U2CL3CW8hIexSue5efBPcI3RI9foKFC+pAQ7\n5vZWz7HVT1uLN8f4mrTP/iplUH39hJwLrrjNVylcn81mw8Gn09PTmpiYCGjfqVgYCg5UzWQy4TgL\n6gJsMQ4k72MM8DVyUxw+WisrKzo5OQkJR3EKPjw8DFoMlDHaBmeFxc7rsVbjrADXYJrBX8nb5EyW\nmygRVjEgc3McCx1GAjbM2+KUu7NtpLrw9/F34qfdbmtra0sPHjwIgHFubi6MmTNwrVZLu7u7evLk\nScinRTs9/5C3jcAId4pFUWk0GiEIgfWJ6Zj+Yb4ApCVd27n0s1KazWbwb5EUHI1J2eHf0z8eBUYf\noY3T52x20nkKA9KPsAk4Q8bvWF7Em1/a33G5ChOWJpdcPl4FmMVlkKLrdca/UZ4KhULw/0T+dzpn\nEYOuTHAY/fj4uN59990LpszFxcXgD3Tjxo3E/uI5BLe3t/XX//pf1/HxsR49ehTcK548eRKuJx1N\nNpsNwUAccC0pmIn9HRn3eHPHvAfJMDIyokqlEsCVr1eAkpvF+N5zg7lSC8AB4CGHYtAV+0dBimSz\n2aBsp/k4OVFSr9eD/BoeHtbNmzfDPS57T05OwvFxmA7pL5SSeB/HLOmuJtlsNkRqttvtRDAF+xn1\noNA7MEWeXqc8U2DL/TvSaMm0Re/h0iBf/LhIHMdkQECxKeOw7M/sB7j6MVBPq4mlCZ9BdH8a49av\nXFWwxUJKOgdbzgL6YuJcQgQO0VcsRAeu+H4B0AA0sGH4GaGN4GtXq9W0trYWNhGod2h/DhItlUqa\nmpoKYdkchIzTMAyaB0Xw7Litvd75gbDuqOwRYvSVM1ssXrQpX9Rsivgapo09czVtE/MIQ1/YPk/4\n/PDwUKurqwlTbaVSSayb4+Nj7e/va319XWtra0How4I5E0j9PhdjUEluM4QVm5w77gIUAB30mwv4\n56m4yTgO2PA+9r7w8WVzi+crf6NM4OhN/bEsimXIZbLqab67Loh6GsB13UJbyUFFG12GjY2NqVgs\nBrcDDrL3gAYvMzMzwWl+dnY2yAesJ5lMJvhALi4u6sMPP9SDBw/UarW0sLCghw8fhrP2stlsyEA/\nNTWlW7duBWY+l8slgB9j72YtJw3cmnN0dKTR0VHNzMzo0aNHYY2h+LnDOQy7RzT7PHV/LZJD00/I\nX/rILRsuIx3Iutncv+d+xmh9fV3ZbDb49RaLxYQMwuy4sbGh5eXlcN6hyy+KO8kDotzqgZLaaDRC\n39O3tIf6nGV014nPNNjCDk7H4A9EOCzCZmxsLNB9bCxo1GiF2OaJdnOUDdKVzrPkpgGtqwiTWIj5\nRKIe/25QPVetsx9Qu0r98aYe34MgBwRxPSwJfYWWhjmEHDBx1l0mJI6oLALGkU0DPy6YrVqtlmBL\nOH1+eHg4sDGTk5O6ffu22u12cD4tlUqBSoeWhlUBBHibut1uWDyAcehtN5XG88GpfHdKlZLO9+5r\niLCFlpfOw9Fh9fqNsYMcim+o3e5Z1NHKykoAnABU3hVBtbq6Gg6Q9WOHnAnz57npgsLn9B0bG3OD\nZyL03f9DUiID9fNUyuWyyuVyYFaYT7lcTpVKRYVCQVNTU0EZ6PV6YSNGC+dEg16vF7J/szY4lBiH\nYk5JSJMPsTkk/j4uaWxRWrmK/IkBmn/Pc3xT9v/9nrQ2+fX+uctNGCNAEmPAOkURxOyHDyq+bw4G\nkG34QMHkVioV1et1DQ0NqdVqqVgsqlwua3V1NaRbiM/lg6l/9OiRMpmMvvKVr6hWq2l/fz9EOrKn\n1Wq14IPJGnPWyH2vSCXC/GDdYRGA+fL+cobLFST2XElh/mazZwEBfE9f0z+0h7mGHPGxdMXWx4rf\nR0dH2tjY0Pvvv69CoaB79+6FYIRe7yx4ZG1tTY8ePdLOzk5wTWEdcZ0rOplMJrDMsXIHUOXdWSv4\np9Ev7GvIPOTYdZWHZwpsIaCIYgOJNpvNxKbF5ikpRMmBSmEUWFxsJGjdHmbd6/VClIWXmEXzkqYh\nxkIh7Z5BZdB9T8OcXff5XtBgMDkBXt2e7+Y1ED9pIDDxUpekxCJkgQPqSMbo0Y2cf5jL5YJgAygj\nwMg7c+fOHR0eHoZjKSqVikZGRnR4eKh8Ph8OaIWBcfrX/aiYNyxe2AkWsc8b3iPtJwZN0jmV7c9F\n4LiJ0H0GKC4E/RrpPPeXmxv29va0tLSUCDjI5/M6OTnR3t6eNjY2tL29HaKoXFAiPF37lZQqWFyr\nRuizbtwkiu8F70H/P42w+iyUcrkczq2cmJhQtVoN41ytVoNp3OcR/kLME1I/4Ijb652lMTg9PdXE\nxIQ6nU7YkLvdrnZ3dxNtiNnItNKPqR9U/irjFSt5Li/7KbZXlX1xXdIZ2FpZWQl+bq64sRGPjIyo\n0WgEUDM2+7FLDQAAIABJREFUNhZyblHYU3x9oJhNTk4GtwhJunnzpkZHR7WyshIiSVE+AWP4h5Gz\n6ktf+pI++ugjPX78WNVqVXNzc8GygItGtVpNRH2zrwGoAAHMD8/B5YEA8YkQ7tvkIAoZDWmBIkae\nr5jZcmY+Hgu3Hrhs4G/AI/tJq9XSgwcPguJ88+bNoGhwysXq6moAkfywp3j6CopH6jpQh21HdjI/\n8ZtEbnm/8C6eOuiq5ZkCW+4ng4bsE106T3aK8JaUsCU7QiWKQjqnDQFsnc7ZCew4YvdjhtK0tUEa\nXNr9TyOkYqCV9ux+7bzK515vrMlhFoSRcLAVayVstO5U6QvLBQKTlEXojpokZ2w2m4mFhCkRSpxE\nqAcHB5qfn9fU1JTm5+clKZiIvf+w57PQYFQwg3mSPoAJddA2ro+ZHQBDTDvzGcIuDVggaJjD8Txi\nPgNG0wCcvxdtIonhw4cPA0CtVCrBkX5vby/B9royEud7om3u5+CUvrNatIn+jel/B40+J563gmn1\n6OgobOAwr0SuoTDSD/TN0NBQ2ACy2Wzo31qtpna7HcL+u91uMJ0QsDJo/V8mG5i//QBPWh3xptqP\ndeoHsmJm6qry6zJ5i/ynf05PTxOuJs6wuIxj7biyKCkw6TD6sBzSuVWEdXrr1i3t7e1pc3MzsMqY\nvkZGRlQul9VoNPTw4cOQSf2NN97Qm2++qe3t7eD2kMlkQpRcNptNMJ/uMM7h0BAGzIvx8fFwxI+D\nCNY9+yNy1fdP3CB4Bg79FPZij3qknbE5u9vtBsXYZamPpYM0LAoceE1U9dzcnI6OjhKpfiQlXFGk\nc5Nm7FdL+3gnxh0Gi/7h+X5EG/ODd3UF9Lrs/DMFtjiywJ2cyVHERoBpkAH0DQ+qz3MReQ4TFh0g\nbmtrS/V6PdVZlzpjGvvnwTRdtwxizX7ez8nlcmGTxgfOz/xzUJbmEO0aj+cOAowgGDgHzJkxSSEy\nrlgsBv8fnkNelePj4zCuJEmt1+tqNpuJEGsWpftLOchrNpshZxjPGR0dDSwUbUYQOX3OwsP8AIjE\nhwCWzjdTFq8DVeYr89JBWKxNDRo3+hylYn19PSSeRYBsbW1dYLQQ4m4OdtbFx9w3TsCvgybfSJlL\nrgQ5cE0DkM9DaTabwZmWvEHtdjv4x9FXJAJGljEPmNfub0P6AHLNEbTAuXkcx9KvxOPS7xr/nfZd\nPA/6XXfZd3E9g54Z33OV5+GSQPAN6zKuh/2kWCwGBjEGDGSPxycUmYUMch+eO3fuaHV1VfV6XRMT\nE5qdndXu7m5gToaGhrS5uRmiR3/2s5/pk08+0RtvvKG33347BE8AcpCFnlmdtjE/APHMK3IZYlr2\ndyI/F/PBI4NjlxGS6PKuXO+Rex5ME1uR6GesCTFjz/ixj1AnCvb29rY++OCDkDoImdZoNBLpoRwr\nIL95rzT/b57nvpU+D9k76KfYr43izvZXLc8U2IIJkBQ2aE/nACr1jch9ZZztYpPie0emaO4eti4p\nMTnTWCWu8QnlC9MH9WnAUT/26jp19hNAMWBMuw5z3dTUlMbHxzUzMxMQPz/OOsJUsUm4QIAhy2SS\nIbdELB4cHAShQwqIXq8XnN9xkOSdMGsuLy8Hn4LT01PNzs5qdnZWY2NjWlpaSmSzRxjRHij/brer\ner2unZ2dxLllHpHoDCrCzcOh6QM0SRZlPp8PiS3JlYPPhGtIUjLVCc6x9EFaCLMLzrRxRyFBSGxs\nbATh0+12w0YOsJWUcL5GW0WYMVfoMzeTouG7IHI/EndOjVktNp9PQ4H4tIuzfURWM28AUdK5Ju2M\nKdc4Q0oBoMI6AA7cDSJmihivNKAjpbPa/RgpLzFoG8R6+Wd+LxtbXNdVgFw/0MhzK5WKxsbGNDs7\nG9ZrzNrin1mtVnV0dKSpqSnt7e1dmJccrXN6eqpKpaJaraZ6va5sNqvNzc0AkCYmJrSwsKDvf//7\n6nbPDrpfXFyUdJZ/i9QPKIusix/96Ed69dVX9fnPf17/43/8j3BuIKZKTGuAdxIYN5tNbW1taXt7\nO8gmAFOlUtHy8rIkBVnpbJmf65rP54NvNGks5ubmNDs7q6Ojo/B+0nm0n7teuF8rJ46Q99CBXQz8\n4nnIeALaMI9/9NFHYcyJ2uRMy1jxZ5yRO2nyi2fDNnsQBfUh8/Ht9ghO2uJY46rlmQJbsebLgpTO\nN1xYAK6Pc3u4fw0D4z5ZfsbfILvrZVrcVYWEf3eZULrsmYPqT9Ma0p45qA5AzsLCgorFom7duhW+\nc5MTmjXj0+l0tLy8fMGfCP87MvsCSkjCuL+/r3a7HY7KYYOCgp+eng4mzYODg8BE8syjoyOtrKyo\nUqmEBKmrq6tBUOH/BfAbHx9POIxvb28nQI10dmSUJ1c9PT0NGjJ+E/gzEP1YLBbDBlgsFjU/P69y\nuazh4WE1m81w3BALmrmJMOV98e9xGp5x8eM54igYZ+I8Uun09FS7u7uBeQRQ+kHfLuRgfj2tgB9B\n5EDJ2WXf5Olb+sx/YubgeTQjOsDBVMGY8UM/szZcXjGOPg74UHIPvjzIsH6ASEqPSqTEAMg/SyuD\n2Kl+4KpfHX7/IPnlz7uM3eU9bt68qUKhoFu3boXPMbGxNtzl4OTk7ISS995774Jcv3v3rtbX19Xp\ndLS4uBgienu9nra2tgJLf/fuXVWrVS0vLwdmaGFhQe12W1/4whf05MmTcL7gwcFBOK3i7bff1t/+\n239br776qv77f//v+vDDD4MCVC6XQx41/FonJydVKBS0v7+v7e3toCy6Oa9arSZkAEdwHR8fq9ls\nhnk0NjamiYkJFYvFwLKOjIzo5s2bwXTXaDS0v78fgKgrmw5iiYQcHR3V6upqAoww5+NIZ2fAkbeA\nSYDc2tpacO1oNpsqFoshqIr3pQ7WlXSeU5P2YfVC7vmJHr5vMcecCY3dQ/jsusriMwW2ECgefulA\nikhCPpPONwlJYfOio8jUSzSJpLDZ+BEqXuIOjAWRs1kxS3RZ5w8SeFe5/zp1XqWu+JpcLqfp6Wm9\n8MILIaqFEtO97gOBico3z1wuF8BWp3OW22Z+fl69Xk+1Wi2hMY2Pj4ejL6DOcTAuFouBHeBMQID4\n4eGhHj58GE6Nn5ub087OjnZ3dwM7tL+/n6C3MS80Go0AwPL5fJgXhUJBxWIxZJnmnTqdTvDHoN3c\nDwuHg2q1Wg2RsYA3ImYZLwA/YKtSqWhubi4sfu7PZDKhLxzgxO/EuuBdAK6YchE0fJ/NZhP+jKwV\nnk16D1+P9IcnM3UfPZ/LvJsHIdAO+vN5ZLYAQ1LyGBP6hnkG60uqDu9r1hr/O/iPI1trtdoFhS1m\nuHx8XIa5Ijuo9GOSvKQBt7T7LwNNV3lWv/v4/corr6hUKiX8N6VzdwKUcMaHfvUNmXteeOEFrays\nqNPp6HOf+5zm5+e1sbGh/f39sH6Ojo50+/ZtjYyMJHJqZTJnWd2JKMRHGNMc/mDf//73tbi4qF/+\n5V8OQOXg4EAHBwcJhRFwwXzxqGPMbaOjo5qcnNTo6GjiLEMsAysrKyH1BPJrdHRUs7OzQe4tLCyE\niH9yI3ruL8Dd6OhoqL9UKmlmZiZkywcwwciVSqVw3qIrH91uN8hI6pycnAxKOSykdB68NTExIUnh\ntBKUTK4holc6N4lmMplgLSNK0xln3s1Njy6/WC8eWfqZdpAHbYNIoXxdwMQJ3zzXCWYQNgd+0LTZ\nxKEH08BWWrlMgPB/2t+XlUFA7a8KxK5aXBhVq1UtLi6qUCiEUOG4LWg03Os0szNbntB0ampKi4uL\n2t/f15MnTxJOweSWcQYIVgVtFM0Is3Imc2aeXFtbC46mL730UoheJLUBzqlEdyF4yOCczWZVKpUC\nCIOdGhsbS2RWB2xtbW0FTQ0B5/OSYxwwsbH4ATJSchPmGlIGsMkWCoUQNj42NqZyuRxOO2COs0Y4\nJJz7iBriAFtYw5OTkyCgGTuECXmJSMnhOeswWXn6htgXLWbbfEN3+h4To2/2z1MhnQnKoafVYN4R\nQc0m4dHU3ON5fzgVACDA+GQymdTjZeK/pcFK4yD23q+Prx3Ebl3G+g9i4/p9n1ZfGqP2yiuvBLY8\nZtCYc8xvr4NIRH+fO3fu6P/+3/+rXq+nz33uc5qYmND7778fGG7qfOmll3RycqLNzU1J50dqwXqz\n5riv2WyGufHjH/9YX/3qV/XlL39ZH3zwgfb29rS8vBwCLTi0HMIABaxQKGh6ejrIUGRkqVRSqVQK\ncpl7Tk5OtLy8HEx8yLlM5iwlRblcTvhr4TPInGaNu+tBr3fmSlIul1WtVgNompiYCNHpY2Njmpqa\nCn66zrBjviTFCRHk3W43WD7K5XJgcAGuHkUIU0kkOeANlxRkG+APsAVwGuQ2FCuFDsY/0z5bcRLS\nmB50nyAX5E6/S+fapQMwpxcBYCDnuFxGpfMcNxlchd1yodXv+6u0IdZe+12TVs+geol84aBc30C5\nj772erLZbOLYIymZkJMFVS6XEw7vbDYwYDis82ycz3EeZ8zR8GColpeXtbi4qJmZGb388ssJPw33\n1wOsMWcIw0bzwbRXLpc1MTGhWq2WAAuwa4Az/Mz8PC5ofUmBtpcUzHLSeW4tUkzgJ4VZEsGBmWl4\neDhondlsNvSRpwugn3DOdwAEa8jYscF7Zmj8IBDkCGePGAUsuf9avMGmzY/L5ujzVABT9Kt0vjkC\nuBDUACjmtc9x5B7meElBeXGzsOfYGsQu9fvcwfJl43FV2dXv3vjvNBnWT25dVlz2z87OBiuHt9sj\n5hy8cs3GxsYFZ+4bN26EI3Wmp6cTp15ICmO1sLAQ8np5RDMmXxKDuo9jr3cWhd1oNPT9739ff//v\n/319+ctf1rvvvhusBSg50vnxY36O6dzcnCQlcojhP7a2thbWrMsnZCWKLHkLkZHb29vhPgBfLL+Q\nGTBQzqzPz88rn8+HXGMEXaFAtFqtIOvSFA43laNAwszRp4A1+oU0G8hD9lo/o5b3w/HfZVuav6n7\nUnr/MP6faWZLSiZt9IRq2F49GzUbFZ3BRMZs4xq0b8BEUVEPJTa/pWmHcRkkMNLq8GdcBVylfR5r\npv3axN9p2mvauwB80Mz7CciYkcBvgSgsSYFxYRKzSbDh0CZMZESOHh8fh7FDe2PBspk7NS4p5I+a\nnZ3VrVu3EqAtNhfAZkJ1A+6dacMsCBhywZrJZEKCVcA/DJhH59E2QAnPcrZoZGQkzGn31WGOOsvn\n5zayEcMCo4ywTpgj3o8uWBx08d4Ia1ckALa+zvwdY5MZ7wAzgwDFH8mjHRmP560wRqwf5jvrinnS\nbrcD4HXGws3EfpYfn7HZY5JhA0pb43zWjzWP13QaQI7lx2Uyq18bvM742d7Oftf3e15cH9F4yJ1Y\nTiI/3BGea3GE59nZbFZTU1MB0OJI7mbew8NDlUolzc7OBtaItQoLOTk5GZisuL0oSG+//ba+8pWv\n6Atf+IL29vYSB7Yj/wBeMHD4Z3kKCvJqLSwsBEUXsIUpslgsqlgshndEJuKTipsG/s4kFUeOwNAW\nCoWwhxLhD0uPXPS5DOvP+0xMTAQQTH+57yKyApOmky2uIJ6cnISEq4w18xkFO3bq5z0YEw+gQJYi\nn6mL61mXn2lmC7ZJUjC9MEBo9Djs4RzqjqPkhML5kIkqnS8eBsDzH/UTRvH/aZQ1xYVHLFSc/Rqk\nHX5apd/7ojGA4j0KtB/YymTOD6d2ppBx4R763heE2+CPj49Vr9dDEkJAGPb7NDMVmpSkoFXOzs5q\nenpatVotOIACtAFbziAAIhgTmCXSX8CE0XY0G57LPHQ/AHL7MCelc38RF9aAD/qXjdfnCSATQQBb\nCNjy7+hT+pv578KCue+CgihgrnNN2vvGmWTYNoRWDLYcyKIlE+l6FRb4s1oODw+1vb0dNqyFhYVg\n5iVoo16va3d3V2NjYzo4OAjmmlwuF6KxcYh2H1QHb8w7zxPE2upX0vrdZZEzQVeRdYPKdeRc2rVp\nCmPafXHBjE5xBYN7nKmQFJSb1dXVhPLNRk+U3+joaAAQKDHb29v6pV/6JU1MTOjhw4dhT2H9z87O\nqlQqaW1tTdI52HM5Wa1WdXx8rL/4i7/Q7du39eKLL2ppaUkzMzMhsAg5gR8WihJnbsZ9gN8WYKvT\n6YTkxpg3Peeh+2F67i1XFlEMfZ55wBpMPjLG9z53pIcMQX6xVyC3kMu0wdl/MAL+V/RlvV4P7CH1\nAKiJBGXNsN7w6/L24UrhyiJjxekPrMGruCB5eabAFjRnp9PR5ORkAjixYLBho51I58nM2AToBAc5\nvhlAfcaRPD8v4c8ki4XEdeu/irBK02gHPavf5/Rhp3OW7PXg4OACrc7G7ZpSJpPRzs5OyIHCtSwU\nXxCE27IYMFtCs8MQQTHjR3BwcJD6jmiFw8PD2t/f1+rqavBXKJfLweEdUO5hypICU8OGRQCG+9Y4\nQJQUFj51MJ9iTdm1cRdI3EN/eoZm/Ah5pn/H3wgN/8w3Y9fAvM8QdIBOB2Su/SL0eA9nwhBIY2Nj\n4egZ6nYw7L5HfN7tnuVEu3nzZur8e14KQRwofi+++GJgZxmn5eXlcCYbztIOoiQlNrz4N+PDmaBX\nBa+DFMb480Hse1o91wFn8f39WLlB75AGxnq9XiI/FMqbWzak8xRBrtA0Gg1tbW0lnkMQC8wNGz1j\nQ+DV3bt3lcvltLS0JOnc9xiTGiyStx8ZMTR0dsZrr9fTO++8o1/5lV/RwsJCMKGRFscjoqm/2z1L\nGko6HdZ4p9MJzBM5uHiHk5OzE1kqlUrCGdwZeX4YF9hUZJS7VqBY0bf4aaFUelQg5kTucXM7dftc\nAGDSThRcFGBvK+4bsMDSOWOJjxjvlMvlVCqVEhHX1HN6ehpMlCi61DM5OanFxcWEHL5OeabAFi8M\nqiXSi88wq0jJSBu3n8IQuPMigyCdCTEcnck/4nX1K5dpjGmaWSxwLgNF/QTMdUBaLCRjGn1QfeRm\neueddzQ5Oakf/ehHYWNmA0U7YGPOZrOq1+t6+PBhWPTSuRMlmhQgGd8hrsERHw2fBVkqlVSpVDQx\nMRHGKQYSDmhxll9YWAjnj/lixNcoZlwciANeJCWOUHGTGhnuOXIlZpEAL85eobmx0CUFYUOfOhMo\nnUdzdrvdCw72fO8UuGvvvFM8B1w4uIaPUKN9DpD4nM2FSB9XdCj87awy9/Z6Z+f8kU7keS1sCEdH\nRxofH9fExESYiwh+Z1bQnAHQ9DnrxoE8m0On09Hm5qYeP358QeAP2gDS1r3Li6sqhv3k2HUZ+6dV\nbge9R6fT0TvvvKP5+Xn9+Mc/TmQDZxxQtknfMjR0llqG5KXURZAM65lIZ5R5fEdv3rwZUrxICvJr\namoqpIDxfctJAOksEe74+LhOTk70gx/8QL/5m7+pe/fu6Sc/+UnCfAY5UC6XA+MmnYMS2CLmS7FY\nDADS59Lu7q5u3bqVAAwwd25O9n2TfnL2h6AgN3U6UIL5xlLAnt7rJRNluyIfs2Hx3sy+zmfIJQdf\nblHhfRjr0dHREDnuz+A9nNnydzk9PdXk5KTu3LnzVHNWesbAlqdxYCNy8wcTgnPCsBO7HV46T6WP\n2Qekjw/O9va2tra2AhUp9U/rEIOXNE1wkKAZpPGlXduPTu8nmPoJyDTNc5C2KClE07z33nu6d++e\n/uIv/iIIGuh5tCs0gFwup3q9rtXV1QuRhL1eLwg7zznkWkOpVArjiDYJDU60DMABp0kWPqwWwqZe\nr2ttbU3FYjGEfvvhq9jhqZN3d9BBXX62IHZ+/BtIVkk0jaSwwHlX6Vx5iM1sXO8gJ2YQHEz6Ae1p\nmif3xv6Hzr71U1I4dyzeBPwaB2+uacbsJe2ITb7MhUKhoLm5uVTW5HkpBE0cHh6GoAYiD9k43U8R\ntsG1ek9SyXxy8+3JyYnW19e1srKS6PfLlDmKz8OrKHt+3WXsVpri2a8d1BPXmaYwxu0bxND9v//3\n//TGG2/oe9/7XjCL5XI5zc3NBdC7ubkZZFqv19Pe3l4w0VFKpVIIksnlctrZ2Ql5qjgSp1QqaX5+\nXru7u+E6Uh1Uq9WwbllD+MOiiHGYOGlufvKTn+irX/2qXn75Zb399tsBZEvnPkKkYyDfnXRu8nT/\nvmq1qkePHgUzInvi3t5eADwOLlmn+Di5H5Oz1M5o9Xq9ICelc7DvoIf57i4/rjy7/PL7+S52ZeB3\nmvySlFBauDeuTzrPxQVGoL3xc2E4C4WCFhYWBs7nQeWZAluOsiUFyjSbPc+zhAmDCYH/CY67+M7g\n1OeH5eLQSEJNd4aMf8fCJAYr/b5P0xD7AR3f2Pz6tPr7ladhvdKKsy5kpcZJ00Ev2gCfox35sS0I\nERgnX0CcbA+9zcHRTGpMKvGizOVympycTNQF40M0YbPZ1ObmZkjKWigUwrmAjIEHAACw2ARdm6lU\nKsFJnndjAQK8oPLdzAjAp04HWTEL5ICP8XG2Da0L/wG/h/v6ATX/2zcw2ujzwQFYrEny24Vi/A5p\nG6Q/xxkvfDCf14I/CJo6h6pns9ngF1MqlVQoFMIRPighmLTdFyebzYZw+UwmExSder0e/Ft9rGJ/\nyvj7GFD79176ybC0+eZ1x3PhsufEsm+Qwph2TVxI8YK1Aznh7AoKo/t3xayWdJY9njQ1OIuPjo5q\nfn5eJycn+uSTT3T37l3Nzs7qk08+0czMTJCNsVLEZ4uLi4lgFqKHSdb56NEj/eAHP9Df+3t/T5/7\n3OdClntJQaZ4Ti034+EC0e12NT4+ngCXyCT2RMz67kLAWDnDFbsIxGw+Y+IuB1wHcUIbXR66a4rX\n7TIxTfnz/gXc0jcOpJwd43rfS6RzcOnslhee6+/MOz1NeabAloMid3oDrRMGzw+TyB39PCoDVgIw\n5kIMR0bKZYvYSz8gNKiONIE3qDhASxNWlz3H23qVks1mQ0I5ziWsVqthgiEMJAXwAQhjU3ChAgAi\nWspTG3BY8tDQUKDZ0Qjd2dMXG74NCEz/oR293tn5iZubm7p3756KxaLm5ua0v78f6sQ8SD/FwpFn\ndTpn4cSjo6MXDqfFiZ3cOR715AEFMbsUbz7x2MSblIMUj+JzdsnriP20/HmxiTFWAGizv0vc7ng+\npoFFry9mvfzZae//PJRmsxlM451ORzs7O4Glh90lCks6928DmMEO48iLUzNKIzIyzhHYTzG8TMHy\n0o/l6geWfH5ddSz7XevzJJajaQxX/D2f4bM5NjamarUagM3Y2FgCDI2Pjwegk81mg7nN23bnzh09\nefIkBHfA8N+8eTNEC7/66qvh/MTFxcXExu1rjrl/69atC7kk8YnKZM7ypr3zzjv62te+pjfeeENH\nR0eqVqsJBYrUEswr+sbBDGkhsALRpyMjI4E5xR0gZoscsCNz3EcrJhD6rXV3rQBsxfMplgVpyqRf\n63W4Mk77AJf0t4O6GPjzE8voeC15H12VBEkrzxTYYgMBoXsCNEkJsOXOywAnJpFvmp5fi4kErRqX\nyzrSB6OfwEirM77GN+LrCKn476cd9LS6AQ9TU1OamZkJZyPSRhzGJYXxABSjLTLhAU69Xi9x8LH7\nSPA8D/8FUFB8sUHBk5PLFxAbOGBtfX1d8/PzGhkZCUdeeP4vH0PmB/Ug/Ei0l8/nE4eZn56ehvBo\nd6B0QMPfPsb9Fms8/mnvBdjy+33uxAIrBm3ej/3AngseF4IeCOHXel0u8NJ8huJ2PI8gi3JwcBB8\nTXO5XDgzlHlONCygH5P6/yfvXXojO87z8advbPb9QrLJ5n1mNJKsiWw5kmJbsWIrdpAE8CJAAK+y\nyFfIMgmyC7IKkMsmm3yCbBQgSLYxkMCyI0WRJUvWzGikmeGQw1uTbHaz2bx0939BPNXPeVmnLyPJ\nP2r+BRAku8+pU+etqqee91JvkeTSMqYbfjTlhy6cVtZhZMVeY/FrELHyXWdJRFixbbAYptYUXxu0\nDMJmbfPU1BQqlQrS6TQqlUrAOqxpStg//NHDnFmq1arL6J7L5dz7plIp5zZcXFx05FettnwfPp/z\no1gsOgKoc5Lvl8vlUK/X8dOf/hR/+Id/6BQ665q3/aO/Sbpo2eeGMq579O5wDdXNPbxf8YCkRePH\nwvrH4hdloPGwfB9LlHxhCaoYqjKpY8aOUc2DZtukc0PJmJI0zRKv7VBZ8L3GKVeKbJF589wvxvsA\ncK5E9c8SqID+0SnUGGwH6iBRpgqMvq3ZAsOwRWNU8jbK4uNbGIddN6wurYPm6VKp5A5yLRaLgXZy\n8iiZ5STW7PG0kgFwQe9KjtmvmUwmYLL2mZAVlDTRo5UjAJc1uNFouIR+BBt1udiJrHJhG+i25Jgi\n0YpGL5Lr0fVDwmWJuIIsZcJn+IAy7If32mBSfZ51v1srlu1rn+y0btZhtUd7nyWRCsosJGu8Jgys\nn5bC+KBCoYCTkxMcHh46rGKgLWODOLZpfTg9PXW70BjPRyWEbnXNjabFt5jw8zAy4+tXH37odT4C\nNQjDwhQA/dtHGHx12AXdRwx5CDwzkScSCRdYrguqJulMJBIBhQq4mHOzs7P4xS9+4VxuQN+Vt7m5\niWQyiWq16hIX6wYXtkc3zHS7XZfVnpiiSn+vd7GJJJ/P4+2338a3v/1tXL9+3bkwLZm2fap42etd\nxFJVKhU8evTIGRk4dnjygM7bQX2v5Mj2iXUz2nqpwNqxwt+6QYQytgql9r8WlZ9a9tQlbJ+nn6uB\ngPUTo5Qs8t3CwkJGKVeKbDGpZjabDbBx7rpgDiYKxLebh99z+y/QD4JmfbpDZRA58S2MLGGfDyNP\no5Ah37Vhi6L9btTn2nsIQMwzpdYUG+PDwoWVSRot2YpE+qfXk2xxRx+1OMbRDSIG/I79q7tN9IcJ\nDbnblKZyWrc0d4tqbaxL5RqLxZDL5VzqESX6TFPBvC5WpjpurBnb9qGCmA/U7P1hViZ9ru9a3+Ks\nsvMwkI3CAAAgAElEQVQBEX+rzPS5umjoszX2Te8Zx5L7VS0cM0z4SJkwjlTjROmujkajLtyBVi6G\nPBweHjrc000/9mgZW3wL8jjFhxc+YqWLziiK5aBix5EPB8LuA4K7m62bTueRVVCi0aiL2dJSLpdx\ncHCAbreLQqEQUArv3buHarWKSqWC3d3dgOLvU4ZVidN5o14BzrOZmRncv38fP//5z/G1r30N169f\nx927dwNzmiSG76epQtgGHg7NQgt/PB7HwcGBS7TK9toYSyC4IzlsrdPvwkiZytrWE6aI+vDL1xbF\nKG2vfmeL9TSwTlqTtQ02XIJ/+6z4g8qVIlu6U0w7nOZPkiWSJwKXfk/hMZ5BXYm8lm4gLWETOUzL\nGnStDyiGgU0YC9e6fWD2eRYvrVOD0tken6tVF2hqbScnJ4FDXKPRqAO8TqfjdqvQhM0DRHnItAbX\nWxn4JpZ+Z9sTiURcIDKPoSiXy84aZYFAAVLrJ3DzzDG1sjKLM8/90rbppLX1+szzFlQsoGp79BlW\nHr6diNYlaImZ/UznF4uvHh0HvvHBBcC26/8PhUc92Y0X3NGq2KU7V2lxUMsEj2bRBYeLc6PRAHDZ\nnRJmQWLxEXUf1mifh5GesP73PTvsuT78GoSBg66je5Zttgq1KkBU0Gl9YZZ4JQ3FYtGlsyHZAi7m\n//r6Ol577TUUi0V8/PHHgXNkVYb2b9tuJSckiMxa/3//93/4kz/5E9y4ccMF6ltlUUM2rNU4mUxi\nenraWfe4TqZSKTSbTdTrdZRKpUttUgwbZCW3u/f0OspVLYV6rVXCfG0Y5jrVzzWUw+Ic69Edv0qy\ntHATgXomrAeE9Y5i5NBypciWWqVohWCxHcDJpEF92tEcLFoHF/xmsxmaaj9soo9bwgiXrdt2eBgp\n0wVzVI3PV8Lu1UHFHVHcjaigqO2g1ZHBuywEDQ5+9gfdKs1m02WO73Q67n4lKJYk2H7Wduk7JRIJ\nZLNZ7O3t4ejoCEdHR4FM9LzfkjtbD8kWMzEfHR0FwJZHCxH8LLDrMyKRiDceTQEIQGAMqywtcPv6\nU+9VLVX/1mdbWfNvpuDgddoXdgeRHbfa3wQ9ffa44PRVLMxzxAS/djHVftSxqG4PdRtbTZtWw729\nPe/zff0zqtx1DoTdE0awBhVL0u0zfe2w9w/COKuQaKoDoH9+Ib/jOgD0z3XVHI6sSzfHTExMuDQL\ntVoNrVYL8/PzLiUE+0Wt56zfkjwlpJS5VaxKpRL29/exvr6OQqGAxcVF3L9/30uEaR21MonH4+5o\nnt3d3YD8m80mDg4OMD8/H0h9YLGQ/6vRgu1XI4ZihZIti19qCdf+ZX/YHFk+7LFWKY2npctW26Gy\nt5Y1S9I4dnRe+jw7T8IPrhTZotZm8/jwb5YwECHT5+Cwrie1xIyicesA0v99GlkY0/VpdKOAH58T\nZkEYdJ/v2YOeq+/D2BG6B+2gVZAgoNFFxzZT9moeJ8DR/VYul12OFE2t0Otd5HnhAah6jIQCjLbZ\nAk0qlXLnzm1vbzuyxWf7xo/2Dd83mUyiWCwik8m43DQcn0yPocCi9VqAoQx8MldNVdthSeWgPteF\nWgHKjl9f3fZ6n0yUOLF/fSQVCLosfbsm9blPW2HuNY4zBgZzXujYoGxoldC8Prr7VLfNM5aLO2zD\nlEP930eiwsbUsHp0jNjxZMeO7zP9O8xSYZ8/CMf0OyrrxCMq7d1uN2Dx0vu73X7eQC3sNyqRxKpI\nJIJHjx4hHo9jcXHR7RTlTm32P93G3W43ENKibbAhBFrK5TK2t7exsbGBxcVFLC4u4vHjx47A6HzU\nmDCVSzx+cQLLzMwMarVa4NntdtsdaabubrZDiRJlq7u+rVLIe3xKrP3R763yq+9mFTaL20q+1Lul\nY5S/+T3x2m6y0mco2fK5JUcZt75ypciWdq51JQJ+Dcdqz2rZAhAgW4yDsFv5w4B/XJLzJAvKk3bc\noLoGtSmsUNb066sWZhdzjclhDJz2AQcyAYz5sJhUloGiBCZqkcxbxeN/dnd30e12sbOz4wKNdZu0\nTnhtYyx2cZh0r9fD5uYmZmZmXCZvDTQFBrs3ksmky7dFos5Je3R05NzR1mTu6xNrebJuPy3WEjXI\nMqDgolqkXRSVGClhVfkNI3XWFUACoe3yxe/42vy0FrqTdJ6o8mgJq36urijd0k/ixV1sPA4oDA99\nZGgYzoyDFXqP3usjX8MwkONXsf5Jx0csFnPn/DG2jRimbloqgJwzJFtKgkhCOL/z+bwLcXn06BHK\n5TLm5uawv7/vsOv8/ByVSgU7Ozv47LPPMDU1hRs3bmBzcxP37t1Dr9cLYKdd41SpicfjmJ6extnZ\nGX7+85/jd37nd1CtVrG2tnZp/qlia+vlodQff/wxAATyajHXpJ5SYMmEut60XrUA2TnP+yhLLUpe\nLDEKI2R8hk9JVi8W063wf1U8KSt9D8Uv3qcWUMVLbY/PkjhKuVJkS4VttXwt1hSvk93eSxYbjV4E\noeqJ6qOCyzggFEa4xn1WmGb6pO0aVo9aXsIGv05uTSanLkD9jjEqTDzKPkgkEsjn8w4cmYmYZ8g1\nGg3U63W0Wi0kk0nnsuMpAGotUBnoWGCKiHq9ju3tbWdOZ11A/1gZn3mf78ndQcyTpHFbPGKIMRM6\nsS2YaKwCtW81jStoqbwtwFhXnh3nvr61c8IWH+Dr3LOLqU9bVUCz2m2YReNpLJSz7r5St4b2n7o4\ner1+DiHKkeNHrfSdTgdbW1sjYUqYBUiLxadBGrwunmF96MOvsDLOtWHKrBZar1SRsXNKLRvABamt\n1WqXwgDy+bzbocidyZlMxh1pdv36dczMzODRo0fI5XIOH+bn53Hv3j1sbm66TTq1Wg1bW1sueJ+y\n1XaockqXHvOCvfPOO/j2t7+N+fl5Z90icSAWEtNYF8dMOp3G3NxcAL9IRBjSoesoZa0kRscxxy89\nIEpcLC5ZRVixxGKCJZ76LOI054P2u/YvN5domy2Z4zyza5pavdTKyTr03awyPGq5UmQrDIgtq1WA\nB8JNzbZDG40Gtre3ne/9yyp2MA0jXD6g099hBMm32D1pexOJhHO/UZMmMOgzuEuRi0m323XZ/IF+\nZnd+DvSPXuKuxYmJCZe3hpYtpvwgYPJ/Hk1By5guULbfrXWLO7i2trYwNzeHVCqFVCrl+t+Cg4/U\nMxfYxMSEy8XDdjMJpSY3ZZ20pFIu1LT5LD34VRdfCzi8V+vRhZr18bfGGGj/8vthQGHN5mEAqSb2\nsHnrI23W1fC0Fb6fb5xynmm/q3yBy0HcWi9wkTT1/v37Q8nOk1qqBt3jI2D2uWGfDSL6luANwj3b\nXi2c33S7KrFhygwSHGJcKpXCwcHBpbCSUqmEnZ0ddDodl4E+kUhgd3cXzWYTi4uLyGQy2N7edjuv\no9GLoPpu9yKDe7lcRrFYRLFYxNTUVKDNHCc2/EB/2L5Go4F33nkHv/3bv42pqSmsr6+7Z7IuvU9d\nZExDwuS4tPAlk0nU63Xs7u5iYWEBkUjfGgXAWeBsXjd+zwS7aqFV9xzfh/frxjYAl65j/2tcLb+z\n78li47hs7COAwLpkZa/jWYkcP1cXJz8jhmtuslHLlSNbar6jVqGTVoFMFw+dqLrgaCwEDxtVLYBl\nGBEat4Td5wOrYdfaen1EblAZ9n0kcuEyy2QymJycdGce8sgd62qidYlxEa1W6xLZUm1LM8232223\nNV61UObiovuEB1ETrPb29gIxLpYUqBwJDkw5cXh4iO3tbaysrCCbzeLo6MhZ3cLkxQkZj8ddPjCg\nv+jxyBTGYqilzwKJjlMLXDrZrRbFCU3rIetXa62CrBIgX/yX1V6txsdr2I++xc/W6RvPeo1+5pPD\n01YU7Pm+mtAxGo26WD/KQoO2lUzbw3J7vYtYrY2NDQCXMUTHj/3eFh+hCVP2+HcYHvk+893rW0B9\ninOYQj3oXXq9njuii7ufecQVsUBTBDG9TSqVcpYtfSbdgd1u1yl6sVgMGxsb6PV6Llv84eEhKpUK\ner2eS4bMAPe5uTlHtKrVqtvUwL7UgG0rE46jVCqFyclJvPvuu/jWt76Fubm5gHXLJ3OLL0zQzHQh\nvJenbayurgaeS++Ekgxts1XawjBFY6l0zPNdrcIB9Hfl2l3iFvP1f61X1yG2wRdqQiVf55u1mvmw\nj3MyLGxkULlyZIsC4+BXn2q32w3sAItGo5e0P/Upq1us2+2i2Wy6XUIsOsFGmeBPQsp8gDZMDj7W\nbxe7sGuH1a3toByZY4uER7U/KxfGTbE/aNniwGdsA/uK1qpGo4F2u41KpeLiszTVANtCrZQ/JH/s\nX7Ua2KJ9ydit/f19bG9vo1KpOEsZ87ipPHgv42H0EHO+k1qoDg8PcXR0dElBsMABBA9ZHdR/Fqz4\nY8/x1OdxDugzbLyCXq9tUjLN97PWNgum9j2s8qPz0MpFAfxptHBxsVIrAt0gHE+NRgOpVMot0IyZ\nIcGm1Vh3iPFeWlO1jKMQjoo/vNZHnEe9f9g1vvEUdr8l976Sz+cDmwnUMk8Cwbx/tJJHo1Hs7u5e\nsohUKhXs7+/j/PzchSTEYjHcuXMHqVQKs7OzaLfbrk3sKxZNpUMs5Viwc9JHcnu9vhdhdnYW6+vr\nePfdd/Hyyy9jfX3d7S5U2fB+xtFyTEWjUUxNTWFtbQ1A3yrVbrddJny1DFmSRCy0ypNvLFlCRLlq\n5gCLCXyWKotaF+Wp9QH9g7mtbJXMqeXNPl/HtoaTsC41BFj3JOU8TrlSZEvB3Wo+AFzn24GtQK6T\nWBeK8/Nzd/yPXdQsoFgtQdtnJ7sdcNrZ9n5fffzMp92FlScBvkEgS4LEmAKNy7KLJkkMZctt02pJ\n5NldjM9KJpPO7UbwoqapMtPB7Ot/22afhqHgHY1eHFnBbc61Wg3Ly8soFAou+NU3wS2BYcwZY8wI\nYsfHx45AJpPJwIS0wKCy07bq+1q3go9s2eIznbPdSm7YX3o9iQH70xfUauWi84ufq2aogbb6XH32\nk4LVV6FoDI7V4rlo6WHVKotIJOJcM51Ox2nfQN8lwzgifubDqnHIly0+fNP+1ut8iql+PgwDw+r1\n3eO7xmJDsVh0+f00dpSLMGWpx+X0er2AG5HtrlarePDgAbrdiyN2YrGLxMb3799HqVTCzMwMDg4O\n3AkYOqdsuxQPtN1qvbQy4xoXjUZRqVSwtbWFd955B6+++ioWFhZQr9cD+KDy4hxU7J6amgrMUYYx\nHBwcuLQXintKPJQcKXmxxIbtpqHDkjfOCT1OR3cRKsbZ9uimK42bVTkrabcxqvZ91CrG63WzgE1z\noWuFVbpHLVeKbEWjUWdVoaA4eciw9XwrDtIwyxQnHQc6yZbVzH2AEva3Fn2uZfqj3B+mHYRdq3/b\nRfxJCu8jQUqn0wGXR9j7cSLQsqWHejM/FeO26HJkNuxoNOritTRIXHcO2ffWiWev0YVH28YJRavd\n/v4+Njc33blpk5OTzqyuBMK3A5NWP8aAdTodF3Bar9fRaDQCYKP3W/KvGp8CmY5TvU7Jlm9h9VnM\nLHnTvlYZUj68R10MbIfKUsmDyp3tJUFQAFayRZBnvz2NZItWXHWFqFWUig0XLf0BEJCdYiEtY8x0\nrqR8GNbY7y1J8uHHICJkiZXv3mFtCyNvvjKIeGlhOhldF3g/x7UqMiQEGovJdiwtLeGDDz5wZAsA\ntra2UK/X8eyzz6JcLuPBgwcBa4rNFWjbbi3UNuhb5xyJBOvL5/Oo1Wr44IMPcOvWLayvr2NnZ+cS\nVnF+82/OTwbxU8kkmTs8PMTu7i4KhUIAb5RIsQ2KM0p66OmwhEkVV7oReS9loF4sfqYkSPGU/+tG\nAq4jei3xi4YZ9qvmENR1JRaLOUugxoyR7CoGkz/oZqlRy5UiWwrQur0fuDxofcF42jFaF69hbiRb\nRp3MPkJlCUlYvRaowt4/7Lm+dlqg9FnZBj2D7WbAOuOSrCZmn8cByoO/dYElcaPplZYyunCTySSy\n2SwABLZWWyLlIysc8NbX77sH6Fs86U7Y29vD7u6uC249PDx0oKbP0PsBuPg1BsmrFttoNNBqtZBO\npwMak+0z2y571pklO2qJsmRLx7SSLZ+lwS7MqoVbMGU/cmHn9drvWrfPUqXt4RzW+rk5wUesn4bC\nca+nMejOt1gsFjgfj3OG/aGWLO1rEgPme9Nr9Peo5EbLMKIzCq6w2Gt9uGi/91l27LN8OKefpdNp\nd8gzx6SOTbVIsDDUgfkEtT3VatVljy+VSuj1enj48CE6nQ6q1Sqy2Sx2d3fdc5Rs+d5BFQ77mVp9\ndL6r6yyfz2NrawvvvfceXnzxRXdMEHcEqtKqz+V7c5MRQz7oYWi1Wtjd3XWYrHPakmbWB/RTBNl3\nIamyWEjcptx931mLE2WrmELsZF8pJrFN9KoA/XAiPkfDUfRd+Sw95YGGntPT08D3nU7nktFmlHKl\nyBYFqaZ4IDjhNF5LtUM1T+oCQZ95JBIJ7JoLK8PAIawMAqxhZZz7vugFiq62fD7vYho4CLmbkG1U\ns3QsFsPx8fGlhIDUyIG+KTwSibhYE26hplVMB7LdicL39Wlc1nxuFxqrwU5MTKDRaGBzcxPT09PO\nisdzGn1EhSUej7udkmwrAbHRaODo6AjFYjEAIto2BRIFUz5LNVu212ZSttuRrZKh8uIz2QcWFC1p\n0pgGBX+Vn8qHc0/fk+9hXakKiAQp1vuk8+Uql5OTExcXRIuWbnQA4JQLi08kW9oHqnzyBAZLoixm\njYNhdkENu0Z/j9pvg+rzKUqjtNFXOp0O5ufnMTk56ZQ/5lTk+O31epfOMgX6CrhdYxjX2e1enIt4\nfn6Oe/fuIZFIoFqtIhKJoNlsOgLNBVznmmIBgICiT2LC77UP2O+KIYlEArlcDo8ePcJHH32Emzdv\nYm1tDRsbG4Fko7xff4ALi2uhUHBknfOUyU1XVlYC3gVtl+IXyQjDcUhyWB/XbztGNbDcWnIVC63b\nUPHL1sV31s1J1qpHssU2sf02DsuSLyWAugNR8WvccqXIlmX+/K0C0cFk44qs9qAmeg4s6ze3Go1P\nG/y8i8KXpcFby9Y47dBJWC6XUSgU3CTiACfZsi5bypNky2qLOnAJRI1GA+fn58jlci4BIAM1gb6J\n3aelW2LFz6wLTfvQAgaDKLe3t7G7u4tqtYp0Oo39/X2X7VvfT2UWiUSc65Hvw5/j42OXmZ6mdDtm\nLTGifH3fKWirBU+DrXUO8LswgKQ2xmfoNdaiYMmhjhkqQGyfvX/UMf40ug61cExTLkpggf5iDiCA\nXxpjYi0EJN9c4LXP7PxXt62WYTjhuz6MyNliP/ORvbD22JhQ3/N9liK9fmJiAisrKy69DMkWTwqh\n7Lgw8/5EIuHcsvoMWiVbrRZ6vR6y2SyOj4+xtraGbDaL+fn5wFqiSpJdhFXZUCWHWKuyse9qreT5\nfB4PHjzAu+++ixdeeMHl+WIMoMpLraW93kX4TaFQCLjFWH+9Xg9s6GCbSWrUTch79PQMtYIr2dK1\nQgmTWpNIZtQyx/ZTKbFx1qqIKP7p2Kcc2UeKhzrn1IpvcU8VTf2M69q4vOBKkS0gmFkZ6A9APfSS\ng5bX8qU5SDT4lN9x94XV5H6d2vUoz9JrBi1g49blK9FoFNlsFrOzsy4ugQPfkh1LQLrdrsubpQsJ\nBzK1JGo+R0dHiEajKBQKmJiYwPHx8SUtyrdIWC1YFySCnBIMlRsnOWMh4vE46vU6Hj9+jHK5jEwm\n4+IWOG6sVZUgrTsSleQx9YWa83Vx1br4njahqbpQeY1qb9So1KLEd1IAUCKlu3ht3fpsykmJlg3e\nVvC2faLvqACo/cExwfnK5+sml6elUHZ8N8qF40uJtH6v8ubCYQFdj33RMkgp/LwKo/b5oO/DCFeY\nAjtOGYaJc3NzWF5eDqR30PGs1hSOW64bh4eHbn6wDxhvSvdiOp3G3t4eDg8PUa1Wsbi4iN3d3YAC\nohYXbatim2KcWjeVrKkyp/FbvDadTuPBgwf4+OOPsbS0hE8++QSbm5uu7fQqUG5sTywWQ6FQcN8R\nF2OxGBqNhrPSaVu1DRogTmVRY5oUE3V3LckMPRiMadTNH2qR4n2UkWKbYiXfCYBz6ZFMqzLT6/UC\n5I9kS2POdAyrl0wtYtzBqpg4Ln5dKbSz6Qa0+EgV4A/kZOF3nU4Hx8fH7hiHYQDk08zCrvP9besZ\nB+j0+kHaZZjWxzpsu3ztYGoEpkSwVgpth118Abh4B3WPcEAqoTg5OcHx8bEzZTPeywfCtg32vSxp\nsIHmQF+DVJAA4AJEt7e3Ua1WMT09jUwmg729vYD7lEVj/pLJpItF07MgO53+xgsG5yrZsFZX7Rf9\nTjViO0b5Hrp5ge8PBBPs2XgLS571HZXMaZt1bKkmrP2k2iWvJShpgD0JBoFLj9SwLp2nofDIHR2P\nam3gYkrgZ/HNOf2Ou6lphVUS5LtnEPb42qbf+a73/T0Ig3RM2O/ts4e1dVhZXFxEpVIJuGx1PHO8\nae4ojkvu6tP3yGazzkIWjV5saHj06BHOzs4wNzeHSqWCDz74wMUG6dxQC6WVhWIxgMA4UIWRZIXk\nRwPvC4UC1tbW8Itf/ALPPvss5ubmsLGxESDw+v4aasMgeZKTbvciuWmr1UKz2XSJV9VSpDGEFl/t\n3CexIRnTd1OFV2XG+qxMWKeSOKtgk6BSPhajrDVO+0MJmxoTeIQcr+OcZfohYrCGy4xarhTZ4stp\nUYatg5VCt1s0+bcuMGdnZ2g2m5cW+LA2jKsNWlLi+27YvaM+A7gc+DpKHT4CyWBdxmtpMOIgbZQE\ngGkf1FTLoEJaEXu9Ho6OjtBut1EqlZDP5wHgUpyEEhP7LNv3vh8gaHbn++ok5OHUh4eH2NraQqlU\nQqlUwsHBgbtXgUPHneYho+tUiXyn03GHBKs7ULdA66LL33as+Ui19oNqlgouCk6qjGgguvattQb6\n+kC1detqCbue/aAbANQNRqvBICXpq1x8ZISLgXXt0OWii4KNn1M51ev1QH+Oq8h9nvd5UozxXROG\nZb46Bn3P969UKi4FgypYtGKo7Lnoc44woanWNzU15XJscbG9f/8+YrGYiw2jRYzFZ1Xn37qmqSKo\nLjsgGGfEunQt4+ajXC6He/fu4f79+7h+/Tru37+P/f39gTJiHFo6nXZki887Pj5Gq9VyB2ur9ZmY\nRtc4sYtrrxIXxQIfnlvyZbFFPQN8vlUkKRNrsbchRZQxiZPP7Wfd+GyHElKSdNabTCYDCuM45UqR\nLSDo16awKEy1ZnDS+HZN8X92xMnJiTvHjnVrseycn/lIl2/y63eDwMYCiU8TDXuOr91hzwoDPfuO\nJEfcrWcXwTDSyXroRlRNRxOa8j4GoTJzvPYrr7EuYRafW8v2k34XBubURHhcz/b2Nubn512GZ6aw\nUNecPp87NlOpVCATMwNxGRelbkhf7JMFIbt4qslc35XjnrEVXMBVg+f1aumzWqFvTPB+DdS2pFPJ\nmcpcf9RqoIRLCai6O5/G+C2VHftQMYrXKAFXXNMxozLqdrvY39+/NCft2A/Dl2HFYlHYd77Pfd+H\nYZmvrb53Ujn6nqvzKZ/Pu8XSjnlfm1Rm9qieXq+HarWKWq2Gbrfr4ks3NjaQSqWwvLzsFCztY7t7\nXmXi+07XOb2Wn+tcVMIUjV4kKP3000/xy1/+Ej/60Y+wtLTk8Iv4ozuLiTncsXlwcOCe1ev1XCgE\niZW2TwPLuQ6z3bom23XXkif2C+OviGV8lm6qYj0kWzqPLNbpO7IObQ//188sbtFlSAKpYTBUolVp\n51j7SufZsgsF0Be+DQL2TWZdhFXAtGbYtA/DwGgUsPJpl8MAwlf3MKLFz4dpjmEA43smJ7DVuHmd\nL65E6z07Owtsm47FYi4OSncZHh0dAYA7o8vnruP99pkECnXpKdDy2jCrmG0/yeXh4SF2dnZQLpdR\nLpddagq+G8cY6+VuICY3pak/Fouh3W47F4/GjSgJUbDSd+eEttfZmCsGwRIEfId/60Jj+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p4+X8/OIMUj5DN17phoTz8/OAV2zUcqXIllol7MS1QYXsGF2UdeHRfCva+cCFdWt+fh6H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RX9fj/l2Q7y6elprhXChTh0gFPeDYBOysbNzU2G2bkHckXOJOU/nLfGJobZbBYnJyfZr9/qOlsX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\nsqRQ0oQsSOcKFVDgMoz14d+sqbPrqZsbcN9qtYJZlSahGyhL7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KpMqBmHpwWZmlMYD2Y4kiO0reZ0Sk453rqHUtETY1uldhQK+DPAgyqSQq2/fI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XKEImPmWWRKF28qCGV5Z6TKSYkEOYOdDULnTWTpaL+5gcj/AYT4gCFxT0zoYMV1uNYR9BrB07I7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\nZWLr+ixzTnRsOT5Sk2shUawEqrzOAEQsLnjm+Xze6FHTms/naSM5MlVap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ESh/a6c6Tyf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\nsdsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.morphology import disk\n", "from skimage.data import camera\n", "from skimage.filters.rank import mean\n", "\n", "g = camera()[-1:2:-1,::2]\n", "f = mean(g,disk(1))\n", " \n", "compare(f,g,roi=[350,400,100,150])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We observe that noise is smoothed and that small details can disappear. If we increase the radius of the structuring element we see how bigger borders are blurred." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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D64z3kbBfKl/OgJL37XGkF6NrU1NTfYCVI40OxNDe8X7KEhrrNwymnGXOOapZ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\n+Mm/3Cb0Op0rAmsesUKg5DMGfNNxBLQ2Nzer/5FrNpu7/lstJ0cdoJX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b9vWvfz0LbHLE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K2DdTfOuQAoyab47SoWAdx7zzn3PPZe+3H2UdNk6B67yKxAskibi00FhiJhH/mEQ5zAGJcp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YnAq2FMAqsxXrE/tJn6mB52ZF13ic13FMryoploHP1HDR7yJYSwFrxkl3kb2IYOvk5MTq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\nY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/i4AmhMP78Xh+dfLr16/Hzs7OdO6TzntatP6rOA85e52wAZz29/djf38/Dg4O\npouYaueVP00C0FJPCXQv8l11IOe5Qo0e897lr8t7B2NuFMLZW5ev+qyVlZXpWli4j20a5xd0COt+\nXKudfl2mJ+scaHqr+lCBp5NLAVGQXphyxscZoxY8ZRXRZTp7olAJ3JAeX8Nj8RxHHlJSCNQeaeaR\ncjBVea60x+HyIhM3/OOG3lq/2QPl9r1zo7I6E3HmHeEeH5erDlHxNeqJGgpTrev0XFWP3fMrqQxJ\nBk68KUBhuEHj8TgD1IMQLn8FITYUuNZ1prIlTvg/hii0JTU4DE0XBVCaThhLQBQP3wGidGI80qrC\n8as6C1r/Vd8wROH48PBwBqD29/enEMX5j8n/uBfDjprPnAbEgeOiw49uBMF1tJC3vM/y3oGY2gQt\nK85nB6e4BhDF9+O8whE7IdgOuVEU9cbq4qpVPvRAVI9cKoiCtCpDBUwtkNLzGi5EqVsLXwEKvxme\ncK5Kp/YMeuBpUW9Ubw/EVUKkzc1xqqBKz+lwnh73eqOqPFWFizRlXiikNatnfI7rp4Mj97+rzz0Q\npc9tSQugKqgCRDFAaTyX8rZctDeKDZoaHNdJzNp95oViDzR0GNoyhDt2SGMW1x64ch0S1j+6sCYW\n1ORPuvDwndPPutdOgus0VG/i6WRyBqiDg4PpJGeOE79yr54VTjvKAHnNeg9x1bqgH453eoLLrBei\nMtvooET1ZVb2gEm939kmtaPIr6qDwAtGq43U+PZCVK9cOohSQ5JtWc/dgVQFVu6ZmunOS6TeKIyF\n8x7/V2l1FbsFQr1w1brfAZSKKqKhE8Ore918KOeNakEP8lLrEMNUC6IQZg9AZfDEv3sUm8bVPcdt\nHN8KjqqeeQZP+iw2tEt5MMLGRgFK9QNfC08Iz8/JvFLsiUL5R5y17/F4PGPML0IykFKIyjxRDJFs\nLDl87DNgchsDk04kxzEgirejoyNbFrxAJk88d+Wo3jAdzuN6oODQ0gcXAVF8vQJ1BSOVJ0rBiG3n\n/fv3pzZS49LridI4Z/BX2YxKLg1EtSpABVO9nig9lwGZZvxoNLtiuQKUghQbrkoxaXwr0MngSSuo\nAy3+7cCyMtKcDgdA7EFqQZQb0qvuUQhAnFp1B8qAh1O5LFu9qixP9LiKR6uBOuPinpHBrZMMlBwI\nZ/CUQRMr1F6v4FLaop2n1pwPB1KZd6o1J0rrlYKVyqI9edXVQyDKPUvrntZ3nX/JXicesuNj9VAx\nRB0cHEwska3JAAAgAElEQVQ9UZwmlId2/CaTyXSeFPS6gyjeI0wGKMyz4o8XtwAq00tqMzP76PSP\ny2t9lkIU9s5+MbTzaI3GTeHJfSsxY4KsHi4ilwaiIvoT6SpMVkF6oMpVzBZEacNlkGLi5gqiz8gg\nqserpKDlgMulF3HJPFDcWFyPjuGJlZMO77Ugyl2P48xIVyDl6gMa6ng8//q+80K5cnLg1IKlRepx\n9pxKOWodRDpdnmt63OTxlrg2UA1XL+VMWK+4/xR+tKfd24nQsNiTod8aU+MZEVOviOvMwKBCKoB2\nnQQGRV7S4Nq1a3H9+vXpquSIL57Bz3Wdqslkfl06neuk8MRv4qlOu3//fhwdHU3hSSGKnw0dw/nE\n8QYMMEBpJxLXIl90fbD19fUZoByqmzI4cs4Fd73WPefR4eE8frZ7htNRTucyPPG3Ehmw2ZOK52oH\noWp7PXKpIKpHWobGUWkFFQ6mImYhihVABlEKT/gPha3GLKLtiao254lS6HL5kIHjUJDSrYIoF07L\nY5UN5fW6ZDmPHTxlXpShENWKixqe7J4KoiqAcnWRFXsGU73x12e6uvi4yVD4VIXO9UHbp3qiIvJX\nyyvdx8AyBKLgWeE4w8gpQGk+uHOIm0IUPiTMi2tub29PvVBcr5zHSfOlAigslqlLGGCvS63AE8Xz\noQ4PD+Po6GgG4pBeBSgIe/84vjofizvqAAW3yKgrZ65frj7o/xpGZv8ym6DHEOeJQh648NU2uLjx\ncCaDVNY+HEBdhFxqiGop+8zgOUioIEoLWis9Kjifw7EzVgpdWeV0EKWAVMGT81RVwFhtEG4gLYBy\ncwFaEOWG/fh/VVKV96iqLwAJ/b/lzcJ1zlOnxrA3Ls7rpWH1wloGgwpPUO4KT2oge8AJm3YQHleI\nGiI9YK1tmScS4/5ekNLweI0pLFKJ8FzZcT3h67L2okCYhQf9xp4ofTtPlzdw7TXTC6ynGFD4sy0A\nIQUrt15d5olyHpQMipFObu+IJ4YQ1RM1Go1mvFCbm5sWoqrjbJRByymzlRqm018qAMBMr/Hmys6l\nB/mnG78soXVCQYrjX+nkSi4FRPWSY08BVdCUAZSe10JmIMI+YhYyKm8Vx4uNWOaJqjxM1e8eD1aW\nd66noQrDvc3CyiCbFO68Udk13LB64YnrhoKUg45MtKzUkLk62CtVTw7PcmnJYBfhaJ4BpABRqG/6\nxlBPGlDf+TfXJVaAj4sMKfPqWlb2KH8eytN5NNoOsnrJwAKvFoaD1tfXZ+LA+iBifs4TAxSXszNW\nPZ0STiMvsom38wAOPJzHYWe6QXULd/awXAHWfQJQqXfKTT6HB4o9UXqdgwwAwMbGxgwkMeyx9547\n6vDoAKCwaVk5HcF5zXsVxLcFULzXe1WQXs4DPtbwXOdY71EvVLUSv9pbFQe7VXpm0ta84pKII27+\nrzI8QyHLFQrDE0MG3i5gmGKQioi5YRQHUc6zlAFS9t8inijOQwcyPZ6oapK4Kj4FqaxnOQR+qrqh\n17QaTZVPmWJpCSvR7P4eUONwOF85nvybAWpovBmg8CyeFMr16qrJoqCchdG6RiFD50NFtOcDaq8+\nYvZNL8yPqozteHz2phk/m19E4LbMbapqdwqJ7IniFcp58nA2KpBBlNNPDEq8+jiAiD1T2gnkBTf5\nHp075fISwLq5uTmn53ROlLan8Xg8N5SH7ya6eqM6Kus4Z9DibKc+IxOui+rp1Hs5PK3Lrk4DRHXd\nMzdJHyDq7EXVee2VSwdRixqqLKwKnDLo6IEo9NJWVlYsPPFvjgunzXnF3ITyHg+ThsMNW49bPQNW\nltrz0q0XohigFKj4+RoX7YH31pchMJU19ouCKDxPe0Ota919Ck8aV327rjeuGcCens6+cerq2lLm\npQILFq2PPZ0K7YzwZ0rgbUEbhO6CkWNdgKG+4+Pj6VpHCh4Y7mJd0FuPkT7WZ/wJF7ccg/P+cp5y\nHrEucauOVwDF86MyTxSucetKMUThWn6TTJ+hL+GwXeC30HgIS5d64PqCY9Xv4/H8KvYRs6Mm/HxX\nF3s6EVq/szKrQIr3mTj41A4cjwQpPCKMLE49cukg6qLFeRUyCEFlVYWlgMRGBZ4oLUge/qvi5CDK\ngVMGVS4M18tswUAGUM4b5SaX90KU2+P5uu+BJ5cebZxO6VfQ1cqvRQH/PCDF6XBeh6Hx0OPMWKM9\nAKZc/VqKl16Q4utb/2v560RoQJROWAZEsT7h9ooNIKYvpvAcKTfXsEovnpl9wiNbUwlhqy7QDhmm\nGvBCmToPKtscRKmnXSGI9V5EzIHb6upq+QxOD/IFQ1UAJ94wfKWi9ozBmPN5NBpZXc11rtWpHCIt\nmOoNl+sVlw3XD/yXjbxkYQ7R5ZcSohY1UlkYLYBSMImYn6ymQ3RsWBSkHEBpHHAug6jeCeOZN6ra\nVz09BajM+6TKpJoT5ZS/epnUgGTnkW8MFrp3ylyBJKsnQ/aLSG8PXq/NvFEa9yqsCkx16E69UIAp\nV5+WkssiINXrhYJxZE8UFoWE90ghinWK69wcHh7OzDlhHYhrsvRkRks9Uep54eEa1VEZ8KtnBd6j\noR4o5BXrNQ6r8kQpRB0dHU3Tos/ht5i58wiIWl9fnw5tuiGsKm9546FSeLRGo9Hcsg7j8djq4VZ5\nZnW2Kn/3u7pHw+ay5qFm/Mcr2zsI52dr5/hKQVSVmEUVtfNCKUy5OUVqrNQTBUBiaGIaZoDiyqKK\noQeieuFJw8kAiuMCcXBYeaAcSClE6Th1tQ0tUyj1HshRRex6zdl9PXuWLC1D09gKA2UERcgytK1k\nnifnhcIzFciXUstQkMI97pxu7Ini4bzME8UQ48I/ODiYaSMIJ+JsblRLnOHiobwhnqgqD9S4Zm/j\n6fCkWydKlzhww4MOoiaTSayurs59nJiBTV/AcRDFC4+qx9d5odA+2W5h3hu/1be5uRmj0SgODw9n\nwj0+Pp6bVpF5o3qkpQsW8UQhndyxB7hyvHWIj/NMbZ7bWnJpIOpBS+WJ0oqoBp57UwpSClDuGoU3\nGD6Oj/bYFKp6vE2uIjkPVAYCDqAymNKem26tSeN4XuU10nNVb6mCG3fvEDjquSY7r+m7CNDS+VBZ\nWC1o1eMMnHjP9XgJUf3SA1JZ+8i8UaPRKJ0TxSthQ38oxHAZ4hiTgwFoMLZsrIaUu3YQdU6UeqF6\nwleAgi5ij5BOHndrRFWLbbr/nfcdoHl8fDyFKbdlc6IAt7z4qJsCwmnnvNUONy/UCc+WdqIVTCBD\npgeoM+BBiQIUnuvmSGU2D3F0dvNCIer09DQ++9nPxq1bt+Izn/lM3L17N1555ZV4/fXX48knn4wX\nX3wxtre3F8+NCxQ1OM4YOMmoVMEjgyimfwdhPfOg1APiPFEZPFUA5dLj/tO80HxzyjqbEO7+bw3l\ncXnpvlWhOf9cr2lIT0jL4SIVgaufGcC4//j/qgfFeaHgzvWwMsYVMLG3azw+W4Qxq1MPUy6D/lKQ\nUqPGxqFnOFyHnjKIYkDi9XZYxzBoRcyuZ8QQdXx83FXmquPcxHL3FqLe28rPDKiyt4d1moLrJOoc\nT9VpGsesHNVL5iZ1I08Yokaj0dxzET7vNX+Ql/BIobzRht2cIs3HIaI6jO/P4jhEX6CToN4ntZUt\n+5g5GyqPJ0s3RP3Lv/xLvOc974n9/f2IiHj11Vfj+eefj49//OPx6quvxte//vV44YUXujPgQUnV\nk8962SwOYNRzo4YJ/3MBKkDx0B7HhysaGkcFUQpQroeWbRVM6VbloQMlBabsvIMolx9aRkN6tgpA\nbp+JwsnQexXgep6F4wooMwWGZ7ZgyoWrUDUUpFDv2NP6qELUZdFfEAf1VSeEr8O1o9HZhGGeE6Xe\nYJQTAEbXY9K35BiYDg8PZ6Akm5+TpYt1kfNC6VBVFbYz2hVAuflMDo4yb7peq2WR6Y0KzBTEdAhu\ne3s7JpPJnLcrAynOYwZWnhuFeoLyQ1tmnePSV0lWJ1t21+VXdi17yhB+y/PUGplx4NWSrldn3njj\njfjud78bv/VbvzU9953vfCc+8pGPRETERz/60fj2t7/dE9Q7KpWSwTFECzGDp1YhVJsbhlMg4s3N\nBcgAqtcblRk6Bw1ZPjqYGupxysLIYELLi0WN9aIApWWvv3vAoKVosrx0/1f5lHn7Wgpfe776FiUb\nltbX7LOhCfeW08OUy6q/WFp1IPu/Gs6DAYLeYMOqn1y5fv163LhxI65fvx7Xrl2LnZ2d2N7enn4Q\nWBc57Gk3+N3riXLtzp3L2o0O62UA5SApm6rgvFBVR8zFKYMo5A1PLOc8rz5/w3uOC0MUD+3px3s5\n7gpBPTqf08eeUaen1Luaefn0+Zx3PK8Nb6Hu7+/H3t7ezHbv3r2ZbW9vb+Yj0rruV4/+6vJE/f3f\n/3186lOfir29vem5t956K27evBkRETdv3oy33nqrJ6h3TNSQZT18lpYXB5saQP5/MpnMgdP9+/dn\n9i4+7EHBOec5UoDq8UT1AlTW6DlOqpyGGPgWXFXlx3HKznE8zwNSLnxVKi2PU6vHVtVPB1nOFZ7F\nz5VlBmZcZ+FlckaIvVDsdXUdjR7YfCflMuqviNkhfteWWh2biJh5Ow9GwrWJ0Wg0Y1gx8Vjf5BqP\nxzNDg/v7+1ODo5/bqNKlaQQs8Lf8tF4NkQpWtANQDc+xga/meipIaf5qGSFu1XDeaHTmieLhPAxf\nwfOCsN1e810hCp4oLj83jMU6aIhu4/g4b1mlnx10a/5Cd41Go+mcqKx+q45yDgvnzGhJE6L+/d//\nPXZ3d+Pnf/7n47XXXkuve1QUpkrLQA+BKQYlNqQVRClQ4V4uHFaULYjKAMoZMmfY1Kvmhl5cA+K8\nbPVK+HzlTdFwzyMOQvk/tx8SdgZrEcMmfatU4KT55u7NIErPcTiuTmrdrkAq83pWMP6w5EHor4eR\nphZIZfXF9dRVjzBE8aRjfYsLBpcBanNzcwpn7pt+LVG9li2uuUheVSCVzYfq9URlQ3muE5fBlPO8\nqC7Uobetra3pPDTMP1PdoXng8pvnRY3HZ29mOnug+pzzuSoDPkY6NY5ZHrVgyv2u6omzg1zfdOSH\nj1vShKj//M//jO985zvx3e9+N46OjmJ/fz/++q//Om7evBlvvvnmdL+7u2vvf+2112aU1yc/+cl4\n+eWX4yMf+Ui8/PLLzQhyBvBxBSo9Q15ueM39r7AB9ylXkve+973xa7/2a3PKzTVCBRBnQDXtnG4H\nRC7+rlK4/NHt5s2btjK6nlmmXLT3pul1rm+XdpcHvNf/NYwPfvCDZWMcItkzhgKUu97BJB9/6EMf\nit/7vd+z9w1RMFVdqgC78ly6sLO4fPWrX50eP/fcc/Hcc8+1suvc8iD01+c///mIiPiN3/iNC4+v\n5h/ghtvz+vr6dEgN+62trbm2HPG2btIhDVeOH/rQh2Y+I8IfcmU9cnR0NA0HwyX6IV7Mk+qRlZWV\nGUgDKODDw9jwFpluqkdv3LgR73//++f0FL91x0sLOB2WndMwnR535an56D6ci1XMeSjp+eefn+YD\nynlnZyfu378/N1yuz9fOPL+dx+WMJQ5u3brV/F7gEIhS+cAHPhC/+7u/m97b0mO9/1WibcuN6ji2\ngGT6azQZkBPf+9734p/+6Z/iM5/5TPzDP/xDXLt2LT7xiU/Eq6++Gvfu3euemDkej+Pll1+OL3zh\nC93Xa+LchEf+thIfu08I6Kqtes59cgD7iFnD9+EPfzj+9V//dc41616ZzSYwOo+EM3Ja6JoPiDsr\nQ17pFnmieYNw3ve+98UPf/jDuUqezZnJVvitPpmgDbLyFraMN4S9Q9h/7GMfi3/+53/uBqleiHM9\n/55w3P/Ou6fnfv/3fz/+8R//0Ybj0pZ5pNywrutMuM15PJ3n0z0/IuKP/uiPyjx5J+Si9Bc+1Ptn\nf/Zn8cUvfvHC48l1XBdH3NjYiGvXrsVTTz0VP/MzPxNPPvlkPPXUU3Hr1q05nRUR8eMf/3hm+8lP\nfmKHYT/1qU/FN7/5zbh582bs7u7G7u7ujM6Avrhz50785Cc/iTfeeGO6/+lPfzrd3nzzzfjpT38a\nh4eHXUZ2bW0tdnd3Z5578+bNePe73x1PPvnkdH/r1i1bB7XD9nM/93Px/e9/f241cZ0Ps7e3Zz80\nrEsfHB4ezg39uSFAdJBd2+KPBeMYQARI2traitu3b8ft27fjrbfeitu3b8cLL7wQX/va1+Kpp56a\n2Q4ODuLOnTtx+/btuHPnTty5c2dmWA/5Dmhiu7a9vR03btyY2cbjcdy7dy/u3r0bd+/eneaPywfn\n6WpBzWQyiT/4gz+Ir33ta9ZhcB4vVOu57j6Uj364GB0HtfsREX/8x3+cPmfhdaI+8YlPxFe+8pX4\nxje+Ee9+97vjxRdfXDSowTLEjVhtek/mDWKBsea9g53T09M544VjjYc7h2dlHoLqXGtYrzXMl3ld\neqXyVrieJOcrh5GF1wNSel9vvHsAqKcuVffrvgIp7u1W4XEa3B51DIYHdbR3OM8Z3qwu8XMfVXmY\n+qtHWMdofcg82XoNwnGQz14cwO94fDaJeXNzs9kJVcDi4aCIxYa9XR3ruYf3OHZehcoLzx0BxNfN\nj2oN4+lcGwCUbmy4dejS6QOOFw9LwvOngIJ5uPfv34+1tbVpWasXbDweTz2IDJS6MCkgSreeMjo5\nOYmDg4PUxladQXeNkyGd2fF4PAVfhM1lj3M9aRsEUc8++2w8++yzERFx7dq1qVv7YUgvSFXXOCqu\nCrnKVAcllbGpDFYGZ2igWeNveQt6YApp6cnHXqXo8gb3s6HI4K0VT42vwlmvQef49F5f1aHsHt2f\nB6KcuPzROgWFCkACTGVx5vpS1Sl+rh4/bHmU9NdQadUTPg9AjshfTeffuFYhSj3VPCGZ3+xyb9Nx\nnVtUTwztBLmw3JBW5WXluLspC9WwHutozif2RGGBS3ilcE0GUdr2OW68dAVDFDbMe+L4A5gYfldW\nVmaGEbOPNAOiqjlgfMzlfnJyMvVOqg7M9EWPHsnqdQveofsQNg/dqW5ryaVbsZyNbaUYMiPlqL4C\nKVcALmM543u9UJkHSgEgUwqu8bcgqdqy3l8vVGjesFHNNgc+LhwHYe46bdgXacRdvRgCUS2AcgZy\nEYiKyIf0OE/YuGT1EeerOpXVm0cJoC6juHrRM7GcvUuqw7KOSsQZRMHww0uhnhWeOqHGuPJEZWnU\nOpqB+ZD6xLpYAYr3eqz50+uJ0ufqmlsMUJi0r3PPFOJUF2i82BPlvETwRMELxZ6og4ODGYDD0he6\ncrsO6WXxagHP/fv34+DgYBr/ll3t7Yhl0FTpZOQNlxfqtrO1Lbl0EKXiKpg75muHbC4cSA8kVMAC\nAwUDqVCxaLgO3vS8u66VRo6XxlF7fNzIRqO3V5bFte7tPLfnOLiN46X347mVhyWrI+4aPCcD7F6Y\nqkAqmxuXhbWIIC0oB95rXDIj5kDYlcdSzidat1v1RK/BOQgP2UL0utHobKkDhgu9hg1P9m07bTct\nqMraOKet0lPcOWCQiIg5AARYKCi5dGTCQ+TQ5fDOMTxtb29PN0AUwyfPxdE1mhzA8RINeFPSzVeC\nHmZPFMqXoQ0Qxesl6ceZAVlc/9gDx+Wg5RJx5oni+FX1IAtPxenI6hz2DLpuzS/eWnLpIQqSFUql\naHrAqdd4LQo9zhgtClItL8GQjfMvgxcHUOrd4PxBI3YQVeV7C6BYUfOGuPXACOe5u86BlD7T/XbP\n0H3mUWgpmwrue2CQjY0ClUIVBP/jOa7OLGVxcXV7KEC5/7mtOkMIUThy8XAQ5bwpiNci6T5P/nFa\nIfpdwPX1detlytLh6rzGF29O8rwnvGmom84vw9Abno2843JXiMrmK+Fe9URhiQH1GPJwHoBJIQqb\nq4dahu74/v373RDlwqgk0+8VTOFN0/X19RSiuDNSyZWBKBZXSD3wVBkwNbIsQ+GGezD6uwVQ1fCd\nPi+bA1Xdv2gaR6Mzr4/LfzbSGJt3RoDzusoLjmcGUdrz1jzO6k7vfy6+Vd3puYcbblaPW9IDUMgH\n54VSsIrwxsMdD4nnUoYJl0sF3lxuENYdXL+0Q4N2DIPu2qeDKPXeOB3i2p8zvEOh3NVNHfLXYUhd\negUbPn1SgZR7Lp6hK77j7Tve4yPCvOF+HEN0DhZAiofb4IlCHmMPiGJAjIgZgIKe1DetezxRrq5l\n5Vl5olRXuHxmyfRbz2+GqPX19bk3LeG903ZRyZWEKEiPwargKQMCiFYYZ3AykGJ4ysIdCmY94NUC\nME2Xpi8Lu+WFqoaOMpDKIMrlN9/DbmaFqBZItRpNBno9AN66V3t32b43ri1g1DLhsnHlVAEs15ks\nvkuppZWnQ/SVG6bjjg6XM7+lxHDEBkXrNK7jSeUX5YnKAMzpYgdlqucAFAxS7H1Q0FBPTRZf1qkY\nHmKIYnC6du3azG/VywxR6onKhvN0XSnNL347D+nmvEbYKysrc59y4rD5zT31YPYCMda2cnW2VSec\n9ICU+58hamNjYwainBfqsfNEuUbWUjY9/znpAR0HHDxcokaJlVsvPJ1na3mkOA8zA+pgCg2Y84qH\n8hxEZeCqecHP1WM1/gxRvXDUAg++ttewVfuIfDiv9fyWZIoGacwmkitMcb44A18B1BKkFpPMgCw6\nnBcRM0ab79FXvQFHCkIM09VwXjYnitPmjG/Vrlk4HhwGfnO9xrMYoNybdhj2yrxqWh6s93ghS15Z\n3C0aCojSMkYcM09Uz5woDisiZiCK04xrEObKysrMtzQBPNlwntZBFWcf9O28i9APQ+9ViOJFV3nh\nVe08tOTKQBQntseY6TmnkLLwnIJrKQK+zgGJM1AZ3GT77J5FNg4PDcd5m7RRaRzG4/F0+I4nbzqv\nS2UAevIAcUTYGs9W+FwOmYLobfxsRDJFw/nV+h9bZpha4upkz8sGVZ5DtE1k7eiqyNA0ufLtCUPb\nomtvrbqtcKzDQjCagCl9HT6bbFvpTKc/h6Q9A8ie/NL70WZ0iYZsIjHPm2I4PD09jdXV1Zn060KW\nGxsb09XFeYVx/lgzljZQQXjsBdNycx9P5nRoPvD9OhTI3i4HW/ypIPdtvwqitCygm91aVpz+Kpzs\nmqouOT0FcXWbAQr1H/PIKrlUEKUGzhVk1qh5765rVYosLplUYKPnnBFyAMbhZsCVXafP1Lf3sOfr\nGBr1zTsGKoy1u2dkyrjHCPDzW+AYcdYweI4ZFF/LALWgp1ccjDlQds9ywK1l68Jy91Rx4/xymwOp\nVhyX8mBFdVcPNOE3G1C36edPKrDK2rGLp/udSdWR43S1zmlbYf21uro6TYebWD6ZTOL4+HjmqxcA\nKeQj9MloNJpZlBTeJwYnDOHx0ga4XgVhu6UOFKLcB5O1Q5YBOCBKO8fO4+W+OqFQ3gNReH72sWQ9\ndmFl//dCVFafGDI5/dCFPZ8vulQQ1ZIWLLlzmfJpPaPXgDnl0OrZ63+t+9y1rfMOpvgcp3Mymf8O\nU6a8HUCh8el48xCIcvmi+ZV5ovgcKw/sOU/OC1AtpYK8cvBcCU+UXQSg+P8WRDnAHvKcqy6V8j9v\n3vSARM+G67PhIAdHClZoN3pN1RFy+dSrW3sk0wvIO97zMXuidM4Lp8cBFEMUYGc0Gs3MfeK38NQD\npZ99YYhCnjBE6bwoBzZuHg/rCJdnuA5ggGPWj1xX2AvFYN1T5loGCPMigLvn+spmsIOgAihsLbkU\nEMUNRo+rnpgr6B6A0mM9V4mDGP6vdQ2DiF6rYbh9z3VuczDFykq9TzqBHHud+8SeoR6AqtzFVc8i\nYt4TxXHUOEX41/UXFQUohSQFpyxd2W8FW/f8njhijy37BIbC1FC5CIP5uEkFBnwN9i2A4uscSDFM\nTSYTe07nDrWG9rJ4VNLqBFb5xWFw/um9PIdLIZP3DFHYjo+Pp9MQAGHj8XjO+wTPE08gx5pQ/H22\n9fV1Wz7Z51+cJyobXsv0Gf7nDi0AinU9x4fnDGVDea6cVU89CIhy17ryz+pWZnscTLXkUkCUSgY0\nWkAtatbrXBh6rld6vECVMcwqQc81vc92IBUxvyQ+gAR7hhOdQI4GA0XDvRdthK5RuqG3lmGBOE8U\nu98ZoPS+ITDVqg8OlqpzVZo4Tq1rWuLqQguesuf2tIklSJ1PtH1X4JQZNgdQ6nFyw3nsoci2ln6t\nDGaWxhZAKTC4zoirs+pBjwibnuzD9XwdvEXr6+tTiLpx48YMRPHimgplADkup+zNQAdR+lF3HVbN\nACrzvruyAmTp8KGrX2onnU5jD1hWHx4URDk714InXNejVy8lRLVkaGFUIOWujZj3ijiD4wyWM+Kt\ngsrCzPaLwJM7r8oKYOIAip+jLuYMmLLegF7fKwpgiGtWPg7QcD77rQpERWGJlZSWY/V8vVZh1UlP\nPdI6UXmiVJFU7YKPtSwfZ+lRwtV9Vf2s9r1tjTc20ph87IyMG/6r2q3WgUp3VtCu7akCM9d+VH9r\nPZ1MJnMf58VijCr4sDA8UDdu3IgbN27MzH/CUB7gCEDGQ3XY441IfkOQDT7Kh4fYYEtwDQ8F8pCg\n5itDpOYrhMHSlZvmt9N5Wh6c7vN2zFSP8zln/1SvuaU5FJoYOCu5MhDlAKgqlKznVCkk/ObK4ipD\nC1ocrDhxlbFnn/3XC1I8MVvzgRushstDeTrGXilzhO+8UL0g5SCMPVGIG5cte6iy8Pj6FmSrZADF\n/zuloPczDOp/2b1ZWJze1jCeG86r2pcaaPZoPo4yFKBabZVlKEDpvdxOdDgP6wS5N3DPO9Gc09ra\nOAzdKoPudB/aEP9W/XR6ejoDTxiCc29ora2tTUHp+vXrcePGjdjd3Z0usslzoNh77wx1xNu6SL1f\nfC3mQ2GIjYfGACcMBQpR2GceRb5O813zjOPdoxs1/7PrMnH1t/rtbJuWAXsc3Qe0Nf2VXAmIcgnt\nVY7IImkAACAASURBVCrZOQ231YgzJdDb02rJEKDqBadWnBmkFJ5cPHoBqioXVfAthczn9Lmj0Wj6\nRo7mIdKkPY2qHrj494grO1VcFSAhHe76Cr7ceS2vFkDxnAnOi+yYPZA9vbilzIoro5b01E+nyypP\n1NHRUTrs5Lae4T1Ok9Y/hfaetKsernQhAwUP+Ws+qBdqY2PD6g8eyoMnand3104id2CnAohikEJc\n8T88UQxRnG+6blemG7itouxcHHnYz3nPuBzcMT8T8cukR5f2PtO9GKNeOh22zTxSjw1EQSoarq7n\n3y3DOURaQLOItJRG9mw97zb1PDBIRXjgxPXshRoCUPrbQVRP43EKUXs/fC0UqSuHVlz12SoOktw1\nCMeVFe/VE5XVoapOZYbFgZQzaFX6q3NLkFpMss5Nj2Qwo8c8RAdAYpByZdd6w29IxyLTPZrOrLOV\ndTxc+NweeU6M6in1QmXDeZhUDk/U7u5u7O7uzn2AeG1tzeoSl0bniWpBVMSsJwprVjFEaftEfiBM\nhqgMIDjfOM4qGURlurgSZ59bxxExp8fwbN6y9cC4/iGPWnLpIapqtL3/ZYa66uFp2BWcZPD0oECq\ngreeOGdj1610qxeqV5nzOb0flbjHiGvPGsN5mvbeN8+y+PdIbzln5cXH2dyu1jOy8tawVeG4usD5\ngWPdc/5UQ6WPgyyS7l690dJL2cb3u06HDuep9zMiUnhyQ3qZQR2qJzXOer7SgS7MLC8YohiGeCoA\nhN/MY0+UerJ4UjrnlcYZEJUNLemcKPYg4Tr9yDLDkgM4ntfGHmcHnhrXTLL/RqPaE1VJC54yiOKN\nQYm/och57iaS9+j8Sw9RKi3lnl2f/e79r5IeJTHk3irMlkHuvY/3WfozAMsgisPI9hVE9dzLiop7\nP5PJ2VAkG/isLCrjlJUdKx6XjxnotMoIY/it8nLPcP+58KshFaSr6kxw3jyu4NQrro6cJwyFIj0H\nI4LFISeTs0UXI87aHL+ZB++L1hmdUK7rFTlgU9F6lw0pczrQZlttsUevQU5PT6fD/W44DxAFXcIe\nDf60C8+BgmHmoSLkFeefxgsQxd/eQ5mhI4O1m46Pj6dpX11dnc674mdjGFGHLU9OTmYAbTweT+PD\n57J6lkmmg3C8sbER169fT+9vSWXXeY/489CdDnMCouBJRBlubGws1HG+1BDlFAmf760AVdiLgFMP\n2PTAVAU3mXHsua8XpjQu3LhcHHmuAbvMq/LQc9nkcvxflbMqKoUo7FVZZ+muQIrzVfPD5Y0rp54y\nQTwdROnE0Z5jVxeyvOC4V3kxROE8LpLB9qJ5lEGTAhQMMgMH6s/m5ubM0B0+WusmjTNE8eYAKgOp\n3k6Xm8PCecfeG7TvofDpYAv6gb1FDDJHR0dT6NThIJ77BGjRoSGe3J3FB2maTCYzoMvrSzFEoZwQ\nJ3xUGPfypnO/JpPJ1MuIdB4eHs5BVNbuq7xt2bnNzc144oknBpebxqGlh0ajs7lhDqD4Mz36EgBe\nIuCOwmMxnBdRw9J5QGoRyYwY/x4KUe7e7LgFaz3wVKVB48feBwdPTplmZaIGoTLU7hgKmXt6DFEZ\nQFXi4sQKpsqzVv5mRkWP+YOwmbLTtLQACvvMgOm1mdHW30vJ5TwAlQFZBff4zRAVcfamF4aIeSiO\nIcnVi8wT5SaXu3QrPGXz8fhehSgGRE5vS8fpNfiEFS/CyQCFuWERMTMUBO8PvBeYP+VWOtcJ2ZoP\nnB79gDHKjPOAvz8H7xMPT3F83KgAPgQMgAI4uPxynVVXD50XW6cIbG1txa1bt2bSX4mzGa2Np3A4\neOLy0blrAE9ezBTHLbkSEOVkEXg6L2S14KaCHo1HFUb2DBdub5yyeEIyLxSPy2eeIxw76elhVxvf\np25y9DShcHBc9bx64+auV3DJvDuuDFQBqRICRFUeIy1zLX93zik+d18GTQqXmi/vRMflURUF7osI\nD/tWe+DrsDAkwOHo6CgODg6m8wXVEwUjwsYU9UN76tV33DTdWvcrkOJ8Qx3DPVU7bLULpx94FXOG\nERhR5BsbZniM+C089nLwvCZXhk7vqCcKHzVmg47v3iFOyBNci/jAg+UgigGKPVEuTpn+5muqYVnk\ngULUUMk6b04HcTnwsa5Gz147XIePLmOJD0B0JZceoiqDfZ6en94/NKzMOGfww895EADlwmopG44z\nKF/PQcmqwajKoMrLqpdRARRASeOt3/nLhvL4HhcfNhCuTPnYwU42dKjGJPu9trZWeo2qtFTnWqAH\ncXPVAM5saFvl+zhKb35ovcrCyup/1k5Qf+DRPDg4iL29vRlPFNdx9kTBEKOMs+E8fsuP4+fSWEGU\nM+I8xxH78+hjB2m4Bt4IwAuWN+AJyfhIMYaCFKJaw3mZvoZhx/f4cHxwcDDNYxh36AM8kwEKcOdG\nBXg4D/sWRLm8Vv2li3zqnKSLgCing/QYZciglO11eG9lZSUODg7i8PAwDg4OyuFYlksPURH1XJtW\nY6sM6CLiwqh6RFAMfC0bJK3cLU9EDyC5cFvXswKLiBnF6iBK9715W/WyqyE+V87sfWLDX80B6hVO\nf5Wnlau7Mibam4MnwYXXU9aQHohi4TLWN7D0rayLbktXQYYCVGXMHFy4csE5hMdvqE4mk9jb25u+\nfs9GQof1uK3jWOeL8N61Q60TanQrb5SmtQIop1/d/659sp5grwUP5wCOTk5OZjxGrbWG3PNcfPBs\n9URtbW1N568BYpE2wBSDky7yifzDdnJyMgWMo6OjmcVENQ8dsDvdoot86pyki4SoTPcoRGWbWx+K\n19XS5SEemzlREefzfvSGq+H09Laqxqsuar5fw4mYH3tWb0XLoDqjWsVfr+V4OojJIKp6jopruNkw\nUgZRHJ8WoLTyL4urUyaqmLMyckN3zgXeA1GVhyuDqcxgV/UiU1pqeBGOW+V5KV6GAqe2BYUYHlLT\nV7vH43HcvXs3Njc3p71vBik1UBFn7V6fm327jdOkbUjrta6wrRBSdZp6vF5VnnMbnEwmMwYVxhb1\nmCEKEAIPFK/plD2zZQsYojY2NqaeqK2trTg+Po7Dw8OIeHs+GzyIDFG6wROFMsUe3+jj4S4HUXof\n61TVLezRcfORVldXpxBV2YSqvBw48RAyjsfj8bRcdL6a7rX+IU9R7/gFi0ouLURlhdEDORG+h6Th\n6P0ODlrPqHpEaDw8JJJdy/f0GOeWYc2eo9fxvlKqLs+qXqn7zff1eKLUvaseJzQK/ObjHhDROFbx\nz8rKwZo+N3OFs6FhiOr1RlUglcVZywH7CpwYoBSehgLC4yRVWTjRtqXl4Do1MHIwKqurq9NvugEA\n+Jm4F54obcNZHXDP5TQuAlCa1hY0LSIZSDFEjUajqQcKQ3yY9K3fuuMwtcxUh+vGniiGKAwtQQcj\njytPFEMU5yMgyg3ncXnh+qxO8aYfWGagwvHW1lY88cQT3WWigrg7veMgioc3Ky8U1zs8G8/iFwsq\nubQQFZG/nYL/WjJEwWdA1RN2y8ihAStIOXhaBKCcYnZKrgKvyaR+8y7zPrGHKssb3jsoUyWqLl14\n9fR/Vtg6lJd5hSoAqcqWj4d4v9iguGPsMfTS60FbFKS0DNXz4DxPGUC5vFvKrLi2oMcqmUdI/2Pj\nzG+TbW9vT4ei+A0yiHqiOC6VN8Cly7UNres6DMZ1mtPEHrZekHL56OIEYYhiw8zrPQGi1BNV6Vp+\nFnfkeiBqb29v7iUAhSgGhwyiUH6AA8zv0ukkfK3qeo33eDye8/LwfCNsbjjP2Yas3AA2bgkCLpfx\neGyHNnWOlHoP2bZhAv/h4eF0wdlKLjVEOak8SE4yQ8lhVV4v16gBHT3GDY2K76nu7Rke6jGuVdod\nGOj/PQCV5bV7thpwDr8CKB4L12ugaBxAqbLO4DGLZ6UoM5jK5oGoMXFQhVeWq/gPKXNXzlnZQoGt\nrKzMeZ6wZQC1HNZrS1U+mbg2oOWmEIWFBQFRGNLg53AbUohC3XAAxc/O2pCr8zBmWu81Tu+EJ4rB\nhNMFHc3pRZ46iKqeg3xw7TWDqPX19RlPFMJznigdztP4nJ6eTuEJb2FyG2U97DqwrjOvn8lx0MIQ\n5crP6VM+VljKtvF4PJ3wzxP/3Qrlqh/xDEy+Pzg4mK7DVckjD1FVxYRUjasHqDKAqp7VE2YFQkr3\nClAIIzOUPcNElTF1UoEBn1Nl2YKoFjxVBjxi9s0whk7d+JoqnzLQacEUl0/2vwNc7X1nAKWTMfn6\nFkS5+LvecasskO+uB4q8hbKq6thVBqgKdM7jIen5D89AXedv3eFebG6ODxtaNnyoa1wHtHNSeaDx\nbK7XHJ8ID1Fa77Vuc1xa8VAPKscr+0/Li9sO4hbxtg5ChwwQxfNqWhCl5erai0IR4AMQwM/Jnsd1\nw9kT93znsWLhl3OcbmV40iE0BpednZ25uGq8NH44Rl13S2vw75WVlSlAKUTp3C0HUTpPUD2sTh5Z\niGopkpZcZI/FQVqrEauRRYXT66swMsPIFdkpnwwMOG6uYVXiACuDqezeKg78nypoVgbOS8dhqgJu\nGXq3qYuXIdeBRwt0s9d+tUee9c7H4/GM+1nnjlSAmEFUBVNaNxmeFJBahmMp5xMFgIizoQ0A1MHB\nwXTdJ/d9MB3CwH/8EV1+7Zv1FJ6ncXL6iOuvG97L6r4DKoUo9bxp/WTYw2/c6/RFBYcuvdph0XWg\n+N5KH7p2yJCJPEBZ6IRxnsc2mUymw06AAIYK9TLyNW6R1Kq8IWpfAJacz65MkWfZM7L6xYDDeaXl\nBWjPbB93OrSzjXLka+CJ2t/fT+MJeSQh6jxKuYKdFlRp5c+8Tj2NjisV9+JbEMX7Hi9UC54yD0uW\ndhwPuafqUfD5TIGoYuO81vxUmGHp8Y5UkJGBCJ7J5afxrjxcQ4xH5o3iOVGux+5Ais+5MnbnXN3W\n4dCsbixh6sGIAylW9ljXBq+1j8dnK5RzL5zrGq+MvbOzMzXY/Hp3pTO1rnPYDFHaKczqvxvK5ngo\nPOlwI0ObeqoRBhvUqsPA6eZ2z/e5SfAalrYH1V/6P7d1wJJ6DrmMUAfw5p5CFMeN80mHxrSsVMep\nTmG9hOdmZcwrt1cQpQ4I1Wf8jMz5gA6v6zyi44EyhtdK5zwh79CuLi1EsVRGPCJ3zfZA0xBphVf1\n1rQhsncjg6jM6KvhrCZnVlCxiGSw0wqvB6KyMBSeuJep1/WmvQeqVHE6YNB0OIDNYMp5nxSkWGG5\nc+hpKlw7iMpgp4IoHUat6tESoC5WWjoPE4TRY+aP0I5Go5mJz/o2kq5HtL29PeP94Lqfxc3VcfVE\nqZFj/VQBFM8xguhcSK2nWnfx3AqmOG5Zp9jdH3H2GZhWWFm5arg45iG9lZWVdOgV6QVEsYcJEODa\nPUOEevY4DRGzQMTHbL+4bDgNWh8YWDKbjd/OzjHo6QaYy2wA38eAzQCFjuaV8ERVCn4oTFWVuSWu\nUrUanEtLBlEufkMgalFvVG9+tq7jcw4g3W9VGJpHGRwxRAGk9NmuF+LCHwpTWn5VehxMZUbGKRje\nVHnBE+WGBN0zM4iqwIcNkRotV04uzKU8eEGvWj1RmBANUMpW0tbhPHii3Nt6Diqw5/ruPFGqJyt4\n4rpfeaK4XipI8bUVOOHY6WHniXK6k9tmVU6VPdNj5A+XhU4Y39jYmOYlQBr1gV/L529t8jNc285s\nmtNXPCcM4TKE9Xii1N7pMdcphMdeJKSXoQ4wlelvLVu2KcjL0Wg0N7F8b28vLV/IIwVRrmJlBjkT\nV0Dud/Vsd08vSDlQgQFmQ6xhuTg6o+48G9XvlgehN0+qe7L/svKsACcLh133rBC4UfRs2XNbUMUK\nsQVRWm6ufDIDkkFUNuSRwbPunSFw+eyUrL6lhbzP9to7XMqs9LQX/c1GP2K+xwzPEoyB80ShLrjh\nPFyfeaJUx1UdhLW1NQvjrh4zOFXDeRU4cf5kOsG1Xw4bxzo/iNPLG8fRPVsNtStXPY/8Qf65OVGb\nm5vTBSAnk8nU87Sy8vY3EVmHZBClmwMp1BPdUGac/zqvqtJJXJfUacD3q56EDVhZWWm+2OLKWNeT\n4ueynuTlDS4VRLUqWa/Rhzjg0d+9yr2CnEw43lXFcc/A78wou83NkeHre+FCn+8UQCvNVV5gr/mT\nVX4n2Zt5DpJcXIYAUOaBcemq0q3pdHCVlSkUSDV3xCkrB1EuvlnZa2+eOwLcA+TzPHeKDedSzqRV\nv135OL3Db+ZB4eP7aqgvvDIzlwN7qra2tuLatWtTiHLLHrg4om4xCPHnUiLmPUjwqGYLM7r5gGz8\nsc9AgJ/J9zHoaL5quG7yuks7tw0HdVqWvfoU7Qcwy29V4o2zo6OjmeUJ9CPJDB5OZ2VOAIUo/YAv\n6ga8XoApxMMBaOs5fB2XV+ZsqMBPYRjQFBEzQ53s1eK8GY/HM8N4e3t7ce/evbK8Ih4BiOoFqB5j\n3sr4XgjKwm6FVRnozJhklQn3KwRVxjbzQGVeqUWlpWB78iSi/m5bK37aoKpwWgBUQRl7oSoAqWBO\ny6ECKDYgzsvY643KIKqVt5xWNkwMTXzMsMkgxYC1lLelqi895cOGHwaCP0iLhRNHozNvkw6PoVwA\nTdvb23F4eDgzD6cCX6dT2AMFoz8ajebm3SBeFUBVb+e1NvZ6OdBRcUZ9CEBlEIV81k5ED0AjPyPe\n1o+8dADmr0WczUPCcC6u1/bPz3VAmu1Ho7MP+WLldoCTeqix5pR7y6+yw5ntYx1SQZl72QA6SL1O\nGObEpmEj79EhuVQQxdICqKwSuoLT/1zB9Sr4LPwMpBgSqvCqypQZ9B5PVGZQnZGv0unyu1fZ6/EQ\ncGmFj/g5ZdmqK+cBqJ708rkq3FY5Ok9UBlMVQDmIquI+mZx95FSNhAMo3lj56duoj7u0DGjrXs1H\n9kQBimAcFKJ0orZ6ojAMtLm52RVXrls6jLe+vj71jOgQymg0mgMnhSmuz64OVgAFfVt1qiAOoHCv\nAyltvxomP1Mnuld2C9dx2Nzm+RtwACmU+2Ty9hIH+/v7Mx2ZoTrR2cvxeBwnJydTgFIw4VXyj4+P\np79b9jaDKZcnFUBVAM2AhThh6BubTg9BvjNE3bt379GHqF5jq9dCKgXtCik7p/doIet/rWdrvFtD\nGq4S873aeBcBqMwzkeVrjyJ1x9l/LXipek5OsmE99/xKqfTAVKaMK4geAk8VQCFfssm4WT3ohSgV\nNhp6nj1MmGSq6VCAWkLUYgBVQS/yGLAS8fbbYuqJ0sUgI87KERC1vb098xkTNkLZ87HpvKa1tbWp\n4QVEYf4KQ1TmieLhPK2zPQCVeZBwP+81TP6tEOX0ROYpU4DSZ7bKFuWEY7yRp8N5BwcH04nl+/v7\ndtVxjq87XwkgiofpGDDZu5gN57l81fzKrq86YRlAORDGf/BAHR4exuHh4cw6d9wZ4KUNHmlPVGZ0\nKyNX3R/RHjPvASgnVTh6nzO43EPPxMVrESPcmiOTeaRcXPj3ELCtGmwPtOh11bWsnLP7Msmua0HU\nUCjI0qbpqMrXlb8b8tNePO9bcax6jprfvB8KnldBevTGIpLpRSfoZStE8RCGDotBAFE8GR1QhXkj\nbPAgDNhcJxik1tfXp3VDP8kxGo1mVrLWhUC5g+Ck0sXqBXV10NXt7NjBWKZn9Jl6zO2P2xqOeY/y\nwcYvAQCk9vf3p3mEIV14prKyyuKf7RlkWZdw2ABynmek4Vd5m9ljPG+ILXei9YPfYMTQJOAKw5T8\ntuulmFieGVrsK4PoFHSrB5IVQtY76d343goi1JhVUMdpbEHUed7QG2LoOH0XIT3hLWqcLyKevY1X\nPS+t+3qViQI654em8TzpzdpNtrkhj1YH43EWrecZUPN/7j4+j3Lgjz/zkAUMAc814mfoMBx+uw8Z\nKxSosUM46+vr0/9WV1fT4Tz+jhl/Zy2DPs0rjZ/mS1bvWu3YtTd+dhUW55PeA9gALLG3qWq3KCf2\n9PGq5QCdFlg4UNNzzqawt1DLxc074vrgPHWZvnC6UYXnYCFf3LVat1Hv8UFpXoyU30QFBAKq3HcF\nM3lonqjKEGT/u9890gtALUOXNRq9l+OuilBByt2v+VRB1CLzobK8faclU5bZcWurwoW0FG3rnkxR\ntUCKw2mF3xO/Hgh2ynMR6W0PPfn0uEoGUixVOWo4rH/4EzBY4wbDFqenp9M1g6AvcAzDzGvusLGv\ndJ3qJbyphXToBGS0DzzTQYEz1i5vuG6xp6eqc0PbFz+zKjfEoXWPglRvp5aBhj/0y3lVtTuEVwEU\nzqN8GNqqif5u2NN5xHsgSv+ryo9toXotFTyRT7w6O9dFbkv8Bh9vLXkkPFEZ9VfGvqdn4BpV1oPm\nMKrwqmdU8VTFxzCl8dRGhvtbsKRDenqPa6wt4NCGd5HSG2ZL8ei1bo/nnSeurk5BObIyUJjSZ1d1\ntIpjLyxWCnNIOp2ia3mhFjFWV1E43a18H9IJ4PDZgAOi1BOFeDDosLHjBTp17hTrq9FoNOMNQDxx\nHxttDPfqZF/AFc9/Us9KyxOl6ee87jXCnG9Vp83pHBemKw8FIQUptQHu+Qq7GH5luFGwcemv9AGn\nUd+yzCb7Ixz1RCGtrhwzWNI6UukM5/FSQR1jkBqPx9N6zhDF+Yd0XBqIchW3tddj99vJECjqva7H\nYGRx016TxlHTpz2FniE994ZLBSAtoHoQAIXnZuc5Pq7B99SPixBXN/Q480Jl92hdyYxBJln6qzQM\nAakq7U4BuvQ8zhBVGTGWrB1mYXFZ8JwlVv48efbg4CAizgBKjRCvLO7WZmLvk/O6q6F34XKcYah5\n43lRFwFRLv/5ejbaqlO0nKo2ps/SifgaVwdSXBbZvcgn9UThCwZcJq7dVXpU9zwHa3193XbKEQ7S\nmw3v9niu+ByXi87HQtg6nOeEYRBAyB0APIdt42Qy+0FvBqhHfjivB6B6GpSToQZg6KZKJTMWrncT\ncWZ4Ob6813xihdUzlJe9rVX1rHqlxxhn1/D57FhFFVwF2tV5PGcR414BEve81StVKbiqfvH/mVRl\noPWIFabeWwGQpsO9oaNv7zzOENVKbwb/i7RF9hLx5yrw9tbBwcHMEI3zGOBTHM4ThT0bLy1TXA89\nw8/RegUDx89ir0cGUVXnTvdZnVOAwnU90FTpywrc+H4HUsg3bZOq73nSPraWJ8rFh9u/+w+wBlBT\ne6M6A54ohMm2R+ENoNKjT1pxd2GzLnZvMmvY2ul1XiiAVUuaEHV8fBwvv/zyNNAPf/jD8f/+3/+L\nu3fvxiuvvBKvv/56PPnkk/Hiiy9OFwJriYOkRQxkq2LjuAIhB0a8z+iZe2j6nCy9XAm48bg4u3Sy\nEsqG8NxQngMojZvLQ2d8XXr4PKexx4BmeeDCdNKqLxy2htMLNdkwFt+j9UU3ftUbv1lR4n/ec0/J\nxQNKSWEcv3E/G9ssj5AehKuTgqFQdOVf3bvtYcqD0F+VODh1naHW1hJtlzAC/M0vvJ4NPYE1f7j+\nov5lcVcPC7cLrr8RMTOs5/JDjTLHS6GA7+XnaBy1g+XySeOt6ednuHD0PIdZlVdm55zXWnWt5gNP\n3lfoVK+Kpq9lZ9kDhbcAAVEuPZqnHA7iqTYWkK8g63Qrg5nLf5zLypbvYbjXuKrugheK5071SBOi\n1tbW4uWXX56uIfL5z38+fumXfim+9a1vxfPPPx8f//jH49VXX42vf/3r8cILL3Q9VBsfzlV7d11L\n8Qw1kIiTQpS7jg1TFnYWd5ZseC9Trj1eqB4PVGVUq0bdA4lDJIOoVpgtQ9OCKYWqrJ5kY/i8VXDE\nAIX/+Hr9n69TWNf7XLlBQbsyHgpRurBeBk0VQPUqogclD0J/9Uqlq1oA1QtS2KOcjo+PZxYLZAOJ\npQu4TFQ/uLARPv+GuPpW1TvVSfB+6KRyF0YFLBxnPh6qn4fku8srDc+lRUWBgH8rnOhcJX5RQNPM\nz67sK7+JB4jCh45V52V5oPF0C3QColog5SaLZ3XU6W0XJ81P9gpGhIUoDS+Trg9bbWxsRMTZyqQR\nEd/5znfiIx/5SEREfPSjH41vf/vbPUFNE4K9a1iLKB0OVyVrRM44ZuDkCl/vcwXJcVMQGrqxe9Kd\nyyaWL6KsK8rn/3vzt7VxOHrs4pXVpypN7v4qHj3DWA46WpsDDd2r16snzOoZ7pk917nNub0fZW/U\nReuvHunVXc5DnNXfDH5RP5wnan9/Pw4PD6drCWWeKKdPs7qnBpoNvFthG58r2d7env7e3NycGms3\nUZrjpt6WFuhkuqvSPb12xumIqh1WW48OdBCli6jqyMMidsWtR5UtP8F5ofWIAS9itlOGOohhZx5+\nxuaWGMh0YmVHND84/1A/Ma8sYh6ihoBU15yo09PT+NM//dP40Y9+FL/zO78TH/jAB+Ktt96Kmzdv\nRkTEzZs346233uoJaprhWW8Fv3uOs/sj2sN4GRwhLPVG6TV8rM/D7yr+eq4HvLhiDPVEDVHWnIcu\nX3FvVrmG/Kf5pc9wz87Cdfe4+1sQ1wPYvGk9qbxMPdeoNwtxU28U1x2+Lut5umPN/xZYOXjKPFc4\nfthy0fqrEq1/i3YIe4TLjiHq8PAw9vb2pm9y4fMu/H0z3KueJA5bdWKmo7LOnOoeN/KQ6Sytq1ke\nOR3F57V+a5vnuPSWgdNVGk4WLu/ZlrAu0fhlnij23nE5cp5kOp/TCfgBBAOg9A21TFerXdJ5cah3\nzhPlfuMlBQ4X8eTzFUhx2rkuwiuF4TyEo7ptiCeqC6LG43H81V/9Vezt7cWXv/zl+OEPfzh3zRAF\nkBn0CjLcca/h7OmZsLKAoWJY4kLmuGdk3JsGxCtLu1Yc14uowEnvrxS4qzAuLS2Y6al4Gr7CmSrA\nIWG2nlOlswXeWh/YAGXDdPzb5bsClIbD9RN7hIU8Q9x5SIT/y5TqEIjSOVHZtepZe9hy0fqrHfUu\nWQAAIABJREFU574KArL26MLM2p+rr+yJwnAefx8ve9vI1SNtJw7OGYR4WE7n6/CW5VVmDzSvsjyv\nOnwuTXp9BmmqzzIoq0RtCj/PlaWLF4MOD3+qhyi73x1D+A1A9iIeHx9Pr0MHjusPx50hZXV1dQpe\ngHt4ojJw0mO2b2yLuR64DqmWF4MUdzTH43EcHR2lnij1ulYy6O287e3tePbZZ+M//uM/4ubNm/Hm\nm29O97u7u/ae1157LV577bXp709+8pPxuc99Ln791389Pve5z6XKQ6UFWPitiqlyYeoxX+/u1QqL\n46effjoi6q9oL6KkK6WSKRkXP/dftm1ublrDq/m9aHr0OFOe7hpVgPzWhfOA7OzsxM///M83h5qy\noTQHBJkybrnLe7yG2fXwmGjdzMqwN+9VHDhi7/LKAaUesxL66le/Oj1+7rnn4rnnnhtQe84vF6W/\nXnrppYiI6XAgS8tg6TV6rldc5wMGMBtOw7F75u7ubjz//PMzQyscdhZPNVKu89aqmy5Psnxs/X7i\niSfi/e9/f5pnrt1qe2rluQtLO1OujWqcW215bW0tdnd3Y2dnZ2aI613velc888wz8Yu/+Ivx1ltv\nxVtvvTXzFplCROsYH5/m+VCY18QdKPYu4Rnj8Th2d3dntuvXr8/A+/HxcVy/fj3e8573WGeDgoqu\nlr62tjbz3KxjC9DD5HtMjueyRtrhkVpbW4udnZ144okn4uDgIH72Z382fuEXfiHu3LkTd+7cibt3\n707jlemv0aSBWrdv347V1dXY3t6Oo6Oj+NKXvhQf//jH43vf+15cu3YtPvGJT8Srr74a9+7d656Y\neePGjfjsZz8bf/EXfzFNVKZw+FxL+ThDpKuXuhVZeUyeJ+xl9+n8o9/8zd+Mf/u3f5u7rmpMLn16\nzjW2zOBqnNw8qWotKRw/8cQTcfv27dJAD1X4lUKsFAn3XFVhuUXRdKz9qaeeiu9///vTIQ7eu3F4\nHo/Xc9h4rJw9Uc7Vnp3jeqTXuONnn302/vu//3uuflbz37L6pMcubxWW4OHgOQz85fZsrhWOIyI+\n/elPD6ozFyUPQn9hWYCXXnopvvjFL0bE/PAUtyn+n6XHwKlkHtOVlZW4du3adLt+/Xpcv3493vWu\nd023W7duxa1bt2y7e9/73hff+ta34u7du3Hv3r24e/fuHEQ5EIBBUqPX64nKwsy2rGOI8D/wgQ/E\n97///TTPeO/0pms/zug7L0hEzLRR55FDXHv08vXr1+ONN96YehaxbMX//u//xg9+8IP4n//5n/jB\nD34QP/jBD6ZrgnGcM3up28bGxhSAbty4Ebu7u7GxsTFdbwzb8fHxXPmtrq7GM888E88880w8/fTT\n8fTTT8d73/veuH379hTwbt++Hc8880x897vftXmm8dna2prW452dnbh27VpExJzuhg5iD/nq6upM\nO7h27VpsbW3NLcB5enoab775Zrz55pvx05/+NN588834yU9+Ev/3f/83s/3oRz+KiIj/+q//mm+M\nyIP0n/9f3nzzzfibv/mbqcH41V/91fjlX/7l+OAHPxhf+cpX4hvf+Ea8+93vjhdffLEV1ExB6r4F\nGC2AysLpoVd2BfJwXTbPxTWyrFGNx7Mfa3Vxd8e9ENXaKhjK8jETNExuoD3uzkwQVhYO8pCfj322\nLRInN3Th/neeF5St1i2tb1k90mE/DNONx7Nv6cGNntU9rmdOWiCMNGdevcybp+eydvCw5EHoLxXX\nMWCDCHHeo55w1bPg6jfqAToA+G7e/v7+1ADDGDo9oeDrhql0qMiloQVBWb7pvRchWZvOwE11dE+Y\nnG9crmxLcE7zL9NdPXFt5dOQPNR6xnoLbRydyOz5WvdRFw8PD+PevXtxdHQUd+7cmetoOXiEFwzD\nbrx46/Hxcezv78fe3l4cHh7O6SG+lvMd62sB+nGeO4kAM/6gco8taULU008/HX/5l385d/7atWvx\n+c9/vq+URFxBuEJx97j/MqmMroOpHojiMWGufGz81HjAyFY9O00XN+oKpPQc/9b7hjTCKk8rRT40\nrOy4ip9TPovGoYqbqzMZUOlwVguoGJD4twIUN3YnClBV+lttiD1ROoTXmliucwk4bx6mPAj95USN\nMXs4InKD2Rs2X591YNgg4NnswcDmPNZabq34ZYDXC1HOALtjiHbgHNCxZGngsLPOZitMHCtssN7S\nNuk6apl9UunNx6Hi0svx4PYOiHKeRQUopBkQBeC5ffv2XAfNjfpgOQ7kJ+ZYTSaTODo6iv39/bhz\n504cHBzMLbnCnzZCnCLOFqbFMJ5CFFb613lRPfJQP/uSwVTr+ipcbtxs7J1RVMPGEMUwpEZO46DX\n4V48f4hh00begqjKA1V5onryPZPzwFJ2nstJy9Ddlymh80gGZRVMqSeqql9cp1DXHHxrXVN453jh\n2ahrVcN3Za7p5ThkIOW8UNx7cwb5cRHuWfOr3grdWQcCUulBB1MIFxCFclaAOjw8nIkbxymbUFt1\nmFxHsAdQ3H18vz4rA6cKprQ9uzhqfCtRfc75xkYfnSBnB1r6RfPXxaEH+DJhwODwND7qiQJocMfA\nlalCFJbbcBAF6MH8JV6rSj1RiNPx8XHs7e3FnTt3Ym9vb244D/OnEDcepsWwM/KA08dTPdx6apU8\nFIhSIx9R95KzBqfSqmAtr4A+YzQazRg0vo6vqcLTNDC9u7i7dFRQpIrqojxOLu80LXq+avh8DX6z\n14+va5Wz85Y4r6GDnmrTdFQAkKXb9Ta5fqDxcn1y4MQb0pvFQ71RLh6V4mzlbeWBUphy3rmrKq69\nsXcHPeuI2Y4WG1UoaoUSPXbX8G/WQ3h1ezweT7+hh2G9/f39uZ4/yk3n/FXtWeGl6qy6+DowatVL\nDqfnHr23R6dWYfCx6ns2+qgDmn8tm7RoZ3CIjq/sDJ4NANS5pkdHR9P6DCipdBa8O3t7e3F0dBR3\n796d0x2AppOTk+kCnzyJXYf3MFSNuXs6L5bjp4yBsDBnT/Wa6rFeeagQVRl7d5wZV1UmLkw1aDoH\nJdsrPGWV1RlxV2HVQGcwVW2ul9frdXLxz/Izu64HIDQ8pzg57sivLE4aXuUhUWPuYCoLN0vLEMWm\nvVXduG5U8ITNeaIgClBqlPlY60Cm1BmiYJTV65R99sXl+VUTradskBWg0DPWuSAMmA6ktK1mMMLC\nBhDzV/hjxIApffFBy7WnnVRAwMcZGDgQ0/8y6dFh1b0VSLk0afpcRxyeKNQB13Hj5yM8hpchAFXZ\nxJ4w1I5AMg8UtoizCfkuT1ln8XAez4lifQGAgn4bjUYWopC/8G7du3cvbt++PY0f9vjgsLZFeKHW\n19en6XAvJ2Xe2Eoe6geIneHna/RY91nvrYKCzJDxvRlIaRwYjJwxdGmOmF3gzl2TNXTnHu/xTlV5\nO0RcpeqBKL0eeabj1VUc9TkKTOqRyoaWWkpeFdnQXqGLs6tzqnB00zlR/AozC+5XEFVYx7WV8sX1\nOpznPvXiPFFQdOfpVV8G4bzT9smKG8MTqOvIL9yLOqkdC31W5oVRQdmhHCJiDqD29vam8QJAYd/j\nieJ4ZOXs/mNdnUGgSzfC43Dxv9MZrj5rnmV6092rQKcAxe2AOyC9RlhBitPbEo27y9esDJ39QBxQ\nRxVQMEys36HLdBo8Ufv7+1NPlOoSXkUf8XEQBZvJnqg7d+7MvT2NVch5TiI8T1iRHR0MhUQGqSG6\n65EbzqvgKTtuGQpI5g1QeHIghfAcYKmxVk8UV9iqZ6ZpaG0toFJp5a2TXkXQutYZApdHvc/IvE+q\nxHqG8lxaLwoA3PM03W44LyLm/nfx4ms0D7N6loEU6rKDUwdSziP1OEEUjnU+onp6uJOlUpWRlo8z\n6hoW6jvKz3miuAzX1tbmYLmCKAcl+l+rnanedrpvCFBk4NmCr0pnal5n7Vg7cM4L1ZJMB/WKqyea\nF+6eyhMVcfaiAi8dg2Ew7gA4HZ55onTBXp5Lxgt1ZhDFnihAFC+/wp/E4Ynqa2tr008NYbjbxYXt\nR688UhPLh0JURD7psAIoNWZ8TwZSLj4VRKlR1EmGiFNPfjhYWmQor5WXKlne8v+cty3R3mhV9tVz\n2NBnAKVzczKY0vhnhqM3bXougyeuexlM4bgaznN56PKLr8WxO8cGmIfzWp4ohijN06smnF8KUG44\nj+u6CtcJB8eQrA3y/yg7DlsBCpN2necWvfHKi9JTrhl4ZPmY/dbwqvsr/aGSefUdrLpwuT1zG+Bz\nnIcOkl3aemGq0u9cT6p8y/QG6hCARYfzeH5SFZaDKHiiFFpQJmgvDqIwxwzeLUCUrvkHiGJPMBaf\n5cU/ec4Xp7PViXDySHiiegy9O9cDUFUjQKXHdWq0Kqji6zJw4t/O+8AVl9OjaeB09MJSlnYXdo/0\nKFW9JlMemVFvKReFKOcV4U3d7RlkVb3nRUFA44zyVniKiBSecI0aRxZ+UUGV6aIQpcN5Lq8dTLG3\nTMvwKgkmr3IvGW8B6eKq2QRjLSfWQ1mb7c1PXAdDBsODN6VOTk6mr5Hz8dHRke2JVzrFxXeIfhly\nrUJm9ny+purcuPOu/WTzhJwHQ41wpgNb8df/3dvXru2qTdH0ZcPPDFJVB1TjqPPJXL6px87lm4av\noMqeLwYrnhKCKQ/6YWPtSOzv78dkMpkCFcLVBVd76+YjA1ER+VBcBRZa8VsNOjOUPK9EYakCKTZy\nCmAKXAo76p1QqSCp53wr/84rGei4/91vp1Cye7S8eiEqe6NMG7gDqkXyQ6Eyq2uc7mzoGOe4nqhk\n9aoHolydQd46T1Q2rKdDqFl5XxXBpFpW5jz/gr+AoBDlOgtscDLj2Ctc3uxhwvo6GC5RkILXQOt+\npXszHdQj7nqFgFa6nY7jsLXeu+epZO01gwAdlsragsYjgyn3vwKPgylc29K5HBcNR9PfSkM2IT/T\nPwpWld5ggOIOGtoc5jfdv39/BqS0jBiouCMBLy3sxGg0mgGzIXX5kYCoiHquRnbcAigV10i5x8VK\nrAektMfOFYzPoaJgXFeVpatwKpnS6s2/ixYFBT3n9k6yOLpGxVtm2CtPlIITQ5MDqJ5yqfJHw9Fx\ndi4nN3SsdcnlWaaUXXoq2Oa6mHmiMg8UX+fK76qJeqIYmDJPlGuzbFR4Xsqi7dcBLCDq8PBwGjdu\nIxg+AURpfdB4ZXWvpbNZqmtUj7d0SKYD+f+qLrr27SDKGWf1RkWcvYVZwajLxyptCjz6uSeFRs07\nPVYw43lRrAszL1QFUpXOdGCq4WvbQJ7r8B5WIOePCOMaNwzJS31gKQVA1GQySfO1Rx46REX0A5Rr\nIBHtCZdZo2TvU8R8r74HpDgsBSkGKO1pZrTOcXR507NVeXYR4hRbBlW9PaMq/JZSy9zECls9MHUe\ncMrSkm06hKOgxHVFh/MqMHJgmF3rlLqCkW6VN+oqwxOEPVE8B0O/ecieKDU8EbOvk2cgMlS07rIn\n6uDgIMbjsR3KA0SpMWHA69FDLenR6z36sII3vi6rj+68Ayn1nLihPJ7bUw2BZbCX5SvO6RIabOj1\n7bosLS5vdDgP4jzzKlm5t/RdjycK4XCeQ58rRGE4HfeoHWBP1MHBQWxsbEw9URi+RvvUbx32yiMD\nUdU+O8fGgXswrZ4H7ysPUS9IofAcNGUQpW/qtYy2a4CuwWWK5aJgKutd8HEGVFUYelwBFDeWzMXO\nQ1F8nTbeFkBV8c7ypwKmVn5CFKJ0OE97blzuLr/0mswIsvLKhjAygFLQu6riPFHZx6YdRGlPH0q7\nqgtD4JTLH2UFQIoIOycKvXW8vs6gyLqV49QDU5neqQDKHVfi7IaDF5Wsk6dtJ/NEqc6JmPVEZXF1\nwJlBKNsLhajWcF4rDi4cTbcDQb3f6Z1Ml6p+Uf3LYSlERZy1uY2NjTmIUtugnigst4CXPXQ4r/Uh\n6kweGYjqASg9jvC9hx6lo/e5+Qh4XgukGKLchh4dP8MBW2a8nbhG+KClBUJZo3FglIXnAEwbmjau\nbJ5C5klxINXyTGXpzvInS78CVVZnNC4ZhGUGRJVh9Sytg5pHvd48Bb2rKgpRgCf1QPHEV9YDXK/v\n378/9409t0cYWsfY6Oh1qEcMUvxcBeWjo6MUuFsGuUcqHa/inpd1AFw83P8ctrMb3G6c18RNG9Dp\nHJmnRTeXfm37LZDRdA4BbQdSnB/Oi529CMb3sL5ge+zu13hom0GY6onCG3ebm5vT5QvgTdMOCnti\neUgbnihMLNfJ6kP02CO5YnkLoDLidgarR9AbZLDBc3BO9wxNWaPTieqcbgdRPVDVC1nnFYbRVn5n\nsFGBlQsnO9ZG3QtR7ImqoErBgBuhS1uWX5p2V4Zc1yLOD1EIg49dflXPUoWoENUDT/y8qw5SOpzH\nEKUAxRAFZY180vrn2oq2Qc1bNnIs7NlC+2DgcoCAxRRh0NQ467MqiGFx590518YyaKxshx5nddLp\nKAdSOpTtdArbB2077s06lwdO/1d6KIPGSlc5eFJPlMJTdg/+5zyDBwjpz56p4erq4gjXeaJ4zaeN\njY2ZezQ+7JXCdyPH4/GcjosI6+XrkUduxfIWQPFxZbRZehqnQhKe0zucx7Ck/ytMKURlQ3u9BvxB\niwOo6tqetPScx2/tlQ2FqJY3ysFBT/5X9aoCYAYpB+8Rs8oLcXTiFLHLMw0zM0AR+ZyoCqic8b+q\n4obzAFOqiLWHjz0bCJ47pdC8aNtXYMIE2qzDhx474ry6ujqnnzT8DAaq+Lg63pPGrG1k9Rh1MItn\nC6A4rzKI0nbAbZXvWxSiOCynT7QcesWBUZY3uJ6HdTVfVSezh46f5+ZyKUApRJ2enn3TMSKmL28A\nouCJwrAeruNOCjoIuAa2mctgNLrEw3kKUxH1UJX+pwa+MoAtuOKGgGcx8DBI4X8dznOeKN04TDai\njxpMqTGsoHXRzfWy9LfzEC0KUazcMoDKwMApMf7d2gOacOwMA46dJ6rVqFWp6b1DICrLqww4uW67\nOF0lYYjiT6isr6/P6LKqNwudgcUL+Q0k5CMbMbTFoYDKEKX1XeEAbzohTqqTnGR1yMWx0u+VnnbP\natVjPXZ6rAVPCkQ6nKd6hfV9yxOV5Q9vGpfefOkRhhqdRK3l7SCoBVJuOC97q7DXEzWZnA3nsSeK\nOy9ZfOCJ4nDZa6we5EsNUT0AlTU63kMh8TV6H9/j7kN8nPeJQUiNO18LOtZ5URlMVRNMXZwftLh8\nc3nYC0nZf6wkepVbC6QUolwvUY3JUIDV/NG95p0CDUSPHaS0BGGoFwr39gyjs/LJvFEt4Lzq4uZE\nYaugwsEqlhzA50LYCDh95c7xf07UK+Da0f3796e9dbSdVt3PwKWKTwVZSHevZPDUgih+VtaBy/Io\nmx7AAKwgpR3rXohynigHNz35nj0HUKP6nZ/lrq8Ayg3nVUN52ABRDEPcAYg467hgThQgiu9znW0M\nVXNc8YYf7lMvcq88dIhSkIpoj6Fz4VX7XpDCf854M+AoSLHrkAHKNRwGKVyjQzo9nqgMZlQRIJ1V\ng8r+1/Oar5pfWT5q43fQpOdcWTiPhyoxN2yHHkc1JOUU3SLeKM2nqq6xMIg7Ba4g5BSmKwPNXy7X\nanPP17xwZadK9yoL5kQ548BzRSAun7nni2GMyWQyM+w2RLgeVFAf4WFaOxbVVsGHawMsTjdVbSrL\nvxY48DOcXeF4IL/Vk6R6JcsDDhPDongbcjKZzL18gPqjotft7u7G3t7enN7ChGj20Ggeq1S2ItPv\nrgw4v9SLibff9vb24uDgII6OjmYAKCtP7ozokB7i4mwANhd3BSj3n+r30Wg0U94t3T0tt66rLliY\n/BigMvpzABXh558wkPB/CkZZBlUwxZt6pBxAuU2vGwpQmbLi+LMCaQFV1gDVIGYNrKVQW/CUKeYK\nKjIQ6jmXAdcQL0vVuDKl5Opt6x4+z/CN8LJ4ubzGPdnG7aWCpCqeWmeyHvdllyp9WXtzvW8FKc5b\nnd/Riktv/eT/Xdt0HcCWTuPOpqsrLm/wuxXXrP5wGK0OY4/9iIhUtwAEuEOi4SNcQBSOsWyELnvB\nz4UwQK2trcWtW7fi9u3bc3m9t7cXh4eH9ltvmT7n3668XXoye8F5pJ8UunfvXmxsbMS9e/fi4OBg\nZj6Tho06w22A5zg5kNK1nwCTWqd0iNqlX9MyHo9n4K8XpB66J0o9UpCWNypivsePTFEPj4bBDS4D\nkAyeEAaDVGboWwDFIKXxbykjZ0B5W8QD5f6vIKuKVwZSDp5aINUDUQ6a0Oh6wIohShVT1fOs8hCi\n0K6/e8pTYQh1U5+V5TnuywBKw9O8z+pjBlWu939VhJVyDyhyXuicKcw/4jyGnohoA1T2fwUoWb1y\nAJWBlGsXrXrs6n0rv7DvqUcanmt3VX6wbuahO9UPLky2A1jE8ejoaA6U9RV+3gMgsD88PIzbt2/P\ntef9/f04PDycWSyypxw4rVqePfms4MFzjeCBunv3bqytrc14oxyMaIeiekEDz9ZnOpCMOKvHuLbq\nIGp9R77q5PhKHjpE6XEmGRVrA3BDZJwRlUeAzzHMsIGJOPvWGUCqBVFDenQZQA0BKj6feaMcSLlG\nV3n+WvGsYGmIUu6FqJ7hvMwTpQClcesBKJcfrMiz40oJqqFjgOJ67cLiuHOZZx0DhfmectZntzpC\nV0Ey4+7aGd+TeaKwbg3rgJZBa4G5E23/Pe2sV39VnvQqPpyfWTr1WOuby293fxYHDqfl2XbpQVmx\noWfhCcvYu3aEOTrYGKI4vvv7+1MvD7wwPfmcgRTKt0ccRGE18L29vdjc3IzV1dUpRKknyuWb++6k\nW7YAYIShQ/ZEqS7k+PH9Lu24djQaTcHv+Pg4LW+VhwJRPIzn5hOotHoQ2DKAYpDShuiUD4NU1iti\nkEKhVYrG/d9jPFtblh8VLLm0VnnjDH5WFlnZZNBUAYte4yp/5Y1y17kVtzN4cgBVpV/T7qCpqm9O\nON0KUM6ouPzTMlZwioiZNuKglsOpyvlxACk37wnSMugOpDCUx3piSL4NqVtV22qBFHsts7aqMKXP\nrPKqlW9OekAqE63HEfNDevySinZK3POcPmI7xxO5NV8AT1iN++DgIN566605GwRPlE7gruxDBlDY\nIsLWO9fR5rzR4TxM1M6G8xAmtwOeF3geT5TG8eTkxE7rycqYIerSDOc5mOoRNJqs0nCDUJCqvC/4\n7Xprarw4vEr5DOnRXSRUZTDlzuk9eq3L2yzfe7YKqJzxdtCVzWPq8URVQ3mt8miJlsF5IELD4vqW\n1XnOtx7jpQZQn+3K18VPRT1dV0kyw8/tRf/XThiMh9Z1vKlXgVTm0cx+Z/F3urBXl7mtAigcV3nK\n9XKoB0k7FFX6OQy9p9VB07zVNnN6ejr1zsBLotCQ2S/A08bG/0feu4Vall31/2OfqnOv6qruTqcT\nE/zFpKOJRediJy+tmMSoYBDsp0axMZFAJBoIjXgnPgmCtyQoBCJRHwzE+JDgiwTRNIj6kKA+2OJD\nEtBuQdPp2FVdda5VZ/8f6v/d9d3f/R1jzrX3Pn1OnR6w2Guvy1zzOsZnjjnXXOuxvr4ee3t7ce3a\ntZn7deJ2S0dl+pltEucVP0/bMe5lSGFPFN5Q1eE8FW0H8ERhKFPfuMOzHUQp8KA+8gKzrk5ofY+I\nGYDq0V+nYjhvKERFtIeU+LqI2TV6XHi6X8GaUxpDFI4Cgrt/6GRzzpdMubcUsMsPPaZ55Z5f5UuW\nV2z83W91byuPnddJfxU+KrAdIs6Q4ldBIwOPKn/5eMTsZ3KysuT65co+S2fLMJ51T1RWPi4vs/vZ\ngHC56acnqjbpPDCujWu82fvvDGRvp6+3A+ji5fLJ/a+gqpXfLcDiMNQA98AT2xS2FZgPBYhw5eDy\nSSFqf38/rl69OmMjFVA4/1uSlTHHj73TDH7qMACkIK0An4iYmfzO8eMyRRsAOCEP9BNKcGBw3vL8\nJbbpiCPPLeRn8Xw/vj4ipuKrkJzJiQ3nOYDKel+tyu8arLsXPXmdJ+UaojNa6gng//P23ipFNASk\nqjxxStbta9oVsjR/W891UDIvSGXHeiAqG+bjXwdRvXWsp75mIMXnM7hapOwr5dp7XY/ovS8XTxRE\n26w7r2FAqeP/0dFtL4aDKNduW7/8LPVmZPqWQaCaWF615aqOOp1SDY9W+V0dcwClz+b0cvm5qQAM\nUpyPCJfLHfN2MHeJ45a11wg/nHft2rUpbw0gir0wWdtVaIVwWd26dWvKI8rgoLDN9wNARqPR5Jt0\nPN+L50SxreW4cV3EUB7ygCGKh+R0CJEhitOqz2SAQnr5WqRHvVqnFqJ4OG+IJ0obn1ZCQI0Ckgqu\nw3nXuNwzWEk6BTHEM9I61nrmEGPJ6czypIKpVv5neaVp6MmjFjj1hoFrHTS5OVQ9eesUkuZfJZVH\nCr8ZzLfyODuvUpVhdl11f5ZG3T+Lom3G1Q/1Ciks85SGo6NpTxQP/QwFKGfwq32EPaR9ubZa6SsH\nUBX89eS3hp9d7/JGw1G4cJ0shKvpG42mv14Bb8mNGzdmdGDWThWi4Ilij8z58+cncOY8UVlea34x\nQOGX08aAw/UW97PORFpx7dHR0Uwcs/LkOVEVRPV4org8NU8YRLXuctruGk+UFpJOInOSVXw1Alpx\nOJO0N6Yw5cLIgEArFiuOIUoog4Uh4NSzqWJ1eZv9b12blYlW5KEQpIp5qJJ3ijGbgA7wrtLQyhvN\nF61znPdDQKqVz64t9MQ5qyc9aavywaX3LElP+eC6LJ/UkwF9VH16wsFAyxOlRjEzjvyMoe1S9VdW\nF1v1UNuAaz96T097dACl4bg06vxKDo/DZUM9Ht+BKLz2r3MueRiJ05B5onSdqaFv52X5hrjwyIyr\nJ+qxhP1DerAWE/Lj1q1bU2/PufxjO+wgit/Q07DZE8VzojiNSA/qJJ6h+l7z5q7xRKETmaBqAAAg\nAElEQVT3pZ6obCXXzDC4htRbmRiEInyvxcUj27iRcAVrKZzsl+8ZOqSXxTnzRGU96kz0OlcGGYjM\nC5gaVuutOjSE6hrdsjRV+eIUfKb4M7CojEZmPFw+Z3WhZbyqsnTXOnFtJgPCu10qiOrxrHDnC/dG\n3PkMDK8pxEMtfK2Gl5UNGysFJ1e3uP3gHh3S03ac6THnwXDS0mHuuuz6qs61dFSlfyDZyxcRMTVJ\nG8f5DTD+denkeGBI8MaNG1MTrbF+FL/a79pd1Va1nNULxR/zxeRxzlfNewyx8eKYh4eHM4Djyg0c\noBPLFaT42a5DnJWJHuc0ujxTe9EjJ+6JUpCqFFTLgOhkv15hUKkAyj03g56hCkd/sbF3y8EUlJXu\nKzhxGiL88F1L2WVlkv3n41UetBSYA8xe+Oo9n8U7a5Scr5Vh6vFEVT1w9zyNX49x6RGuLy687LlZ\nPpxFgHKi+dYCKPzqefU4rK6uNo06nlmJ9vyd5ylrK0MBCps+k/XTkLzUc6361yMVQLnhO81Dp1PH\n4/GUNwWTwzc2NiaTy7VucFnwf0DU0dHRZPVzjgcvBOnqQ5UX2r5xP56Pyd2Ad52jp7ogImy94bi5\njc8BpNxwHncmsrnUPdCMZ6BsNjc3p+7H7+7u7uTNSCwl0ZITnVjOmcITyJy0jMYixkPDZ8mMFyuK\niDsViUFuXoByDZyHH3UbkjdIE/63ei2c7irfNA+rrRd0FHJ6wUthy4XjGnmWzqxOqKFo9fR7AErD\nzbxSVd5WZZZ1Ulx58rmqPmVpyp53VsUBVJZXri7wvBd4H2DYM+8FP9uJlgtP4tay1fmCqNPztC8H\nT9xR5bhldcsZ7VY95HA1X5yu6jH+mn8ZSB0dHU0+XQJjzQDFQ05Ob6Bs0IYxLKi6O3trUNPeEpQL\nwgDIrK+vTz5EjY9Sq212QORAFBuep9cjzvzZF3ihGJ4qgHK6VssZjLG6uhobGxuxubk5tT4Vwl9f\nX58s1YBzLTlVE8ur4bwhoADoGCJsfPi5bp8rn4MD9CacwukFKoanXjBpAVWEB6ish1HlB/93hreK\nZy8EVfmVNdYeQMvAw6WvMk5DNr6Pf3vC0uuzfGalmhkXNmJZWrXOZEarUuCZcjtrwu3HAVRPOeMc\nAxR7orij5p6f/XcABX3C17u2yRDFW9bGMh3YW497j7m6qKDT6iRmeslN0mZpeT+Ojo4m8Lu2tjbx\nQgGgsCQAwnUOBNVv8ERx2tQLhW1I58WVl0LUwcHB1Ft3Drw1zj26VnWVgygHUApTvQCFZ6BNwRPF\nZYV0Zm8GVnIqVizXjFHRAqgMNFfGoaJGNTtfwQri0IKByuhn4FEN57UAiuMdMQtQen+VR5ofvF8d\ny2ColUfuf888p968z9Jc5cMQcML1up8Z09bmyqBS/lk8WpKF545xPXq5AFQl2t5YNI94GEdXboYu\nQvtvwXTrWQx4eq8CFL/JNKTjxzqQ05jFT+OR1d9Mr1VhZmFgv9IdHAang+fosGTDeUdHR5NvuKke\nYO8jT2LHPq8zhY2H87K2WLU9p5MZogAyeAtOX3TQuuPyLwM9rTMRd5YfUKBhNmgti6RpdrZPh/NQ\nRti4A9Na8Haq3JtXHIM4T5RSn2YI926qxqS/KlUF40LNQIrjxBWBIUf351FCqpAUmNSoOrCqFE4v\nKFXnMmjSc25zIKWN0jXSLM9cHmbw1qOIs7xw+e+G8TJAqqSqmy3j2WNY+HhVP1wY1TMqgHo5gxSL\n5gfXG/by6JtK3GnA4oEVnLlj/AzWba498To6vF91+DK9xc/GMx3MZXUWdYoNYW+7xbP4PpYqHRq+\ny0Nnq8bj8RREbWxsTN5OwyrmbPvYaGP4jON2dHQ0mdiNpQi081jppyw/HUhznPB2IHtlKs+PPsPZ\nAKRLdTKejTQiT3SYU0esFKBawmEDojY3NydDexsbGzNet1458YnlLU8UwAm/EXegyoXLvSB1xWkY\nTrixq2T3ZJBQwQD3+LLfTClxz07BCRung69peeqGQIWDohasVFBXHcsgrMrrHoBqiQJCREw1Xp2Y\n2JoXVeUrb637HPDovktL6/kuLj15VsHlWRYHRz3XOsOs3xBjbwPPU8qe4eqNM0YRMbNaM7cjB1IZ\nbGQdINZH2Ed8NM6Z0VX46amTPZ2N3g6WK7Ns6gniykN5/M09vMEGqOIPDcPruL+/P8kv9zkXB0xZ\nvWLYZueAu47TpENc+rKDrgI+Ho9n6jDqDtuaKu8RlmOBDKZ6XkjTNsBls7m5GVtbW7G1tTXZX1tb\nmwqn10acqhXL+VVLFoUCBiEtoAqktEHyPgopYvqbe3oNS6/Rz+CpBVLak2N4cl4pfp42oAgPmVm6\nnOjxeaCpUpqtfMzK3OVx1nB7GwYL548CQi9A9cBEpcR77sM+H+9JE+pAlsfV81zezAORd7M4gMrS\nnRkwNkAMUGyE+XVziAIEypLjpIaI23ymp1peqKztQT87iOJ97cxl9UzT1gNSmVT6WfVET5lp2QOi\n1tfXpwCYAQqLQ+pQErwvuB5zqVycNF+0rNkeRMyOrGQdHvWCAqgYpkaj0cyaTDp/CV4zrWMOwjWf\nEQ+nWzOPVKZnOF94zhVD1Pb29mRbX1+fijPi2ZIT90TpmKdTSKwYFGwUoLRRVuCk+9zAuffUIy1w\nWmTjHigrpMob5TxRrbzha1363LFFAKqVh0MByinEKn5ZPCBZw1Tlk0FVL0hoOWBzRlnjq3mjx/g6\nVvxc3qxws2e0DNa8aT8rMhSYM6OM3v7a2tqk/mI4iI1LhO/YqbgefWbcWnpLr3FtkD3oDqJYb3Ec\nsK+StY0WPGV12ulo3XeQ4gw52yrs6zDseDyeAqj19fUJRG1sbEw2lPfNmzcnHqkszS6tGle1AwxS\n7jr2gjqAwlCXlg30CncCqsViK4+fAyOX/9kE86z8kT4eagVEXbhwYbJtbGxExOySDS05cYhyFVNB\nKmsoDqAqb1QVDot6ffRarRgZyPQCVe9wnnqk9BieqZ4o3nf3afp6Kk4GNkNBqKUMs3yuFCFX/p44\ntUQNZGaYHET0yjxxy/IW+/yL/QqgeL8VD24HGVhi/yyL1o2szCujwF748+fPzwDLzZs37WRXpx9d\nfLS+crt3banljXLtTuHJdUj5f0TMdAJZWgA0TzvWtLb2Xdk5W8UbvwwAAUDxKtuAKMzNgfcKSwqw\n/ajgqWqDAByGJ70W/50nimFKX/cfj8dTw3ZufnMG6/qrddXpUK3DCmuu3ri0sScKHqiLFy/GxYsX\nY3Nzc6pu89IilZyKieX86+heKwFEjYbzRjGNZw01a4TaGBSgXFycUnJABHdna1ivuocVlAIc55kq\nLU2zA8NM9L4KaCqQqmQImDnltwxwgvSAgvvvOgO94qCoJ4/0HO+zUnYAlYXZk4cZIAwFybtFXK+3\nSqcDG5dfEXfWGkIeHx3dfrOL181REHLxwW/WQYWoUWsBVNVpYXjCL09LYIPYU78WaQc9x1rwpHnZ\n2lZWVqY+LYJwMWQHMFGIwrwcfCoGE7krval1ysXRnUf+a5zdeky6Ztna2lqsrKxMlmpAPWTIyt5u\ny0CqSiP2VU/1ioNEpAXlocOq7CFEmbTk1HiinBsvwr9twKDAoKQwoWCBa50i0f/8XFewKi0D70CK\n4al1DspI97XhVF4pjQsaqlZ0l0aXB0MMbtVYVF4Kw5spnCwuDhDcUN4QgOrNR72WfzmsLM/1vPNq\nRtzpNMxTVhVIvZykqgcZfHE9wiRu5PmtW7emvAEwdAhLvcma/xlAufqinTX9tIb20NHZc/pHO3RZ\n+ntAvWonqivH4zuLWvJ9CkzOG+IASvUj36flnIFZRExgZW1tLW7evGknN+Nbexg6y/RNpbsQ3yxP\nUR94sjjWTEKZYzgRsLS6ujrx0mBuHuZ5ARIZSDCnT5d1cDoMnlb+Hp4ugQRww7AoPHv8WRnO60q4\nrmPodGdnJ0ajURweHsbOzk7s7e1NJvb3eNJPDUSxJ6oFULyvjYArUdY7ain2FjQpXGWVww0rZj27\nbHOQhbS4hsxp5zzCbzacp/nWky+VUssUYiVZOfdKy+hnYKz/3fX6v2er4lkZtB6Y0vtcHvA+l202\nLKzhZnmqgNgCqZeLZDCTHXfXAaJw7ujoaDLEwxAVMVvWbphZQcqJtl0GJf5GJTZMHMYv6yfXwXND\nInzNPPXdxZnjUKUx01OuLB18sm51epfDxnUMUbdu3Zrydmxvb8fm5mbs7OxMIIRtoYKUK0uFPT7O\n6Y+YXpl8bW0tNjc3J2+mob5FxKQsV1dXY2trawpm8Iv5e4g3hgDZe5qVnYOo3d3dqeE6OFcY3A4O\nDiab+8BxS/Bsnn92dHQ0ef7+/v7dBVHZZDRVNPyLfYUj7QlwTwK/DhC0ACpjnBVWZfyc98eBUjaU\nl3mkMoji/MoAShuag0KXZm2U7r8qrExBsnAZHYdouKr83HMrQKp6hz0Nz+VxL0i5sFxZ6D7EARSD\nVI9BGwKWLzfpgSk9x3mPOTEoF33NnL1VqLscTs+qzniW1hOGEAUo3leQ4ue0dFMFUHocccuE48y6\nVcuiRy+1ypLvd2WbwRngmFeh57WK4I26fv36FES5OpLZSM4nl2Y+x4tObmxsxNbW1uTtQHiixuPx\nFEThl71BABh9mw+rnfP6UhpH/KLseM4YT3LHvj53Xk8U1xlAFIAK8UbY4/E4/YoKy4lDVOaJUhBw\nopDAMKCNUht1RA1PoFBuNJWRzyCClaEqmKEeKVVSmiaOb6ag+BoezuPfCjQrQ61wOERR9TaATHrv\nZ4XH/6trM4CqzvXGrQWirGxa6c5gKnt+Btat+zh/Wnn1coMohUve7wVO1hlHR0d2OE91jOrT6m3n\nCN+OVZ84bxQv+ug6fJlucptLA+v7TOdk+objyc9wgKM6KitH3W9BlAM1lA08URExM5wHb1TmiRrS\ntqp8i7jjiQJAOU8UpxH1bzweTwEMIEbf4jt//nzs7e3NQFRWfm44D0OCeK4uE4GNIaolqhuxjtfN\nmzcn+c11CQzQklMFUdgi8rkFEAUoBintBeCXGytLy/hkiqh1r1MSvRClk8izjRWoPkfjrQDFsKUV\nndOnaeXjmeHPYCALu5XPQ8TVFf1Vo1WFNQ9McRqRx5lUdaYFNNn5LN8RH44n6gLSW5VfT/649nwW\nJStzB1LV/ephQDtFPdBFD3nxS233ul4PxEFTVucgACb2QGXDeU5XDYHHTFc4/VNB1Hg8ntKdzoAr\nTFV1PAMoGFhNg+pnBhdAxmg0mhrOyyAqIlIbWdWrzI6h7TNEbW9vx8bGxiRMeKIARzxhfGVlJQ4O\nDiafhAFEqad0ZWVl6iPCXL4aP4Wo3d3dSb3Csg8RYQHKeaJatkPLyJV3D6iyNCHq+eefjz/6oz+K\nq1evxmg0ive+973xvve9L65fvx6f+MQn4rnnnotXvvKV8eSTT8bW1lbzgRH9nqhWQgALEW2jDukx\n/g5M5jWGWYNXiKqG8lo9EVR+7KsS5+ch/zNPVMS01yODpmzfKZKWwhpioHuBhutYFn99toO6Ks/d\ndXxM87an7nB947rNkOPua20cT67jEK3r88CTlsNpgKjj0F941dsBUAaUvXVY25t6ovCLa7iMAE4O\ntlrlqeGpbuINi37iV/W5QhSLS29VZxUAMr0K/ce6FKCTPSfzluuzES7CQ1ygQ7ldaV6xXoYn6vz5\n81MQxcscKHw4O+mmElTlyjprZWVlMh8KELW+vj5V1oeHh5MweQFYgBS/TQ8vjr49Wn1/juODPMN3\n+nZ2diYQxqDD8OTmRDGwOkHaMLfq4OBg5oWJ8Xg8A4S8rEMmzSvOnTsX73//++N1r3td7O3txa/8\nyq/EW9/61vjyl78cDz/8cPzET/xEfPGLX4wvfOEL8dM//dPNB0b0v53XC1AMCq5xoLJHDPegcDyq\nQnJhut4Yg5F6nKrVyp2XCpsO9ek+8og9DhkgOkXiFJpLb8T097gcSGUKy5Uv7/caIQdTUH4QB4lu\nv/e5LekBKa037pzGkf/3QBTiwHnK4ob03DMVxBSgTpMn6jj0F3sJ3LIsPfXF3ePy6ujoaOo1c+zj\nHLctB1HaYXOisABxQJDN34Q+4U6ga8OZrnLtqaVvnJ5lj5S2+UofqefItdPMJlQQxfCFuUjj8Xjq\nm238HTf+AK+zker90/rkypTLAPUDc7K2t7cnnqX9/f2pt/POnTsX6+vrE6hZX1+f8XQCojh+AMYM\norg+IM/giQJEoQyRv+qF2t/fn4BQz3Aew7bOqcJ2dHQ0tdQB8qAlTQ13+fLleN3rXhcRt8dxX/Oa\n18Tzzz8fX/3qV+Nd73pXRES8+93vjq985SvNh00e2hjO4wLRzV1ThVNtPUa513BWDT0bimMSZrd5\n1QvUe7L7nBco21fwzMLReLq4alx6jDuLU7z6fyhM9daFXo9BT5xcWlyaXN3RsouojUBPPldw6+qK\nAzBNR5V+beMnJcehv/gTGFndyf5H5EOg+GUQUnhyQ3u88WRcXbOnkpbOyoAq0029OqlVb10ddp08\nhifnYajC7G0/Lh8wnFRtKHP+AK4utqkQxfWrx35VovWMP8KLOVm6xMHu7u5kCQNAFOKom66DxfWu\npS9RXuyJwjIDe3t7E1jKvFD8dl7WQUU9UU8Unnf9+vW4du1avPDCC/Hiiy/Gzs7OZEizSx90XfX/\nyze/+c34z//8z/ju7/7uuHr1aly+fDkibiuqq1evdofTgqhM+XAmodfBwuTKDYPvZaPUcidrr4MF\nFUCfj+PcA3S9Lu0hci9OPU3sjWp5obLnaP4j7xBf/Kqy4nzt2XdglilRDYPz1hkc/d8DOpXx4Dqk\n8cmenx2rnsEAkjV0rpf8bM5DDtPFmfe1LPh6iMsbTlN2XwsGTgtAqSxLf6knSvWSy4sMsjOQwu94\nPLYgBaMAz8R4fMfboZ/pYH1UidZB1jnZhHL2ROninJxGzh+cZ4+VM64cJ+xnAMXpBLjo81pQpuFr\nvqignFh/OqjEtRExgQsFEQznra+vTwGIjtSo46BHB3E5oH4Aira3tydv3e3u7k4g6tatW7G1tTWp\nV1jpW6Gd14Li+LTgncsZc6J4OI+vO3funPVC4fuCLYCKmF4DDZ4ogNre3l7s7u5OvFEA3vX19Wa4\nEQMgam9vL/7gD/4gPvCBD0y+MaOZ0iuqZNWbxAUyhLRbxp9/M4DSRo3rXAN3wudYGXE8GW506M5N\nKFdw0mMKYpmyZkOsCkwB0CmVltFGmjOYqsLMypXzXsuhMuJcj3rKiuOk4KP5yPHrqaMMPZrXWR44\n46Dw5NKSGYUeZcBxHXJtqxxOgyxTf2E4jSFK64+DowqgNM+wHR0dzXil8Jo8e37H49nhPJ47pRDV\nggUGEh5C0vlQPC8K1wCmNF9VVyFOqou1Y6NxdvoabYohSnV25cl1nTuXN5pHCBtl5TxRbN9QPgpQ\nvcN51UiKK1Ot1+qJ2t7ejvPnz8fu7u7EHu3v70+8PAoVrr46PViBHrcBgCfgaGdnZ8qDhfyC50k9\nUSquHSNf4IniNwHh+drZ2ZnMBUNa0a5a0gVRt27dit///d+PH/zBH4x3vvOdEXG79/bCCy9Mfi9d\numTvffrpp+Ppp5+e/H/88cfjx37sx+INb3hDCU7IEK4caowr9y7vu/+Zt0T39TnO+/XII49MxZf3\nM2WZKc1sc42qx9WrMJEZfuxfunQp/t//+3+p0qj2h5SBC0evz8LJ6oAqyde//vXxvve9rwQLB3Su\n4XC59vxm0mqUrv489NBD5T0u/B5QdXVT4+HCVFho1WfI5z//+cn+lStX4sqVK93pWkSWrb9+5md+\nJiIi3vzmN0+AgQ16DxypdyEzSEdHRzM9cAxh8FASPDsaphvyd4b+B37gB+JXf/VXI2L6bV4FAOcR\n0ekWLj2q553uV/2v4qCU4zsajeLBBx+cqZMKURlQVRDFz+G4cJxgqDmPAVqcPsw10qGwlZWVuP/+\n++Ohhx6K//u//4s3vOENM59TWV1dnVnwEmsaZXnG8V1bW5v66O6FCxdiZWUlbty4MQUU8ETxiuo6\nAZ1BmJ83Ho+nwrpx40ZcuXIlPvKRj8zobCyzwBuvOYX9V7/61fGa17wmvvd7vzeuXr0a165di/39\n/ZlycQLPH89BwxIK3I7G47H9DAwk019dEPWpT30qXvva18b73ve+ybFHHnkknnrqqXjsscfiqaee\nine84x32Xqcs/+Zv/iZGo1H87d/+7cw4vgMArZyuIF1jqAApG8+uxri51xdxx6h86EMfik9/+tOD\nlKfOY+CGovtu0x5nNU+CJ/w5Lw1Xwje84Q3x9a9/vQuCHIhU8OlAVBt/T1m6+sDj3dh++Id/OL70\npS/N1BG3uXhy3qgycgbPKfYKNjPRuvPjP/7j8dd//dczZVWFX4E/JIPv7DlcBhFhDamruxERjz76\naDz++ONluo9LjkN/Rdwesvirv/qrqYmqXHb6phLnCXuVOL8UQm7evBk3btyI69evT353dnamoArz\nN1R3rKyszKzr4+aW7O/vx6//+q/Hb//2b0fEnbLP5mTp4orY51/VQ/xfdZhel3kv3fxXbY9ve9vb\n4t/+7d9mdJ+DR7d4oxvNyDoK+ozxeDwT3q1bt2b089raWtxzzz1T2/b2dnzjG9+Ib3zjG/H1r389\nvvGNb8SP/uiPxp/+6Z9OfV9vc3Nz4rHBZ2J2dnYsAALYuE5dunQpHnzwwXjVq14Vr3rVq+LBBx+M\nc+fOxXPPPRff/OY347nnnovnnnsu9vf34957741777037rvvvrj33nvjwoULE90KfaseR9jr559/\nPp5//vn41re+Fc8//3z85E/+ZPzhH/7hjJ69dOlS3HfffVPbhQsXYnt7e7L0w/b2drzwwgvx7LPP\nxjPPPBPPPvtsPPvss3H9+vVJ3ag6saurq3Hp0qXJhvxWWx8RceHChckHiS9evBgXLlyIiIi3vvWt\nqf5qQtR//Md/xN///d/Hd37nd8Yv//Ivx2g0ip/6qZ+Kxx57LD7+8Y/Hl7/85XjggQfiySefbAU1\nkaxCZl4pNTrO4wOpvArZUB33IldW8nF6flZlCBUy2Iihd6m9TR6KQw+yigPfVw3n9Xga+D+7w4d4\nlirvUOX94We34ALXQrG1oBXX6zVOEE+NCx9zZZzFUcPI7nPhuGsyEHL3OOjM0uHiznnMYWq56T2u\njvU88zjlOPQXFCvW2omIiVGO8PmR5VEmWqcZULFgI9cvvqbSpS19qcdUtyBct9+a08n7+O/meGo+\nQFwb0DzOPILZqAUP8eBtL9VdDpgipqeEuLhw+rn8so/0VvWg0uUsWicAUvp83rTeIB9Rp3d3dydv\nFWrHVT1REAA+gxaXJ6AT+pifxwt58uRxdpoM0WkcNobxtKywfIMOp/ZIE6Le9KY3xV/8xV/Ycx/7\n2Me6HqKCyDl3sTZ6NDq+VzOAz6FQs3F1iDY2NAi4xV1D1Odl4aISOtjg+GmDw3PdvKghwFRBoJZB\nli8ORitwqkCqAij3fCfIU84vl3cZXEHmBWQu1yr/svT0AKJez3V4EYhySiwTl7cIkzcXTq+ifynl\nOPTXxYsXI+IORB0dHU0+1qp6oqprVR7yPrxZ8GJwJwebGyJUXarxUnHwznUogyjMi8pgynVQuR06\nPYY4cnvLOqU9EKV6DelD2cHA4ptpClHs5cOzYCuyMkSa1VPLnriWR9uF16pH2gFE/NlzyF5Djh9D\nDb/Fdv78+XRUwNUjzKvioTKOD9KFfS6Hg4ODSdx46JKHSBVeK6BSiIJ3XD3EDLgtuGU5lSuWtypM\npRRQuSGVQeSeRNb4hhgFNbQMZdz4NRxVOgpT1TbUGwVpVTjNuwwKWwClQKblwflVlZm7tsoXrmMK\ny1xWTtlmwg21imN1vgqbfxnmK/h0x5yy0/hlonmRpceVo4bR87y7UdQTdXh4ODUZdogOyfKJ66t6\nEpwhUa9T5okdIgpQAB6eaM5QpRDF+gn7iId7Waal21GPuWOt11cQpW0ogyhtPysrK5M3IvEcbZsu\nr7UM2VjrW3ZOWrqtKk+2cZUXCksb6FQa2AFAFMpV8y/bZ08U3+f0Mz9Pv5HHazmpJ2qIoJz39/cn\n+c3rQWEyOQ9FZ+Wiciogqno7DwBSKYPKSLsGxVDTq/gyQ6vUr3SMc+p5grAScRCUeaNagOXeUGGD\niDxQcZXUgZP+74EoDkulFz40j1uGSsude8U99Sor00y0d6pwpOHzvipkfmYGti7MrCy0/rmyq/Iy\nq+tZXM6q3HPPPRERsba2FltbWxMDzMM82XBaRO1NZ+EyUW+I1isXZlaeGg99pj6fgV49UtDfGURV\nbS+DKpcejpOOFmBfO8WuDeimw3mYF8WbLmOhHX2Oi9ogvoaBhqFb45SJqzMtmFKQ0uFeDkPr7dHR\n7ZcaUD4YBtPnuw7W3t5eOpznPKa4T+cnM0gBorRet/JBy5mHObGAKN5WxGd3sE5Xj147FRClBego\nNRNn1FvCiqlneEcli1P2bH4G7uewUEkdMFWwVA31qXJCvjNAOdJmg81pcnk8BKBc3rCir+Cqupfz\nsDIU7r+ClJYNx7sqc4QFYWCuQKPK0wyi9D4XH1cmnG8QhT3UiVYb6AG5sywYzsNaO3t7exPvAvLQ\nedaz+glxwIrjMDgAqAy6K7jq0W0sWoecznHwxBDFOq2lc1lXcRtlcQDldJQ+w8EU4q8QpS8sAY4R\nL+30Y+K6dkw5LexRVIhBXNSzpeXnws1ghss/g6hKL6I8AJUHBwczQ8SZfWaIQn5qmWpeoGwZoHRT\nT1ilt1V4yB1hYJ4XvFBbW1tTnsK7BqIcQOlx16OK8J4RblwsWa+satQRXgm5SqOFy8YwU5xQSvh1\nwKRg1TPE55QTx41/Vdjoul4pH2/1+HrcrsirHqXeur8qQ+6tIu6VQVOYcTDF58flxdQAACAASURB\nVLP5ERk48b4DH1WODkhbUKbtg/NMr8vyJVPgVTw07LMmPCdqc3MzdnZ2ZiDKteOWjoE4EIIRdIYW\nZeaGcVu6oSUOotxQnvvlfYWflq5S3aydFAUQXMtx1X2nr5AefnORjTlDFMpBP3WCIU7ELQMhhgfU\nB05Dq71kukp1RQbg+jYkx4GvVU8Ui1vGIoMoHh518dG5R8gHfvtP50RlnijNCxWEy/YN38qEJ2pr\na2uGQU4tRKlyqbbehERMK3PuGXAjhJLjxjyvR6onHu4cj+fjN/MoOWhyx3tgC89CHmTGrxrO098M\noFw42mDZSFSS1QEGKA6rR9n0lvEQCBgKUlk+Qnhirk4mboXrIMopHL2u5TlR4HX15KyLeqIwBMAe\nCTVIPfDEouXGnig+z9DN7d4ZmwyKW3FwRlBhiudJKWQ5DznCqWAvIqb0Ngt7e10HScFP8wz/1RPF\n32PDxktPqDcHAKXP0PxyIKPw0PJEZfoLxzIdWXmiXHjsidK1yNyyFE4H8HAePEgcF84PzoeWJ4pt\np9PxmQCiGKbwWRf2RLH0dgJP3BOlFcydc8ogot3jdp4HHsrq6an1KDyEX51z9zuIanmj+DwrMp2U\njkbA4bCR5OdrXFtDR/NAFAOPpn8RQ1yVjx5zwwBav1riwAXhReQgxfdWsMNGEWlwPVWt763yyfLM\nxbEFUhyv7JlnWTAnCp4oQBTK3XnanT6BtECGjY/ey2FguMJN5G2VZyXcnlkPtbxPrNsVorgtajyR\nh5Csw4e4cYc5AyhOB9+nEIVPnjBAKERhzoy+du9AhtM71BOVlbPWoawd87OzOVGa/1xX+Y025Itb\nl9DpAV6brPJE6RuBXCbOE9XKHyeuMwCIGo9vr/SPRT91KJfvyeTUQJQWohayGiZnsDMvABvNFiRl\nFZf3FeL4Wfpc/XXhMhAxUGVgpcfYZa7zChiIOA9cfCJiquIMMdIOopxS0Odm8XBlwIZB41SVK1/b\nMliaLpd+Fxc2EApB1TNwr8szDo/fyNL7XRwzgNL8csf5vLapCnxd/M4iUMEbdO7cucnr4vjKvRs6\nx36mY1xdq9oQSwuKFi0DB/6qlxScAHMKVRxPzidORyWVfs/qnrMTaG86RMRh8tAggxbe7kKb5HOA\nRX7OysrK1BuVCiqazxr/llR55tLNcYbnLSKm3oLT63jfPUP3OW+yul2VE+LK+cpeLR3J6RFXj/V5\nWnb8rEpObDgPv274TvcdJGnGq8eJjUAGT5mh67mGRSs9/ypIZfmgQzdZfBWmtGfIvSJVVAqUmVJS\npcJp0vQ5iHJ5omnm+Oj5FrDofw7LlRs/J1NMWSNz92h4Vd1y8dTwK4jC+R6IaqVD89qVv3rrXOdE\n0+Pq/8sJonjtHRgaTv9QZc9QME8+9tzTq9e03WRTDvgbegxT/OvaRQueOC9cXeQ8zgw2NvYcwcvi\nIMrdj+vZ4wwjv7q6Opl4rW0AQ7D4ZIqm27WlHnH5mMVfoYgn0QOi8N8tJ6DeGX2TEs/ifQdQWbm4\nTd+mU4haRK84eNK6ceohyrm7K5jiBqzj3ty4KpjKDKzuO+NXKZyW0XUgxfHmZ3MFzUBK5xi0KrfG\nVYexNK2owC6NWZoVvPS8xicz6ioZgLrGm4Gwpi2Lix6rIEqPteDcPVPDV5DS69k4u18XN3dNpvhY\nFKA0j12ZVArxrAkW64OXgT1Rrn22wBqi5aXzbKr8zHSPHs/anHY6NFz+7/QNe6D4mE43cB3HKk+0\nDVWdaa6fujnvir71lUEdgEk7Nfw5HAxNaTrcx2xb4Kj57fLD5VdWp9izw8sGYPgyIqY+6qufQ3E2\nBr+Z/lHvjpaLntc6x6AbEVNLHWRgU9m97LjW57sSonQorzWc55QEj4fjeMsD5UAKUhnCrOfg9iuj\no8IVMxvWc4oru4bTocoFcak8Ufxfz2v6FQqrezQPe6UHxCpjVZWBK0M9XqWD6xnHQ/c5XH1mBVFc\npllcsv8uvVWnICJmAIrDqoDw5QJR7IliiFpbW5u0X4beFijgOreP/y144v2sHmfSao98P+oFe7tZ\nX/PGHioFLNZ1WRz4eu1A8z1a1zKIYpAATAzxROEYe0n0G4Bqz46OjmaMv5sj557r8t/lUVVubhhP\n54BFRBOgsM9lFhFTyz9wXDNAyspHN8QVOrvliarygeuJxuGu9URpb6UFU9pAIOpVUajS3wykNF78\n3/2qOKORgZQWClc6B1Ju0/lP2aYTxDPo5LRVMKTHMojKZB546glL06EQwwBVKS8Oz9W5ClwqgNK4\n9EIU/ypEteLj9h1w6nEI1xEFqkrxn2V4glSeqIjp/HTzN7IOQQuUhuRpVQ4tfabhcOcD9UHT40YR\n9HMwCg/spXNx1M21i6w+aj6wodTVsNkoZ50EniuEdLk31fQzZoAoncvT0kGVZHZK441fN5zHbyNG\n+OE8B1NZ3VVRL1QWL9V9fC86IkdHRzNreC0iGoe7EqLmGc7ToQXAgPaMnOHCb6ux6jG+f4ioIWRA\nQVw5L9Ttj/1q2K41rNeKXzVhOAM9l8bMeDpAddDhrunNc31WVYaqeF3jducygNfnu7i4fQdQDqT0\n+aqQKoDS/xVEMdgr5PF9rQ5I9dyzJmg7gCjMecHHiNlj4jo6kEzHuLJkg6O9/NZWicanul7rKuso\nBSUGKJ4v1VOPXKeRbYBCvdvY68MgoW98IR9Hozsf6nU6NeLO3EWU6blz5yZzdhii2DuFzqyCWguC\nWmWVnXMdNjcfCh/i3d3djYg7Hwx2azK5OHN9cFLpUs1bV348p+rWrVszyyVktqQCSpzjES6tGy5O\nLTlxiGoN5yk4ofFmAKVep4jceGTH+Zjbd1IpLy5EjjOHPQSierxQWU/OARSnr1V5XKNQxaXXOYBq\nwVZPfvM1XOZDIKyCquxaF46mC/+1DmYAlUFUhB/Oq+JapYHj6epGppyczNPBOAvCZcoThzc2NmZ0\nFdraEAhV6M8AyvXkuQy1rrk06D7+azt3+oHhgkEKergazuNOYBYH1Yc9AKXpRvjOE6NDbAAfl0bO\nf9ajiBd++Zt04/F4sn6WA5JeXZVdo2G467hsdC7U3t7eZAiaVxivIErjnOlxFq1LzvvDz+I8Rtlr\nvFp508o/rs9cL1w9asmpejtPYao1sdz1VvR4C4RcRR5iiFW08TlDH+E/ollBVM9cqJYnysETns/K\n27kwK6jooXZnwDUOei6DqQygNDx+XhYfbTQVJPamkeOjSi4Ls+r9oKFXz2zFCcL5oR2QTHlkUI5z\nLzfhtGNi8draWmxsbEyBDQCCdVIWFourg1V77wGKLB1OP1btxekInhfF+/p2nusku3o9Gk3PtUId\njZgdZuY2pXHlDmvmieI5WQxQuAdDt/CAsOHXNrCyshJra2tTQID1pFpenaxcettXVo5cF0ej0WQI\njyEqYtYTpR06LjOtJ6w7WjClZVfVYa5jPUOvQ/IH6cBzAJnz6LMT90Q5aHJgBVGvk/NGOeXQUmBZ\nz2AIUGWGWZ/HvR+NNx9jRcn/5/FCVTCiDbZSwD2QURkGBQ29fl6AUnh2khmYluGpIKr670BqXohS\nsG3BUyYZVGXPbin7nuvOmihEYT7UxsbGxGDyp0HG43wBU5as3lXw1AIqF65LzxAdx5CC+11Hj+dD\nOU+U0+8cH9Z9Ck8R00CV1WHc7yZVs1eDO+euPbLXzQ0roYz5vtFoFGtra6n3ZEi+z3sdl0vEbagD\nRMFjFhGTBTV5xXbt5GflpTDVAikGUPVEubwfj2cnls+TF+4cwBh1o8duqpw4RKlycT0WFAx7UpDZ\nGUhF1JW0MgBDMlAlM0Y4x6CEvFB3tSqR6m0954VqwSHip3nvegAaf5fOTGnrMzkPdF9lCEBl17ca\nc/XrrmuBljvuALWCJ1d3Ku/ioqIGKgOpeZTLWRWFKPZE8eTlg4ODZgcvE1fvHFT11CcNM0uP/s90\nWAYpTo+79aN03lGWtzjv5pFWekfTzJDHIKVgw9+/Y68Uv86PstX5M4gnAxS+s1cNjVXSU09cJ1jL\nCuA3Ho+nhvOw4vho5IfzOG95REifoc/O6hmXF8LXeozr1KZlq5b3iuYR13HkD+a3KYO05EQhSqEp\nAyru+ej5TEEtougzCKquaxlClkwxaFqcF6rHG8Xn3Bt6DKN6bxV3p6yqNCsw6T0O9rJn4pos7MzI\nV7CcgWBr03hp2jR+DmB7nsH3uJ7sotICP+xnAFC1uZcDaMFQ8pwoGCn+Ppp63l3eZLAzZPiuapc9\nAFXBE45DR7C4YTPW6QpSOM/fnNO2omnuBU8YaE0b3uzKgCYbHUEZuk4mnuNgjOGa15FqeXOGSqtc\nFbAZ8FdXV2Nvby9Go9HU228MUFW8OA8Vptz9nHe4zi29EDE9l+vo6MiC65A4ZQCoG8qe37psyYku\nceBc3G5IL8uAzIPjlLlW3Exp6TOyyuD+O+OXiYKhi796oRScMqBCujW/nSD/XNxcfrUUtcIRoM0B\nFcchk9Y9CiuZsa+e5dJQGaxWfrh46bPc8F1Vj1x9HQopVR3Abw8EZTA1JIyzIKxwAVKYc4IPEjvd\nxPdHzMK3/nJ9zGAKMhTSe413dQ/rYvZMOXDCPn+wmPOCgWUIRHE+wRCzqBHGswBKiBsbT8xn0u/N\nrazcWUEbG2wZPJKbm5uxvb0d29vbk+8r8oKcrTweIk43cn46kMJnXwCJ7u03rYvVcxVUKr2G8gTw\nIg/hucU1vPGyC/PaWsTTxQnnUAcAvxjurORUDOf1eqJYYJyzYTz+ZalAKjNiek32X8Nxz1DoywCQ\nFZIb0nNA5TxQvO/SxcOhLr5Z+h10OIBw12Y9g6xs9JzmJ1/v8jEz5r0GJwOeVp4MfaaGx+l2nqis\nnmb1XuOUXZdBaStfM5A6a8L5DmOLT74cHBzE3t7ezMdVs3yryj+rf63jPQC1iMHW+qdxQnoBKLq2\nEoyheqJU57F3K6tH/FwAGoauOI5uOIjjyG/mMUABotyQJN52W1lZmfxiftzm5mZsbW3F9vZ2bG1t\nTX2kutJJi0pPPsEbxZ4xXYepVT+cnXA6RuuGtgF+Mw55i/u4s8Df9dPhPxevzH4gflknZGXlztpv\n6+vrk7XfKjnxt/Pc5iYdqrckA4+hyjsDp16YygyonuNfhpaWJyqDKfef89TldSYVSDmDXSlzvoYB\nQHtE7jkMVxlosWg6K2geAlJDhkyyMCqIqrxQnC+cZ2xssrD5GZo3OJbdm9WhVjvK2t1xGYnTJKPR\naAqijo6OYn9/P9bW1qYgCnmeGc+qfrExqbxQLyVI6b1sICE6tMcLN7o5UZw3nGbWf1kZsGFkTxSn\nl40wty8GKHgdNK/dXBleWJPrvHqiLly4MPFEwTuZ6QWO87xlwXnprlNPFK5zE7cr+5edVz3Pukv1\nIkOUzkFSXcz1hzuULh4ZXGUdF447t+fNzc3J2m+VnBpPFAOUnuNGmoFWpqSGKPMKplzG95zDPv9G\neJDSdLJrnH/VG6UeKK2k+OU8cWXC8VRyz9JbwUNVcbMGmoFUVoZ8PoNpB5WurNg49Qzn8b671j2z\nx6gx8HD4PTDUEr1Xw8gAvNXO9Hq+7ywLeq4ofxhLhqisw8fiYCginxM1z3CeC79HMiOlOouBSIfz\ncEy3ylPXA1F6L4Z+OI9YX2aeKAzdOAhwEMXpwjMyTxRDVDYnah6p9GlWv9gTxdfwpPKe+sHXqE51\neag6DNc5gOLw+V72krl6X+07u+LSifaMOY5bW1tlPkScgs++OChSqHIFysNhPTA1RHoUTFbRWsbW\npYEVhVMeesxBk8ITfvUcS1bZFQCy/GjBgBp9J1peFYRx2vS8C8udq+KfpWmR6/ja6j5Oo8vDIUZP\n8zfLJ5dver7VjirAOqsQxWUDjwS8GPgEDIOU1t3MwGG/tVWe0p54L0syo6S6SiFKoZD1fBYO6wFN\nL+crPEe4P4NOBii8pQbI0fTheAZRkNFoNOOFcp4ovl71mco8bSjTt0g72w9cx0N56unpEaerMz3I\n17FnTOPP4TgvLIfb2uew8esYRN+23dzcbKb9xD1RlfJVV2kGXS2Ywv0Ruauv51jr+h7j6cR5onjf\ngZXzRDmPlXqiKuPoAIV/hxj+TCpDXQFSFi8NuwKCTBzg6PkhIJW5w3sBqoojpzW7R8stS38PIOm1\nekz3M1A4S8L5DpDCPgOUQlRPmEOAqbc+tu5rSVXXOP4OfniDkVaQ0jmiGUyNx+MZyNF6Bk+UPpvT\ngg2eQgYpHm7Db7Z+kGsPPKEcELWxsREbGxtTw3mufQzRWZm02jyDC/IrIiYgMwSgXL1gvYP/7hoI\n2ygOV69TKO6NH+8rP/CQrA7rskexJadmiQMFp9YEvMwT5dylVYVqwVLL6PUAVctYOuXD6XHnst8M\noCq4cJDUaoyaFt2vAK0X5LKwsmMcRlV3+J4MoHoMlDte9ZTmNWR8XY9B4+syZa3lz+f0N4PV6p7s\n3rMg7BlB7xVtld/qAUxVBgXHXRvkOlUNLSMMDbMHnnoNUiUafxzTaQeYG+VACucBVazzXFt2QBUx\nC1F4jtoWntvEnihdlsLpT+eFirgDURjGu3jxYly8eHHKO8kQVYHUUGG90NIR3MnDvg6X9T7PxdfZ\nuqruM9RpmAxUPTozyz9Xfjq/jSEKw3mnFqJYATn40QQjY/V4VrFbRrRFxy1xIJUVcAugcFxhSMEK\nWzZPyg3xKVQ5iFIQ43j2wue8PQONBzcYVZgtGGoppgy6WoDcMkQZQDnDWZ3TeFXKSfMwu65S0tlv\nFn5L6Q8J924XLjc2zOPxeAagzp8/35xbx2FmdcnBlLuvZWRauiiTlmFmiGG94rxRbkgvAyjVgXiW\nzuHELyBKYY2NJdKjxhObGlmGQITj5vAoRMETxR8kVk9Upa9adqxVXlU56QTt3vrTK5n+U1Ggy+bJ\naZhDRJlBwUk9kuyJOvUTyzN4Um9URD2PatlzonqkKtDK2Dpl5JRllh59O09BCnnFPUAmfZzXZ/U0\nohZ8qvF28OPKJysvvj8DKT6ehZ1J1dCHglRrnkpl+Fqi17UMmiodzYch4KPlMm84Z0k0X1npuzlR\nGNLToSVtO24bMpxXhVPV8ePIGwUn5JMe5zf1eudF8a+mDXOiFNjcwqeZF0KHeHSSPC9dwc9niAJA\nXbx4MbVLywKj7HzLNmXXtJ6FfG/poSwe/J/rt47A8P48wvnsvJDOG3VXeaIyKHLHMoJt3btMqFqE\n0lv3qieIlYbbFJ6qfVZiej82rsCIL+LBaXDpqqSnPBYtH2fwhyitIQZokU3D5/89okqrR4FperO8\n4nMKpNm9un8cbe60ioMo6B/2RKFHi/bF81Cycsxgx4FVL2ANhfZMqjrnDCUP1aknynmjOF2sp6AX\nee4Ux0c39UIBgjjPGYbcZHH+j7bnDC+MLtZdAkTDCGOdIc2fHuDR67SezCuu7mibndfODfnP4mwS\n8pnLPKIPJt2UIS5zrAHFw+/c6eF7WnIq14nSTHDXOi9U5ZniZ78Uir7qKbpK6tzXGUj1wpN6o5BH\nvM/Pq3opPcq4p1xdGWbl0AMNSI97rh5rlZdLK59bBkDpM6r4OEWreTJUsvzh8Krz1X0axstBtD67\n3uxoNJp6pZzra8tYKTy1tl5gWsQIu7CQFtUjPFTH4MQwpbrIeaQ0zpkH3aW9ZTdQLgAwjjviiO/N\n8YY32tjgt3Rab75n7WdRENY4uLxtxWHIM/i30hND9bU+h8PVoTr1NgJ2sRDqxsbG1NpuqFco95ac\nCERBWvDkhvNAhur66/VEHadyr5RXdbyaBzAUpLTn5/YVplgZIU49Ch7i4CeD29YQbBa+KkUeFtG0\nDC3/RSGppcQrY9ASVyYuPzJp5Stf4wDLPaMHvFrPPkviIErnVDBAtcqrqj/zgNQyDG+vuLbkvFEM\nKDzMp/e04j8PRKnNQDjqjcd/LEzJIKWfSYHxdnquV6++VNDLYWqHjP/P21lrgVmPfqjOVXmBskVH\nhucm8ra+vj5ZwwsQxUtcYG6d+4SQyqkYznOTxHnf9UCGQJMzDstW7q0G0KsIGA4UjPhYBk/u7TyF\nKJ3E2aOEsvg7g+7KNwMnPefCdM9jDxQ/1z1rHlkGQGXH3G+WTs17Pc6/LgzNnwyUWr8choZfHTuL\nEOXquw7xMERx2+bX5V0by56lgFEBFA8XVnXvOPKEjTGDCOsk9UQh3zgdClCV7qw8cNw+HEC5+Or9\ngCj2Qh0cHExNzmaIrvRPVsY9ZbJMMHb1AumYF540rOyY6iCVRXUG1m1DG4SXiYfZAVGVJwrl3pJT\nMZzH+w6k3HlnMCvvRvbM4xauQEN7U24ypc5vcm/nZXMR+H8GUBwfjZ87B+kpRy0zd841ONc7ipge\nytPxcxefVjn1QtAiANVTH3BO0zsEpHrqtmsrrTaj/6t2dRYBygnXX179GuvMcBt0H6DNAArSA0/V\nPCmEwb/HJU5vVPOikCc8ybyKv8uXqu1F+OG87A076BMOiz1RgClMXsdzsjlWLYjSdsvS036Glqd7\nfo/OHRqXrNy0LNz9Pfo6k9FoZDsy8DTxnDUshIq5a+qJwsruLTlRT5T+byl0zngdvmmBVGUg+LcV\n5yEVvtd4skdFw+SeDh/j+LiJmJkXSjcHMVl8swarZZlN0Owd1nMAoccZnrI5UfMY9cr49ICUO6/3\nV3mpcUGc3f68ANWTP9mxqt26+846SGkeOAUOWODPh/ACg66T4MCK65RCUzUn6rjBKRONr9sYpKqh\nyAw+qmud7cg81QpQHBd8VJo39ijiGZlOUz22jPycN7weYOdwWwDVCk+v1bLg52b6Z0gauSPDq47z\nB4Wxv7W1NbWaPJa3iLjzlqeCnpNTNyfKgRP2dVJ0Bkx6zl2HMFvxcAXowtB9Jw4KeF83N0eK9zVP\n3G8vRCEcViZ8PCs/ly+qTNyaHNmWAYI2VIUnV449ZcLl4hS1/rYURgWhQ8XFfShA9dTn1nMreOLr\nXy7g5ITrvipxzK04ODiYetXe1Qs2vK68hsD8MtJUeSkqcbrMeaIAlFXnzuVDFQ9XX3U9IDbiiB/m\nN+nbfQ6ijo6O7DpDbp7V0HIZal+q461nVm21Aihnv/SYSwvbB/bKcp2u0ly1mYiwL3bA04RfbDof\nSofyeuv6iUIUSwZQLeCpPBsOtFwYLaWfGed5DLX+54LKQArXMUAqaClM4X8vROk8BJ07leWLKxst\nDwWnDKbUgLiGiWMaPx3Gc+VXlUsPQPG5nm0R6VFuLSXn6uoicagg1bWllyNMraysTClxfE7j4OBg\najHHCpC5HWTSqnNZvXa6ryqnRUCK4xkxu3YUTyrXZQ9Yl6ie03j0pNEBj8IO4njz5s3JpHGUHeBp\nf39/AlFra2sREZMwtWyrcumxHa1remAjKyvVtRpOywOlYVcgxc9TG8Bx7emganpcObsFM3VjmFpf\nX58qOwXqlpw4RPUoZN1Xo+nAKjvXYwSG3OvCYangSc8rOOG6yhPl8sOBk0IVX8P3O4DSSluVXwZP\nLW8UK8ysQTp46Cm/TLJGWwHVEDiaB6R6FKaG3VLEFej0xKe3PfSk46xJZrABUePxOA4PD6d6uxlE\ncd3O8jfraDmYGlL/+Dk90JQZZxaGJ4YhBqnME6XwhLhppy4DKO1M6wKarHc4XgCnw8PDyQaIAkDt\n7+9PygkgoGEjbpkXvyoH91tdj011QgZSWs8W6fBlOlrjx/us91kcbOp/Zxc0TPf9Owzr4RdDeLxO\nlC5vcKrnREE0s/Hbgp2ImDHAruH0AFDLKLTiNUSqSoJjrEAcUHH61BvFQNQ7pIdjqqiQxxq+66Fo\nvCqAyrxT6onS8LXxZF6oecqnVS58vNcLtUyA6ol/VWd1X6+ZJy6ttvRyEJdOVuJoRwcHB7G7u2s/\n+wFRo1bl5bLrXZauzChXx5ywDmF4wqZeKPU8Zd6cKv5qWF3njdOJTSeRu/Wh9vb2JgC1uroa4/H0\nxHIux3n1gGtbPfdlz1MdmunyeSQDKadzuMPshvOwX3UEKoDKPFGbm5tT28bGxszneHhe3pDvCJ7o\n23n6vwUxEX5NIPVmuMxtQZN7bmZoeoArk1YlxzU6vOZ6nw6qqnlRrjfI17LCYoBzLnSXd25o1cFT\ntVIwN/DKK4U44z8rxawcq/JwCm+o8s7CGSrLUmy8n+VN9cyq3lfhnnVxCp7bABQz6q1+gBb1n9tY\nBb6ZnnFxyqRX77XCGAJSelw7cOyJ0g3xch//VW+U1kHWReqB4vyHHmF9x/PX4HUCSPGbeYhHxB1w\nhjHOPGWttpLZxSpP9bqqPNx9Q3RVFZ8WwGV2QsPBvup/dx2Hze2OQUq/HsDLHmRz2XR4uSUnPpzX\nK1yAUEAKRwxSvZsDryEKxxkWPd5rfHU/AyeFHQdVGTTp0B5DKfcCOZ9dxXXpHwpTeq2DJ84HPA/n\nOe4cl2VIC54W9QJovVgk3r1KOTvegs7smO4vM/9Ps2RtFTIajaZ6tXjzhxU6gwTPx9F67doU/6/0\nlOqJTI8tAv2997KeQroRRxismzdvTgGmehwQZ5zP6mlL33NYeA7KgSGK4enmzZsz0OTm3bj1hlrt\nkHVBqw3N074yXbZoZ889w3UsqnrXAsvM9rANADTxtw+Rpzw8ixc74AFzYI06yu2lJXcNREFUYWfK\npXXcgdcQkNIMdiDVI1XPLvNGZcNXzpPUGsZTxa29Y4UDB4ktxVXBlMvvCp74P36d0VnEmGfQpHFa\nVFpKlq+bB4iqazWfXH3Owm9dd9ZByvWasc/tAcoayp1BCgabw9HycJ3FrAPIYNGCqnn0VCsfWteo\nHmOYgqFzHmmNv4bl9FHmhVLdz3pW50PxMB4+78IQ5YaNeGFHnrheSdb+ekXvcd503Z+nwzdvXVH9\nznFpeemqOHJZM0ApwPKLAvi+IeoRe62Ojm6/bakweKYgKlPm8xjyrGcynG22lAAAIABJREFUBJ4y\nI9TbKFzl5oaN40M2nVwOuGDPk/NG4Xqn6CCq3LKyUGAa6glkL5TGhyXzQi3TMLQUzbxeKJYegOoN\np1dpZ/W0FUYGbFlYZ1Vcr5vbMGAFypyVPIwuv/XDbVfbbAuc9J4MPpw36qTyDOnCcB4DFNKEvHQA\nxbpKobOlgzhMbrsAKPVEYU0oFueJgjeK1xsa0naHSuueDKZ69ZSrJ2qfsmdmAOJgyj0TYbSeh7LW\n4Tv1RAGedGmLW7duTQAKv/PYk7sGoiJmh/QqIMoaVWbw54GnFkjxsUxYEbiKrxPLK08UK0wFJAdS\nrJBYMTlPlPb8NH2an5UXisegW14ojoOOT7MBWbYBrwyl7lfHFhGtR9k1Gdz0hl9BVc+9WTzOqmSe\nKAgbfTa4vMEwc91W46NQVIGUtv9KN7wUIJW1BdVdPC+KF7B0cUfeqF6q9HoFUoin80QdHh5OPFE8\nzIhNoRivzeuaQ3gG4txqWz1l0qvnVIctQz+1wMZdj1+tc5W3h/PLPY/LugVRKFMte36Rge2NtrOW\nnAhEDS1MZyRUGVRejiFeqEw59QAUx69HSbUqd+VtUphieGK4YHhSkNJruMeqz8qMRW/+V8saaD4q\nPEE4jZznrjx6pbo+K5/KiLZ6TvPKsg1eVm+z57lzmTJ3ivIsiYJ+BlGow/zhU4Yo7ewoPKFN9uow\nBQ4ABv9y3BDXRfJgnvsyb1SWliqtmu8VRKmB1PiwN4rnRN26dWtqqEgXdGRPFIbzejxRmQ1ZJuA6\nkNI62xtP/t+yWZk9VN3gruNzGUBxXeZPLWUQ5eCZ5yYCpjAEP6R9NCHqU5/6VPzzP/9zXLp0KX7v\n934vIiKuX78en/jEJ+K5556LV77ylfHkk0/G1tZW82EQBwd6XK/PCgWNolfh9F7TC1A9DZvj3OMO\nzfLJAZSecwClIMX3KEDpc/k5Lo6uTHoVoB7PwlUPFHuf+Nkal7tZnHKtrqsU8jzhVtLq4bo2fJKy\nbB3mIDozTKPRaMrw8sZzgrQDo50HTFTHr+6rjnTxZQPX00Za+mrovZk+4yUPVHfoXCmEzfqKj/G9\n2Wrimm6Nk34kGfoHZehWwmZPVDYnqqe9Ze11iE7LOn1DO3xD4KknHAcyWb11z1LAYojiOVHoRBwd\n3f50C5ctz5HidaJwDktWcHxb0vRVvec974nf+I3fmDr2xS9+MR5++OH45Cc/GVeuXIkvfOELzQex\nZHRcXQvRhuQM9qJbLwSoQcoqfLbPaXcAk208AVxJWs+3whi6cTp68iDbhoDqUKh10gMiL7X0pGOe\nvK3ureJSSaWY+VgGGCcpy9ZhrfYEUUWvIMWvZPd4cbMFa1vrr/V4sV5KYd3FwALjxhuO61pSmt+q\nL7I8ce1EjazGC89YWVmZGb7TVbCHTiyHOD2K/WXleasjzM9exnO1TByUOP3QejbOc/mylxcQ5Vac\n393djd3d3djZ2Zns82r0BwcHU+DckxdNiHrTm94U29vbU8e++tWvxrve9a6IiHj3u98dX/nKV1rB\nTIkzzC2jzQlyRrbX0zTES+We0QNWHF+3X+VLlRctgKqO9QKUez7P11CZB6R6oUiBtoKFeRq/u/al\nMihaNyoI0vt6wHHZSthJ1qttteOXWpatw6q2AnF6A/CDHrMDqEzfqFdFYcp5XSqwaumr6livuHud\nDtM1ohxIuQU5Nb+Rrt5FfVlUdzpP1MrKysQTlX2XrTWxPGv3en5RkGp1hF2brDpfVRyysJxtxvFM\nL/QClAKzeqJQv3huGyBqZ2dnBqL4TUwsZzEe9y1zMNecqKtXr8bly5cjIuLy5ctx9erVQfc7BcTH\nW6KGFhm2LA9Ur7HPFFLWAFB5sjzR8xVIITz3Jg9fx/lTDen1eKCc4tLyWASgWvmEdOozq/rRW5e0\nrI5TWpDkrtNr3f8MwpaVrgyKhnSETossosOq9EZM95RZ0asnChOWYehdW0Q4DAWuw4R20VM2PfB9\nnOWG+ONZWDOKpdXRbXmiGKCcJ0rjw/pQwY7hjD1RzhulOi6TVsdnnjbcU2atayqdg+OZrXLXuvxo\ndUBawnHUOWpoV+zdHI/vzI3CtbxsBT+flzzgZ1WylInlQ5V0rxdEn9ELNIvCVK93yoFTqwG0QCrL\nJ/fGHBSRTiZnuBoCSni+m1BeAVRP+bQAqrcOcRqxtQyDxnnoueOUISCV3Z/VRb0/y+950q4dn946\nfVplSB4wsOjm8puNus6L0tf7XXtTgMogysEB72OrvFGcH8dRds7wjkajmQ+9cpoZZnQemMZZdXaP\nF05tj3rKIDonSr1R6+vrXXlwHABVSQtWnD6Y59nORrDeZ3u0jLqFMBWiUGbwRN26dct6cR2IA5R5\nGLclc0HU5cuX44UXXpj8Xrp0Kb326aefjqeffnry//HHH4+HH344HnzwQdtj0EaQGYmswuuYdjZR\ncMh5FyZvb3/72+PDH/7wzDAa//Z4dliGwolC31CYxPUPPfTQ5Lmc/y24rOKQ/Wo6VZwR4H3d1PX/\nqle9Kh599NGZ8nWb1gPt3Veg3+qRZWWbpVvPPfLII/GhD32oK5xMGffAbVV+vVDs7oN8/vOfn+xf\nuXIlrly50syr45JeHeb01/333x8REZubmzOK2eXT+vp63HPPPZPfV7ziFRPlzkNWqtR7dRzf25ob\neXQ0vfgg9h999NHJM/lX96tjlbChUnH1T4css6FM3V7/+tdb/eTqqA4fYk0h/XbeyspKCk4MUKur\nq2UetEBlY2MjHnzwwXjjG98Y165di+/6ru+a8rTg15Vfy870lFmmlzIdVYWv5fmOd7wjfv7nf952\nOlxetMAv4jbUYh4atpWVlam5dPBEqV7jOsNvXWKiOX+YGJLpry6I0oQ88sgj8dRTT8Vjjz0WTz31\nVLzjHe9I73XK8l/+5V/ibW97Wzz99NMz66dwZdE5A1ww4/F4xji6ysVf4553y8LF78/+7M/Gpz/9\n6ZnJkJlhZoVY9Q4y46Y9LVcZ3ORVnouRTXAdjUbxpS99aQZutVz0XheW7vesE4X6pnWPtwyU+TMN\nBwcH8ba3vS3+6Z/+aaIYnYLE5sodvREHxnpM412JAx0+rvs/93M/F5/+9KfLMDgshV8Hwq7+aFm7\nic8cjpt74ubmREQ8+uij8fjjj3flz3HIvDrM6a///d//jYjb+fziiy/OfBtP8/jg4CCuXbsWV69e\nnfzu7u7OfJMt0xFuzhDrJvzyee0c8IZ5IJgTsru7G7/4i78Yv/M7vzMDXcg7zkc9VuW522dhg8b1\nh40YGzb9/pn+X1lZib/7u7+zq1hrveeVyfG7u7sbN27ciOvXr8eNGzfixo0bcf78+bh06VJcvnw5\nLl++HJcuXYp77rkn7rnnnrh48eJk29jYSNOrkODs2TPPPBPPPPNM/Nd//Vc888wz8d73vjc++9nP\nTq2Gvr6+PjW/B2UJe6NbL1A5mHG6RcPIwE1t0Llz5+KP//iPrfdUbZzrMDhZX1+PixcvxoULFya/\n586dm0wUx3bz5s0Zu5XVre3t7ZktIuLNb35zqr+aEPXJT34y/v3f/z1efPHF+PCHPxyPP/54PPbY\nY/Hxj388vvzlL8cDDzwQTz75ZCuYKYFxgptNM4wzkl3c6onSAl/UG5MZGcSj8rBwHDjerjJyryxT\nLlnFd0DB+cVx0KE918D4HAweD+dpXFz8WObxhLiGWgnSi1/3/JdChnqgeqXVC6zSWAFa1aPs9fqp\nMuV6iLqGZ7khppOQZesw9lBmQ0sQTb8aG+QVhuo473A968DxeDwzFNGqe3o+85ixXh1Sn4c+X8+5\n+sPLHmANKehjN9HceY4hTg9FzL7dBS8dYAUwev78+djc3JzZsonkmofaZjSftY5UOrEFsVWdqKBY\nn+/iNUQ4/qhv586dS6918dd49sSH6xM7Vtgu6jWczwxXgOyWNCHqox/9qD3+sY99rBl4JmzAGaQq\nslXJDLTrhfdAEvf6qusdQLl4VICgMKWijbBF/gxPDoyynom7Lsv/VpkoNOmx1vX6X0EzA8cqfzku\ny5JemBwqLr7zAJTL8+qeqnyz+taqhwxPpwGilq3D3DCvaxsZQHE7Y/0EXYRruU1rh8GVlXuWO+aG\nuRDfoQDVEhcHFa43iAdP6Iawpyrz8Ff6idPINgL5rh4KeHfOnz8fGxsbE3ja2tqaQNTa2tqUZ53T\nybqrBVIuni4vW2XurnXQ1CqXLF69wvnL9tI9M4Mo/o/9nniwLVeI0nmFmIuHYyj/g4ODCSC35ERW\nLM/G+J1HKqL2erit17vEz8nO6fnMA8Wk24KpCp50n693bk1uqOoFcICkCkevGwKyTjKQckDZAk3N\nE4gClNYHDUP3F5VlgVMmFXi6Yxk4ZWCbyVBoaoFU63l3q6gnqqoPGUhx+4be0evwy8aH20VmaLJj\nEKfHli0uP5x+wz7rNtQfnmw+Gk2/iZV5ojKYzfQOG9aI26Mk+LYhwl9dXY3Nzc0pkMo8UWzoK6Nf\nnXPxdICU5WUFT1l5ZHapJy2ZqC1GHXd11MVrXh07Ho9npvisrKzMzDtEHeN2rBDVmucWcUIQxb0I\n9CoUXlQpt4x6BVSut+fAqfJCVXCmAKUwpfFriTZETmNmtDi9DEsKVOpx0/MaZgVWlaJuieaLusN7\n08xhaNjHJS0Y7g1j0TgMEdQp/m3BENelnvArRX+WBN+9QztiY+7Kxb3EwHkDHYR6pW+quY5GSx86\nkIDovMSqk8P1RePEINhT1q3ruO7xUAt+eWK1wpROrndQpbrKAeza2trUvaPRaAJR8EABqOZZWFNh\nJIOTCr56r82uX6a4ZyNNzgY7+Hc2pDfeWmf0WAXVEdMdooiYzDU8ODiYlG1LTgyimAQVYlwGtIx2\nBlBDvFE9MOWgSp/nvFEurr2iaW4ZPwY5hScFKUCUGk3e52uqshgCuK3jmvZWeEMgdRFRQ+DAb5Gw\nl3ldJj31SGG1gqnxeNpbcpYBKiKmhgC4LSlEIR+yt0Aj7hhy7Kv01m89nkEUysrpMwdQ7jnLqusM\nEAr3yEvkNfYxSVj32avgOuVqwBEmD5NyPedja2trUwDFXiiskJ2VXQa4rryyfOLfHqk6tvPAbxZG\n635nj9VuKMQ43aF1xYnqLQVqFzcXB7yocVdAlAMoXQOkBVIQzmQuMAYKB1CZJwresUzROHe4wlM1\ntMfxziRTgKpocF43N5zXs+E5nHc9MDu0h5RBb1a26u5vwddLIctQSLj3pbiP44r/FThp/qIeaZjV\nsPtZhCkYdgYi1xN2EKXLZzh94cSVh+oIB8cs4/E4XTcJYfAvh+vq9zz1X+/R+OHX5YWDJ93UiGZ5\nwXmKPNG6jXJZW1ub8kBh4zdbOf5ZelWqfF20Yzi03SnQctzneX5mK53tUJDKwsvirfqrslecp+5e\n9kTx28WVnOicKK78bi7SEMPtAKoXntgT1QKpFlhV3qh5jT2n0+WBM4KcLu2JVRCF884rVW0aTy6X\nSloKA2FqfCpv37yKZ4iogskUYiuMZcRjaHp7YErrFESNDYfhvFFnGaJYh7kebwZRMPZZ3df2hPas\nBgDn8FuVG4suWVG1o6Fg0CMtsGDAZHFeKAWqTKdlQMUdAB6Wg07HcgvuzTznwVtUWuGcljblAMvV\nSeRjBlGqN+fRG872OaDiuGt7QZ3Dt/Z4yLslJz6c17OpEVfRQtNNQYqfrZ6oHnjSMKtnDwUoB0xa\nySLCDrlx5dD8q/47haPht6BJG4GTKm9aLnFVrK18filEjdk8ym1ofKt61BtWBuAOxlvPQbpbHsuz\nJG44z3mikDeZgXe6BffzL7frTJc4o+DyHmXlnqvtSOu2q+PLqvcaBvKN06TQ5AAK9/V4ozQv1eBj\n3tX6+vrMfCisCdVTx10ecX5qXmT6zOnbkxRNl3Yo2U5WEMV54OxLVu80DL5PQUrD4/th+8fjcRwe\nHs7MGWzJiQ/n9fQgoNCzxuAKsgU0TpHwJHf1jvVOOtdnsFta44b9VoPgBqcNifOGDZ+CEggdaeH/\nzhOF8wjPXdOCqpaCcWXi0q55536PQ+Y1EK0wjyvOTiH33NOCKb2ejb0a+JcDRB0eHkbEbT0GpQsD\nz4K042OnBwcHdgVl7fE6HcLtmA0Az9lw7dm99ZcN6bkhxawNtIAqq4e99UENYsSdCfr8zUH9WLHa\nFWysx1S3VRBTdaaPG2oycND9HnHXZ5CtMKR6xdnfrM2rbc7yO4tzVZ9UT7Fdwz2o/wxEuFY96pxu\ntO1TDVHaQ8tACpW95Y1i6YEn7m1A2ShAMTjpf+25uPCzjePpJCNw/a+KhmFKPU4MQhlAcU9uNLrz\nVgzC0V5u1gsYUj7uf3YP58Fxwogrp2UoyWXE1ym2luFqhcX/5wEotE0H+mdR+O08/oKBermh07C6\nNFYl5/KCvuD1aFSfsI5kaGVAQtk4Q8+bgpvTV0NlWe2D65CGq/nKr68rRFVDfGxoq04bnt8a8hya\nvkWvW6SMhsShJ05Zp7lXByxDhzNAoWy5k4LlJzBUy9fjfu7A4xrUrx45VZ4o9v44GFBwGVJQ2tOq\nehjqiarmSQ2BpwqmenoFKjzkxobPAVMGUayYFa74P5dH5bnguGflob9DIeq44Imfw/8XNRAOnJcF\nVMsMi+vaPAClEHVWgQqeqKOj2xNR+XtmbNzxORb+tAh7orgjx0DE7QH6hjs2EWE9TK5ThHPYnBcq\n01vzlF3rvtb5TOepscTaP5knCiBV6TjNax1uUnujHT8X9yxNJylZnHvKQXVM5oXSMFttf1k6nOs9\n6gSeyyvRO08U5wuXMcJEW23JiUCUfleu5YlysNCSDFwyaGJvlAJTa8J59pzKZdwrrbQqOHEvSwFU\n4cgN67Enyp3r2VzcM5BoQRSny91zXLKIIdFwdH/ReKsHaVFRLxK3NzY2uFYVTmZ4T9p4HJfwcB57\noc6fPz/1fUYGJ94ipr1QuFePY2OF7wRwxB0+9kT1eKyGdO7c+WW0FY6jinqT5vVEKWAiv/FchYbM\njhyXOEhZhnB6WmXG+iADWt5X3d9Kw5D864FurhOIB8oVEIXOA+s0HZViHcajZS05FcN5VUV3ir1V\nsVoNoNf71DvhPGL2g5JDtt6GklX4DKT41w3tKST1TvivwCmLJ5dLVTbZfVqm7tyictxQtsxnHCdI\n4b/CKwywgpOry2cVoCKmh/PYEwWAwodP8XFYHsJTQ836B/95GJ170CrsXULZuDX3eOOhPJ08y7qr\nV5z+GgJfmaihhv5CuvApjwyi+CPMuMdBlHY2NZ5OP/H+kHQMEZen84Ccg+IWPFXHXPvu7VS7uPWk\npYov2z+2XxExgSjWVxF3Vgfg/BmN7ny/ElsPQEWcoiUO2JC7eUkODCKiWcCQIUCV9dT418FSNX4+\ntPJnadBzrtIqOI1Gd+Y36a+6uxWiej1PvcYzy5Msb7gBcNgvBfAch/TAjzbwIWG5fMzAMwNTjkPE\nnWFj7LcMSxbOWZH9/f2IuN0Z5PVkzp07F/v7+7G7uzuZTL6zszOBgEx3YDhPdQnrOQi3O1b6bg4n\nQwFDlOtAVkAc0TbAfA32VeapC/xM1k3QWRVE8ebaBHfO3WhHBgEtQOhJp7NfrWvd8V4I4edxnrbK\njKXS9c4eDCnvnjRkceIhXPa6sjfWxRE6jdtg5rGs5ETnRDkXbfZmnIMorggRecFV8ITG04Kn6rgC\nlIOpVnwQ/0pcZVd4wnmGKWwuH3WfFZXuZ8qlF6A0D1x+VOm+G0UVFh/Lrs3+t2QIPLk87ykDhtoh\nIHaWBF92B0QxjOzv78fe3l7s7OzEjRs34saNGzEajSYftz1//vxUnjndwnpRdZsOteq+bgpc6oVi\nb5TzRDndlAGWO8fSe10m7CFAPCuIYi+hq+euc8xp7e1AVvHN0t8rVfvV67Ky0+e73+yZLXH54OBK\nj7tnDHkuh8/8EBEz9jciZmwax4fbL46hHt1Vw3m8ZUToIEorRFXBufGwtybroS3TG1U1AI5fTyNz\nlVZhKnuu5mO13IEOp1Y9kR6p8iKDySq/7hapFJa7NmIxb1gvPFUwpfHhdOj+ywmgIu54om7evBn7\n+/tTMMKeqBs3bsSLL74YKysrsb6+PskzgBTrDJ6zAf2EfW7bPEzH55x3iY0Fg1Sm21w96AEi/e/a\n8TzXsahug3HjSf09nihOI0MrQ5RKC6IW6TwOvc/pzAyouMPD5xxIZfHJ4ug60kOBcxm6nTv6PHeQ\nOwmA7YiYsWmIB3ui+EU3zH+s5ESH86p5NxlQweBDgajxdR6SiNwbVfXiKq9TL1RVhkpBEMcrsnfX\nZJVWhwMcOClAMTC1hvQ4bpUiaYGjUwKa9rsdppzBWWZ6WLHysUzBVnWzirvCU/Zsd+9ZETecxxAF\nT9T169fjxRdfnMzLgFJfW1uLiFlPFA/PsX7j9qlfWXAQxS/KMDxxHPTX6bBW2VUghf8Rbf1VwRSL\nGr+IO6uYM0TpPDX1/kE0vTy84+zKogA1r1QApddUYWQAlcFTT3uubK6zET3A3CtcH/QNTJQnyp7r\nDds1PB/X8tIHpxqi3BIHvd4oKJUI31vhX1zjDIsCVA9IMTTxPofbMk7V8d4GqT2IDKA4jxxAqRdK\nJ5ZnIMXP1PxuSS9kcjrPmvSkS8t4qGTA7v67ezSeTjlWEFX1QO924eE8eKKwYUI5PFHXr1+P1dXV\nGI1ue6DW1tamOn8MPvoNNkAPt083VMe6y33aikGqx8s+BIpbIMXhtMApgyluC867hrkwh4eHE0+U\nLj3h6ip3NFWna16obl2kXs/TIcwAqqedazgOpIZIZgsq2+COLUO3K0ihzkfcWeIANo69UQpRPC8R\n16AeteTUeqIy75RClFacav6OM9o6nOdgiZVdBlIVFPQAVVaRK4WSNXAOn/NKPU+8j/9aLlUvrCWt\nhu8UgFPILWV+Gg111uPS9PT2zCrgaYGpMxK9CrcnbctUineD7OzsRMTtpQ52d3enzuHNPCxzcHh4\nOAVCDhpUF2m7Vr3D92RlzOvtuSkL7IXieVE9OollSMev996qHjH4RNwxdkgHvAearlu3bsXq6urU\nrxs94DzhIVY8u9VxzLwurbYxRKf2HJs3rKGS6QK2R25aSAZhQ3R5ZvPYAePsh9N1bhSsd8HNE4eo\nyhulr6ey0Y/wEFUVViaVMsrmDGhBtABKr8vi0WqcbIgVJNirxtDElZkVegVRQ8DJAZKe1/0qfzi9\nVV7wfgv2jhu0jutZvfCk/x00ZUMXfO8QcelkhXZWhSHqxo0bU20IK5PDKzJUuF07fYLjeo+7nr1P\naPus1xgWFNJUnA7oBaMhAJVJVtd4VAPDeQcHBzM2AedXV1cnvw4cz58/P3kJIOLOG1wcj5Y+VEDQ\nMtV7e3Sey4esTrQ8Pr2ArOHNox/YnvA6TjifAVbv89gziXsYgHiuE86jTPGLtqvz6HiyeiUnvsTB\nPF4ohSiu6A4AIJlyyozOsjZ+JsSd721E7lr8dyCF8BWe+BjyN6vQeEYLplzaes/rta38WGZPeaiC\nWIZkXrZMMgDt2TKY4vB0n+NZpYH3eZhJe4lnRRiisIQB2hEW2Dw8PJxaHyqT3jLI7uP/XL7O++Sm\nLChEKUhlbf6lBKjqXgaolZWViSeKwQQGkj9gjOs13zDkGhGlFypru3odfqsyHeqBYZlXb1WwnEkP\nPPJ13C7YprhrnL6o8i07NxqNZjyTEXe4wOk/sEhETMHTqX47zw3ntRbeZIOvVMnu3cwj4Qp/UZBC\nGFVY2fUaj3l7BgpP2HcA5bxUmr9cqRfx5vFx95vdl/XSevKD/w+Bp2UBlFOgxwVn84AU1231RLWe\nVRlDPqfQdBJwetxy48aNiJj2REFvHR4exv7+/sQrMkQ0r6D0W22L/zMsKUTplITME9Uqs5MEKNRF\n7CPvV1ZWJt6/g4ODKb3lvFAKUdhnDxReCNA4uHqv6XM6CHFvAZXek51z17Suze53NqU3jtk1mT3h\naxxs9XQu2e5xWBExgScejuO2qMPmqENcV069J0onMCs4uf8OohgKYBRaAMUVeR5waim1HnBy91aS\nVVrXK1OwRD4zOI1GfrFNhVvNv0x5ZGCYAVSV/t4G7eI0pNe8THjqeZ67pvf5ro5l+70A1Zv+rCyy\nHjq/sKFxPysCT9TBwUHs7OxM6SVMRoUnqkeyPOrRE1k5o1wygOINH2ntqRcnBVAuDNQzfrUdb0yy\ncWbDyN4o1x4AoPhciKvzLi3cPlQXIW7a5h1QcHhDJYPw1vUMpxoOnxsaJ3WUaH7iGoUpjTvHk++D\n4B786lAe2zbtQDJo85AeO3VacuKeKF2tPAMp3SAMDRF+klpV+VmqXp67zhkzva4V5hCFlcGAntMK\nyQClb/Vwr9UpgQpOXPyz/xlQuvsyeJpHCfeW/XHJUOXTAm/9PxSa+NyQuDtF2wNVZ1EAUTdv3pwM\n50VMG3Ve+K9606tqW5Ah+ejKX4+pF0qH84Y896UCqOx+hijoOXgfFKT0NxvixsRz7nRyPDJA4vMu\n7g5OKnHnh3YI3XM0zgpJi8IcwuD8B6homFlbyGxllu8450a3Kr0ZMf0ZGAWoHm/yqZkTVUGTI1oI\nu68j+iGqR3ktU1oQkUnLILlK5eieK5nCVC80tfJMobIXoIaK5sk8ZTn0HqSnBROLSAVOLm+zY844\nZEAF6TWYTtHq+aHgeLcJ3sg7PDyMvb29mfzkusFveeFcb+cwIn/buGqrDpqcJwqvgA8dzqvkOACq\n9TwGpfF4PPNGVaYTXdvAUJCChGsvzqhrml1b0GNDYXWo3tL/FahU0JWFUdkmteHu3lYdVghy1+pz\nuU5knQpcy2tDHR4eTkBK22Qmp+azLy1w4mECHp6KuANSkB4YcDJvRW3JUJjQeFcg5SpVpTSy/w46\nMxAdIi7NrmfQKy6tvD+0zHukBUrLBCmElymQXoDKvBCZseyBI7fnvQZJAAAbpElEQVTfe+1ZEkDU\nzZs3JxDl3uQFOOmHftW4uHqrbbAFTy0jlEEVQAr71Rt6KlVbrI4tQxAubAEEnqgqz9imaJvAgovs\nxc86HPN0pBxA9d7v9PG87WuR+3oBivObIYrvzQCK91tQ556tU4HcOmkcL8AUD+edaojS4bzKI6Uw\nBXjSzFVPlO6ztBTSSUqmGKvKWtF9BVK9Srknb6qK7vaX2eM9ibJTBbIoSFV54YyhHncGwUGTTizv\nFQdPnGbUn7MITSoMUbu7u1P5D89Otg6T6jOFKZVWW9U6OASe5p1Y7uQkAAr7PJWDIQrHFJ4UorhN\nsAFFfXb5om3AdSwcZC6jfVTAXIl2aKv4ZJA2BBy1s8B2W+1WBlOatp56xuXNw7bqiVXYcvOheurw\nqRnO6910MjlnmKPbSjFlchyNXyuwq7yuAfb2ULRS94DUPEMFPenMvCTLNrAthdW6p0cqWFo2SCEM\n3nd5qf8zo9kCKRdfV48ypVvl8VkGKh3OYxhBniCPdTgvImZ0GitzZ7RaAFUZH+516zHEjSeW98J1\nqxNz3ADF4TPwZJ6oo6Ojydt2DqKw4YWAlieKdW4FUnyPK9ue9qTPXZZUANXq1LX0nua9QhTnlUuT\n03Ua58xeKjADpHA/6j7Hi18Iuas8Ua530LM5g+zmROG/ihbukI3DrCh6mdICqorss/gvI+4VGDrl\n04KpRSGk996WAVhEnIIZci9+s3xzEJUBUgZWvT08Jy3oejkIPvuinnQI5ze8PKysAVf8WRKeu4Ew\n8Ax+Div3lq5zdSjzSGn96JWezktP/agMenYsM9zayXbhZ+DpABMQrEOdDqRc3HoAqoqb09eVLaj2\n3TPVdixDD7uNy4WvxTNRXmgfXBZVXvE2Go1smWWdE21b2r565EQgCpFTRaC9MnesNSTF4WcVGr8Z\nxA2FLA67akhZnFr51HOda8w9AJVJ1eiq65yh18qcGXTco426lfbWuSF5vgzpiXum7PQaB00uH7M5\nOVletzwOlZLn8y6dQ4zw3SgKTFigcX19PdbW1iarXvMQHl69Pzq6vZYUG4tz585N1ifS8nZfcICn\nxelJ174z8HZ1poKoIfo1u9dJT3up2rB7PoZWV1dXY21tbQaKdIOx3tjYiPX19UlZrq2txerq6lR5\n4jlDdRXHsSePWzanAimFomXKkLTyCBHbbo6neomy4WbVmZldy8oWz0G70aE710HpkRODKEepGTTx\nMJ5ze7tKXDX4DJ4qN3sPsGXKZBnGO0sfp59/W2G4huiACL+ZB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = mean(g,disk(4))\n", "compare(f,g,roi=[350,400,100,150])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On can implement the convolution algorithm using embedded loops for a structuring element 3x3:\n", "\n", "\n", " I = [source image]\n", " F = [destination image]\n", " n = 9\n", " for x in 1:sizex-1:\n", " for y in 1:sizey-1:\n", " sum = 0\n", " for i in -1:+1:\n", " for j in -1:+1:\n", " sum += I[n+i,m+j]\n", " F[n,m] = sum/n\n", "\n", "\n", "as the structuring element increases in size, the number of loops is increasing fast..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Questions:\n", "\n", "* How the previous example returns a value for pixels close to the border ?\n", "* what should be the destination image type ?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fourier transform\n", "### recall\n", "Fourier analysis allows to play with a signal in the frequency domain. \n", "\n", "In 1D signal, the continuous Fourier transform of a function $f(x)$ is given by:\n", "\n", "$$F(u)= \\mathcal{F(f(x))} = \\int_{-\\infty}^\\infty f(x)\\ e^{- i \\, 2\\pi \\, ux}\\,dx,$$\n", "\n", "$$ e^{- i \\, 2\\pi \\, ux} = \\cos(2\\pi\\, ux) - i\\,\\sin(2\\pi\\, ux)$$ \n", "\n", "the $u$ variable is in the frequency domain,\n", "\n", "in general, the Fourier transform of a real signal is complex, \n", "\n", "$$ F(u) = |F(u)|\\, e^{\\,i \\, \\phi(u)}$$\n", "\n", "with an amplitude:\n", "\n", "$$ |F(u)| = \\big[R²(u) + I²(u)\\big]^{1/2} $$\n", "\n", "and a phase:\n", "\n", "$$ \\phi(u) = \\tan^{-1} \\big(\\frac{I(u)}{R(u)}\\big)$$\n", "\n", "the inverse Fourier transform is given by:\n", "\n", "$$f(x) = \\mathcal{F}^{-1}(F(u)) = \\int_{-\\infty}^\\infty F(u)\\ e^{ i \\, 2\\pi \\, ux}\\,du,$$\n", "\n", "the magnitude function $|F(u)|^2$ is called the Fourier spectrum or power spectrum of $f(x)$.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Power spectrum for several 1D step." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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pjL2F8NEesyCazWLf3NyMkJAQ82OtVtvrgrh06RLa29vx8ssvY926dfjss8/s\nz4Ba9kQB6uvrUVlZifj4eIvn7fn8uzquv7lMwshI0anIjkV4zrIJdvXZ22I0GlFeXo4XX3wRN27c\nwMaNGzFmzBiMGDHC9i9Tnz0RrLOzEzt27MDSpUvh6+srOh359SyT4KMRnYn8RumAuhpwvR7Myynl\nULFsnp1Wq0VjY6P5cXNzs7m75tZjAgIC4OPjAx8fHyQmJqKioqJXsS8sLERhYaH5cWpqKvyHDME1\nBgQEBAz2XBzi4+Mje0yRcUXGFnnOBw8eNP+clJSEpKQki9cNBgMyMjIwa9YsTJ48udfva7VaNDU1\nmR83NTX1+vwD1j/bUp+zs/6uXQ216B4dC/8+3kuO/3/CYgQE4GrocPi3XYFaFyNdHAnY+mzfzmax\nj4uLQ21tLRoaGhAcHIzc3Fw888wzFsdMnjwZ+/btg9FoRHd3N0pKSvDwww/3ei9rCV27fh1GvQFt\nbW22UnGqgIAA2WOKjCsytsi4qamp/R6TlZWFiIgIq6NwAGDSpEk4cuQIZsyYgeLiYvj7+yMoKKjX\ncdY+21Kfs7P+rsbSc8CIiD7fS47/fyJj8JE6tJ8vhCo4VNI4zmTPZ/t2Nou9SqXCsmXLsHnzZnDO\nMXfuXERERCAnJweMMcyfPx/h4eEYP348nnvuOahUKsyfPx8RERH2ZUB99kSQc+fO4fPPP4dOp8Pz\nzz8Pxhgee+wxNDQ0mD/bEydORH5+PlatWgVfX1+kpaWJTtvpeHUFVPN6N848RmT0zT1p7xediaTs\n6qRKTk5GZmamxXMLFiywePyjH/0IP/rRjxzPgKlobRwiREJCAg4cOGDzuGXLlsmQjUA1Fabx5h6K\nRUTBeOyvotOQnDJm0FLLnhAh+NUWoLvLNJvUU0VEA9WVorOQnDKKPS2XQIgY1RWet0zC7bTDgK4b\n4G2tojORlPhiT0MvCRHGtKyx56x0aY1p2YTRbr/csfhiT904hIhTXW6aRerhWEQ0uJuvgKmAYq+i\nbhxCBOHVFWAetDtVnzxgIxMFFHvaqYoQEbheD9TWAKOoZc8io8FrKkSnISnxxZ767AkRo64G0IaC\naTxwmYTbjdIBtdWmL0A3Jb7Y0zh7QoTw2JUurWAaXyBoGFB3SXQqkhFf7FUMMFLLnhDZ3Rx2SW6K\ndO89acUXexqNQ4gQvLqcbs7egrn5TVoFFHvqxiFECGrZWzCtbU8te+lQy54Q2ZmXSdA6Z6VHtxAR\n5da7VinPgnkhAAAZJklEQVSg2FPLnhDZ0TIJvYWEufWyCeKLPd2gJUR2vLrc45dJuJ152QQ3nUkr\nvthTNw4h8quqoP56K9y5314BxZ6WSyBEbjQSpw+R0W7bb6+AYk/LJRAiJ67vNk0eGqUTnYriUMte\nQkxlSoFTVw4h8rhcDQwbDuZDyyT0Eq4D6i6ZvhDdjPBiD4BG5BAiI15FXTh9YT4aYNhw0xeim7Fr\nD1rJ9YzIUcZXD/EQWVlZOHXqFAIDA7F9+/ZerxcVFWHbtm0YPnw4AGDKlClYvHix3Gk6X1W5aSs+\nYhWLiAKvKnO7L0RlFHsakUMEmDNnDh566CHs2rWrz2MSExOxdu1aGbOSHq8uh+rBn4hOQ7kiY9zy\nJq0y2tLUjUMESEhIgL+/f7/HuNu9JM65qWUfGSM6FcVikaaWvbuhlj0h/SgpKcGaNWug1WrxxBNP\nICIiQnRKg3OlCVCpwAKDRWeiXJExQHUFOOduNcNYIcWeWvZEeWJiYrB7925oNBrk5+cjPT0dmZmZ\notManKpy01hy0icWGGzaVOlKo1utHaSMYk9LJhAF8vX1Nf88YcIE7N27F+3t7RgyZEivYwsLC1FY\nWGh+nJqaioCAAEnz8/HxcThGZ8Ml8JixuMOB3xtIHEcpLUZ7dDw0jXXwHu14d5cc5wIABw8eNP+c\nlJSEpKSkfo9XRrGnbhwiCOe8z375lpYWBAUFAQBKS0sBwGqhB6xfbG1tbU7MtLeAgACHYxhKzoJN\nnA69A783kDiOUloM40gdOooLoRpzl6RxBiogIACpqakO/Y5Cij0tmUDkl5mZiaKiIrS1tSEtLQ2p\nqanQ6/VgjGH+/Pk4ceIEcnJyoFar4ePjg9WrV4tOefCqysAWLRGdhfLpYsC/+VJ0Fk6lkGJPSyYQ\n+T3zzDP9vp6SkoKUlBSZspEev94BtF4Bho8SnYriscgY8MPvik7DqZQx9FKlom4cQqRWVQ6EjwZT\nqUVnonzDRwJXW8A7ronOxGnsKvYFBQVYvXo1nnnmGRw+fLjP40pLS/HYY4/h66+/diwLGo1DiORM\nyyTQ+Hp7MJUaCB/tVnvS2iz2RqMR2dnZ2LBhAzIyMpCbm4uamhqrx7333nsYP36841kwGo1DiOSq\nyoDIKNFZuAwWGe1Wk6tsFvvS0lKMHDkSoaGh8PLywsyZM5GXl9fruH/84x+YNm0ahg4dOoAsaDQO\nIVLjVWVguljRabiOyBjgogcV++bmZoSEhJgfa7VaNDc39zomLy8PDzzwwMCyoG4cQiTF9d1AbTUQ\nHiU6FZfBdDHgblTsnTIaZ//+/Viy5PvhXH2NW+5r4slVtRr+fn5QyzARoYdcEx+UEldkbJHn7OjE\nE7d16SIQMhxMQ2vY2y18NFBfA97dDebtLTqbQbNZ7LVaLRobG82Pm5ubodVqLY4pKyvD66+/Ds45\n2trakJ+fDy8vL0yaNMniuL4mnhg5x7X2NjA/aSci3EqOiQ9Kiisytsi4jk48cVf8YhmYjm7OOoL5\naIDQkaYvytGu3/1ls9jHxcWhtrYWDQ0NCA4ORm5ubq/xybcuEbt7927cc889vQp9v5iKbtASIqWL\nZQD11zuMRcaAX7wA5gnFXqVSYdmyZdi8eTM455g7dy4iIiKQk5Njnmk4aHSDlhBJ8aoyqCZOF52G\n69G5z01au/rsk5OTe632t2DBAqvHPv30045nQcslECIZbjSYNuOgMfYOY7pYGE9+IToNp1DGDFpa\nLoEQ6dRdBoYGgvlbX8SN9CMyGqipBDcYRGcyaMoo9rRcAiGS4ZWlpu4I4jDm5w8EBgO1vSeSuhpl\nFHtq2RMinYsXwEbHic7CZbHRcaYvTBenkGJPLXtCpMIrL9DM2cHQxQAXL4jOYtAUUuxpbRxCpMCN\nRtOaOFTsB4yNjgOnYu8kKlougRBJNNQCd/iDBQxgzSpioosBqspNX5wuTBnFnrYlJEQSvLIUiKL+\n+sFg/gFAQCBQd0l0KoOioGLv2t+ahChSZSndnHUC003aEtFpDIpCij0tl0CIFHhFKRi17AcvKg6o\ncO0ROcrYg5aWSyACZGVl4dSpUwgMDMT27dutHrNv3z4UFBRAo9FgxYoViIqKkjfJQeBGo2kUCbXs\nB42NjoMx/4ToNAZFQS1715+hRlzLnDlzsGHDhj5fz8/PR11dHXbu3Inly5djz549MmbnBHWXgIBA\nU58zGRxdLFBd4dIzaZVR7GkGLREgISEB/v7+fb6el5eH2bNnAwDi4+PR0dGBlpYWudIbNF5ZQv31\nTsL8/IGgEODyRdGpDJgyij2NxiEKZM8ubYpWQSNxnIlFxYG7cL+9goo9jcYhxJl4eTFY1BjRabiP\n6DFAueuOyFHGDVpaLoEokFarRVNTk/lxU1NTr13aevS15aaU+tvukeu70VpTiYC7ksF875AsjrO4\nQgz9neNx/evjNt9Drm04Hd1yUyHFnpZLIGJwzvvcM3nSpEk4cuQIZsyYgeLiYvj7+yMoKMjqsX1t\nuSml/rZ75JWlwLDhaO/WA92Dy0OObSVdIQYPGQ5jTSWuNjWatiyUKI49BrLlpjKKPS2XQATIzMxE\nUVER2trakJaWhtTUVOj1evMObBMnTkR+fj5WrVoFX19fpKWliU7Zbry8BDS+3rmYjwYYEQlUlQOx\nCaLTcZgyij3doCUC3L6XsjXLli2TIRMJVBQD1F/vdCw63nQvxAWLPd2gJcQN8bJisGgq9k4XPRYo\nLxadxYAopNjTDVpCnIV3tAPNDUBElOhU3A6LGQtedl50GgOiiGLPGAOnG7SEOEdFCTA6FkytFp2J\n+xk+CuhoB796RXQmDlNEsYeKlksgxFl42Xmw6LGi03BLTKUyjbcvc72uHGUUe+rGIcRpeFkxWAwV\ne6m4aleOMoo9rXpJiFNwzoGy80AM3ZyVChX7waDROIQ4R10N4HsHWFCI7WPJwESPBSpKXW4FTIUU\ne+rGIcQZeOlZsNhE0Wm4NeY/BAgJBarLRafiEIUUewa4+Ga+hCjChXNAnOtN+HE1LDYBvPSc6DQc\nooxiT+vZE+IU1LKXSVwicOGs6CwcYtdyCQUFBdi/fz8455gzZw4WLVpk8foXX3yBDz74AADg6+uL\nJ598Ejqdzv4saLkEQgaNt18FWpuBiNGiU3F7LC4Rxg9+JzoNh9hs2RuNRmRnZ2PDhg3IyMhAbm4u\nampqLI4JCwvDyy+/jPT0dCxevBhvvfWWY1nQDVpCBu/COSAqHkxFk6kkFzoS6O4Gb2oQnYndbBb7\n0tJSjBw5EqGhofDy8sLMmTORl5dnccyYMWPg5+cHwLR9m8O7+dANWkIGjRcXgo3pf01z4hyMMSA+\nCbyk0PbBCmGz2Du6Ndsnn3yC5ORkx7Kg9ewJGTReUggWf5foNDwGG5MEuFOxd8SZM2dw/PhxLFmy\nxMEsVAB3rTGrhCgJ77wOXLoIRMeLTsVjsPgk8GLXKfY2b9BqtVo0NjaaHzc3N1vdmq2yshJvv/02\n1q9fjyFDhlh9r762bruu0YD5+MBXhq28esi1dZhS4oqMLfKcHd26zWWVnQcio/vdQYk4WcRooPUK\n+NUWsKHWdzBTEpvFPi4uDrW1tWhoaEBwcDByc3N7bfrQ2NiIjIwMrFy5EiNGjOjzvfraus2o1wPX\nO9Et8VZet5Jj6zAlxRUZW2RcR7duc1W8+AxY/J2i0/AoTKU2DcEsKQLumSE6HZtsFnuVSoVly5Zh\n8+bN4Jxj7ty5iIiIQE5Ojnn7tj/+8Y9ob29HdnY2OOdQq9XYunWr/VnQaBxCBoWfPw3VDx8VnYbH\nYWPvBj//HZg7FHsASE5ORmZmpsVzCxYsMP/81FNP4amnnhp4FjQah5AB4zc6b+6LSi17ubGEu2HM\n/lh0GnZRzh60tFwCkZmtyYJFRUXYtm0bhg8fDgCYMmUKFi9eLCLV/pUUAboYMA3118suMtrUb996\nBSwwWHQ2/VJIsaeWPZFXz2TBF198EcHBwVi3bh0mT56M8PBwi+MSExOxdu1aQVnah58/DTZ2nOg0\nPBJTqYExSab/B1NmiU6nXwpZG4eWSyDysmeyIHBzfXiF42e/BUu4W3QaHosljAPOfSc6DZuUUezp\nBi2Rmb2TBUtKSrBmzRps3boV1dXVcqZoF95+1bSGfQytdCkKuzMZvKhA8Q0D5XTj0B60RGFiYmKw\ne/duaDQa5OfnIz09vddABdH42e+A+CQwb2/RqXiuERGme451l4AR4baPF0QhxZ6WSyDysmeyoK+v\nr/nnCRMmYO/evWhvb7c6abCvCYNS8vHxgXfJGagnToNGwlhyTIpz9Rgd4ydDfeEsNPEJsk0idHTC\noHKKPS2XQGRkz2TBlpYWBAWZZkaWlpYCQJ+zw/uaMCilIUOGoOvbf0I192F0SRhLjklxrh7DOOYu\ndH39KbpmzpftXBydMKiMYq9SU8ueyMqeyYInTpxATk4O1Go1fHx8sHr1atFpWzBWVwBgwHDldh14\nCpY4Hvy3b4J3d4tOpU8KKfY0GofIz9ZkwZSUFKSkpMidlt2680+AjZtsWm6XCMWGDAVG6YDiM8A0\nZQ7BpNE4hLio7lMnwMZNEp0GuYmNmwz+Xe/hu0qhkGJPk6oIcQS/1gZDZSkwlsbXK0VPsVfqEEyF\nFHvqxiHEEfzMKXgljqcljZUkfDRgNN68l6I8Cin2KlobhxAH8FNfwXvKfaLTILdgjIFNmIbuf34u\nOhWrlFHs6QYtIXbjN24AZwvg7QLL6noaNnE6uvOo2PeNbtASYr/CU0BUPFQBgaIzIbeLS4TxShN4\nQ63oTHpRSLGnG7SE2It/8yXYhOmi0yBWMJUa3pNmgp/MFZ1KLwop9tSNQ4g9eOd18NMnwSbNFJ0K\n6YP3jHng//xUdBq9KKfY00JohNjEC04AcYlg1IWjWF6J44Br7eA1laJTsaCMYk/LJRBiF/71p2BT\nZ4tOg/SDqVRgU+4D//q46FQsKKPYUzcOITbx5gagrBgsearoVIgNbPo88K+OgRuU02OhjGKvotE4\nhNjCv/gYbMosMI2v7YOJUCxcB4SEAaeVs3yCMoo9jcYhpF/caADPzQGb9aDoVIid2KwHYfz0iOg0\nzBRS7Kkbh5B+FXwNBIWARUaLzoTYid1zL1BRAl5bIzoVAIop9rRcAiF94ZzDeOQQVA/8RHQqxAFM\nowGbnQL+8QeiUwGgkGLPVEyxK8URIlzpWaCtFZhAN2ZdDZv7A/C8L8CvtohORRnFnpZLIMQ6zjmM\nh98Fe+hfwVRq0ekQB7GhwWDT7gf/2/uiU1FKsacbtIRYVXgKuHoFbMY80ZmQAWI/eAT8xHHwxjqh\neSik2DPqsyfkNry7G8aD+6D6yU/B1NSqd1VsaDDY3IdhPJAttLvarj1oCwoKsH//fnDOMWfOHCxa\ntKjXMfv27UNBQQE0Gg1WrFiBqKgo+7Oglj0RQPLP9SDxvx4wbSY+YZpsMYk02EOLwf9nNXDqS+Ae\nMesa2WzZG41GZGdnY8OGDcjIyEBubi5qaiyHEuXn56Ourg47d+7E8uXLsWfPHgezUFGfPZGVLJ/r\nQeBF+eCffwTVkp/ThuJugHn7QPWzVTC+9xZ4/SUhOdgs9qWlpRg5ciRCQ0Ph5eWFmTNnIi/PclZY\nXl4eZs82rdcRHx+Pjo4OtLQ4cPeZMVobh8hKls/1APGLF2DcuwOqnz8PFhQieTwiDxaXCPbDx2B8\nYzN4S5Ps8W0W++bmZoSEfP+B02q1aG5udviY/rOg0ThEXrJ8rh3EjQYYcz+G8VeboPp/aWBj7pIs\nFhFDdf9DYDPmwrh1DXhhvqx9+Hb12UtOpQaqymB445eyhWz38oJBr5ctnui4ImOLiKta8GNg1ChZ\nYw4U1+th3P0KcLEMCB0B1eqXwEbHiU6LSET10L+Cj9LB+Ie3wabMBvvho7LEtVnstVotGhsbzY+b\nm5uh1Wp7HdPU9P0/S5qamnodAwCFhYUoLCw0P05NTcWoUaNMF+XclAGdACH9OXjwoPnnpKQkJCUl\nAXDu5xro57Ntr1d/bf+xtwgICBjQ7ykxjrvEsCvOqEXAQ70HBDiir892n7gNBoOBr1y5ktfX1/Pu\n7m7+3HPP8aqqKotjvvnmG/7KK69wzjk/f/48X79+va235ZxzfuDAAbuOk4Ko2HTOyogr5efaVmxn\nkevv6i7n4ul/L5ste5VKhWXLlmHz5s3gnGPu3LmIiIhATk4OGGOYP38+Jk6ciPz8fKxatQq+vr5I\nS0sb1DcWIVKjzzXxNHb12ScnJyMzM9PiuQULFlg8XrZsmfOyIkQG9LkmnkT90ksvvSQygbCwMI+L\nTefs/nHlii3X+bnLuXjy34txTlNXCSHE3SljbRxCCCGSomJPCCEeQNikKnsWoXKGpqYm7Nq1C62t\nrWCMYd68eVi4cCHa29vx+uuvo6GhAWFhYXj22Wfh5+fn9PhGoxHr1q2DVqvF2rVrZYvb0dGBX//6\n16iqqgJjDGlpaRg5cqTksf/yl7/g2LFjYIxBp9Ph6aefRmdnpyRxs7KycOrUKQQGBmL79u0A0O/f\n99ChQzh27BjUajWWLl2K8ePHDzqH2/3973/HRx99BJVKhYkTJ2LJkiWSxf7www/x7rvvIjs7G0OG\nDHFqnHfffRfffPMNvLy8MHz4cDz99NOS/B2lqgNyXvdSX+NOu5adOvjTTtbGOFdXV0sS68qVK7y8\nvJxzzvn169f5L37xC15dXc1/+9vf8sOHD3POOT906BB/9913JYn/4Ycf8szMTP7qq69yzrlscXft\n2sWPHj3KOedcr9fza9euSR67qamJr1ixgnd3d3POOd+xYwc/duyYZHHPnj3Ly8vL+X/913+Zn+sr\nVlVVFV+zZg3X6/W8rq6Or1y5khuNRqfk0ePMmTP8l7/8Jdfr9ZxzzltbWyWL3djYyDdv3syffvpp\n3tbW5vQ43377LTcYDJxzzt99913+u9/9zukxpKwDcl73Ul/jzrqWhXTj2LMIlbMEBQWZl6X19fVF\neHg4mpqacPLkSfMiV/fff78k8ZuampCfn495877feEKOuB0dHTh37hzmzJkDAFCr1fDz85MlttFo\nRGdnJwwGA7q6uqDVaiWLm5CQAH9/f4vn+op18uRJzJgxA2q1GmFhYRg5ciRKS0udkkePjz76CIsW\nLYL65trzQ4cOlSz2O++8gyeeeMLiOWfGGTduHFQqU3mIj483zyR2Zgwp64Bc173U17gzr2Uh3TjW\nFphy9oVnTX19PSorKzFmzBi0trYiKCgIgOmD0dra6vR4PRdkR0eH+Tk54tbX1yMgIAC7d+9GZWUl\nYmJisHTpUslja7VaPPzww3j66aeh0Wgwbtw4jBs3TpZz7tFXrObmZowZM8YiV2cvanb58mUUFRXh\n97//PXx8fPDEE08gJibG6bFPnjyJkJAQ6HQ6i+elOsdjx45h5syZTo8hVx2Q8rqX+hp35rWsjIXQ\nZNDZ2YkdO3Zg6dKl8PX17fW6s9cM7+lLjoqKslgzReq4gKl1XV5ejmXLliE2Nhb79+/H4cOHJY99\n7do1nDx5Ert374afnx927NiBzz//XPK4/XF2rF/+8pcWFxbnHIwxPProozAYDLh27Rq2bNmC0tJS\n7NixA7t27XJ6nEOHDmHjxo2SnsukSZMAAH/605+gVqtx7733DjqeCFJe93Jc4868loUUe3sWoXIm\ng8GAjIwMzJo1C5MnTwZg+jZsaWkx/zcwMNCpMc+dO4eTJ08iPz8fXV1duH79Ot544w3J4wKmv29I\nSAhiY2MBANOmTcPhw4clj3369GmEhYWZbxZOmTIF58+fl+Wce/QV6/bPXH+LmvXnhRde6PO1nJwc\nTJ06FQAQFxcHlUqFtra2AcXuK87FixdRX1+PNWvWgHOO5uZmrF27Fq+88orDcfo7FwA4fvw48vPz\n8eKLL5qfc9bf0dp7ObsOSH3dy3GNO/NaFtJnHxcXh9raWjQ0NECv1yM3N9fckpBCVlYWIiIisHDh\nQvNz99xzD44fPw7A9KF2dvzHH38cWVlZ2LVrF1avXo277roLq1atkjwuYPpAh4SE4NIl0444p0+f\nRkREhOSxhw0bhpKSEnR1dYFzLktczrnFmuB9xZo0aRK+/PJL6PV61NfXo7a2FnFxzl1GePLkyThz\n5gwA4NKlS9Dr9QgICHBqbJ1Ohz179mDXrl148803odVq8dprryEwMNCpcQoKCvDnP/8Zzz//PLy9\nvc3POzOG1HVA6utejmvcmdeysBm0BQUF+N///V/zIlRSDb08d+4cNm3aBJ1OB8YYGGN47LHHEBcX\nh1/96ldobGxEaGgonn322V43+5ylqKgIH374oXlYlhxxKyoq8NZbb0Gv15uHzhmNRsljv//++/jy\nyy+hVqsRFRWFp556Cp2dnZLEzczMRFFREdra2hAYGIjU1FRMnjy5z1iHDh3C0aNH4eXlJcnQS71e\nj6ysLFRUVMDb2xs//elPceedd0oae+X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sDjA3oMeP14j4eQUTIy8vz6/XiJnsabsEorKioiIcOnQIVqsVixcvRl5eHnJz\nc/H4449j7969SE5ORn5+fqi7Kb42K6BJVD6OJgGoP6V8nAgiZrKnMg5R2YoVK/p9/IEHHlC5J2FO\npXX2LEELJ9Xs/UITtIQQ+Si9l30vjRZop2TvD0GTPW2XQEi44XY70NWp7I6XvTQJrpU/xGeCJnva\nLoGQsNO746WkQlrRJNLOl34SM9lLtF0CIWGnzabO5Cxw5graVo/VU2RwYiZ72i6BkPCj1iZoOLPz\npSS5bpRCfCJmsqftEggJP2pNzvaK11Ld3g8+JfuamhrcfffdWLFiBXbt2jVgu9raWsybNw8ff/xx\nUJ1ijIHTyJ6QsMLbrOrseNmLNkPzi9dk73Q6UVpaitWrV6OwsBCVlZU4efJkv+1eeuklTJo0Kfhe\n0Tp7QsKPzeraelgtCYmU7P3gNdnX1tZi9OjRSE5ORnR0NKZPn97vVq9vvfUWpk2bhsREGSZoaLsE\nQsKPCnep8qBJoM3Q/OA12ZvNZiQlJbl/NhqNMJvNfdrs378fV199tUy9oouqCAk7ba2u0bZKGI3s\n/SLLdgnbtm3D/Pnz3T8PtBzK150Be+I16IqKQoKCO8eptTOdKHFDGTuU79nfnQFJ4LitFZKKyR4J\niYCtVb14Yc5rsjcajWhsbHT/bDabYTQaPdp888032LJlCzjnsFqtqK6uRnR0dJ9dAn3dGZB3dsLZ\n06PoznFq7YAnStxQxg5lXH93BiRBsFlVHdkjIRFoqlcvXpjzmuzT09NRV1eHhoYGGAwGVFZW9tk0\nqri42P3vp59+Gpdddtmg28F6RevsCQk/tlZ1J2g1WuBYrXrxwpzXZC9JEhYuXIiCggJwzjFr1iyk\npqaivLwcjDHk5OTI3yuaoCUk/NhUrtlrE+GkMo7PfKrZZ2VloaioyOOxOXPm9Nt2yZIlwfeKJmgJ\nCSuc8zO3JFS7Zk8TtL4S8wpaJtHeOISEk452YNgwsGHD1ItJE7R+ETPZ03YJhIQXlUs4AGhk7ycx\nkz3dvISQ8BKKZB83HLD3gPd0qxs3TAma7GlkT0hYCUGyZ4zR6N4PgiZ7unkJIeGE21pdV7SqLUFL\ndXsfiZvsaYKWkPARijIOQJO0fhAz2dMELSHhRe0dL89gCYnglOx9ImaypzIOIeHF1gpoQzCy19LI\n3leCJnvaLoGQcBK6mj1N0PpK0GRP2yUQElaoZi88MZM9bZdASHixtqq7VUKvhETAalE/bhgSM9mz\nKFqNQ0jSkW4jAAAVBklEQVQ4sVqARL3qYZlWB07J3idiJnuJJmgJCRfcbgc629W9JWGvRB2N7H0k\nZrKn1TiEhA9bK6DRgkkhSCdaPdDaon7cMCRosqfVOISEDasF0OpCEzshEWi3gTsdoYkfRgRN9jSy\nJyRsWFtCUq8HABYVBQzX0PJLH4ib7GmClpCwwFtbwLShSfYAXH9VUN3eKzGTPW2XQEj4aLW4JkpD\nJZHq9r4QM9lTGYeQ8BHKmj1o+aWvBE32NEFLSNiwtoQ02UOro5G9D3y64bjqaGRPBLJ06VLEx8eD\nMYaoqCg89thjoe6SUHirBVKIJmgBuMo4NLL3SsxkL9EELREHYwxr165FQkIILhoKByEu4yBRBxyt\nDV38MCFoGSeKyjhEGJxzcPpLc2Ahr9nrwamM45XAI3s6uYgYGGMoKCiAJEmYPXs2cnJyQt0lYXDO\nQ7rOHgAtvfSRmMmeavZEII888ggMBgNaW1vxyCOPIDU1FRkZGaHulhi6OgAwsNi40PUhkSZofSFo\nsqfVOEQcBoMBAJCYmIjLL78ctbW1fZK9yWSCyWRy/5yXlwetVtnb9MXExCgew1sch82CNn1S0P0I\n5r3wYWmwtLYgISEBjDFFYvhDrThlZWXuf2dmZiIzM3PQ9oImexrZEzF0dXWBc464uDh0dnbis88+\nw69//es+7fo72axWZS/h12q1isfwFoefPA5noj7ofgT9XiQJ1vo6sPiBJ9FF+LzkjJGXl+fXawRN\n9jSyJ2KwWCzYuHEjGGNwOBy48sorMWnSpFB3SxjcYgbTG0PdDUBvBCzNwCDJfqjzKdnX1NRg27Zt\n4JwjOzsbubm5Hs+///77eP311wEAcXFxuOOOO5CWlhZ4r2iClggiJSUFGzduDHU3xNViBnSGUPcC\n0BldfRl9Tqh7IiyvSy+dTidKS0uxevVqFBYWorKyEidPnvRok5KSgocffhgbN27EjTfeiK1btwbX\nKyrjEBIeLGbXqDrEmM4IbjGHuhtC85rsa2trMXr0aCQnJyM6OhrTp0/H/v37PdpMnDgR8fHxAIAJ\nEybAbA7yQ6cyDiHhoaXZNaoONb3BNbInA/Ka7M1mM5KSktw/G43GQZP5u+++i6ysrOB6RSN7QsKC\nMDV73ZmaPRmQrFfQHjx4EBUVFZg/f35wBzqT7OmqRUIEZxGlZk8je2+8TtAajUY0Nja6fzabzTAa\n+/4mP3bsGJ599lmsWrVqwD1E/FmL3MIkaBM0YFKU1zcRCLXWwooSN5SxQ/me/V2LTPzUIkjNXp8E\nJ9XsB+U12aenp6Ourg4NDQ0wGAyorKzEihUrPNo0NjaisLAQy5Ytw6hRowY8ll9rkSUGq6UVLFqZ\n1aFqrbkVJW4oY4cyrr9rkYnveGcH4HC4bgsYajSy98prJpUkCQsXLkRBQQE455g1axZSU1NRXl4O\nxhhycnLw6quvwmazobS0FJxzebaBpbo9IWKzNAN646BXrapGbwAszeCci9EfAfk0bM7KykJRUZHH\nY3PmzHH/e9GiRVi0aJG8PaMVOYSIrcUsxkocACwu3nU70452IF6AvzQEJOYWxwCN7AkRHG9pAhNh\ncraX3uiaMCb9EjjZ08ieEKGZG4Gk5FD34nuGEUBTQ6h7ISxxkz1tmUCI2Mz1gDEl1L1wY0kp4Ob6\nUHdDWOImeyrjECI03tQAJtLIPimZRvaDEDjZUxmHEKGZGwCjQMnemOzqE+mXwMmeRvaEiIpzDjTV\nA0mClXGaqIwzELGTvZNG9oQIqb3N9V+RljkaqYwzGHGTvRRFZRxCRHWmhCPUBUyGJNeFVQ5HqHsi\nJHGTPaPVOIQIS7ASDgCw6GGAVkfbJgxA3GQvUc2eEFEJtxKnV1Ky6xcR6UPcZE+rcQgRl2grcc5g\nxmRwWpHTL4GTPY3sCREVb6wDRowMdTf6Sh4FNNSFuhdCEjzZ08ieECHVnQQbOTbUvehr5Bjg9Env\n7YYggZO9RBO0hAiIOx2u0fPIMaHuSh9s5FjwOkr2/RE32dMELSFiamoAtIlgsXGh7klfo8YCp0/S\nLU37IW6ypwlaQsRUdxIQsYQDgGm0QPQwuvl4PwRO9jSyJ0RE/PRJsFFiJnsAZ0b3p0LdC+GInexp\nuwRCxHP6JDAyNdS9GBAbORb89IlQd0M4ytzNWw4SlXEIkRM/fgS8qhLo6gCbdDnYBZMCO07dSUiT\npsrcOxmNGusqNQWAO53gn3wAfPkZkJQCdvlVYl48FgCBR/YSlXEIkQHnHM43X4Xz8QcBcECrg/OF\np+B8+dnA9pH57gQwWuCR/ahU8O+O+/063t4GZ3EBePkuIGUM0NwIZ0E++CeVCvRSfeKO7GlvHEJk\nwd98Ffw/+yCteRzMOML1WPZcOJ96FHjtr2C/+a3vx2ppAhw9Ql4965Y2Hjj2v+Cc+7xRG3c64Nz6\nJzDjCLAlq8CiXamRT58D55P/BSkqGixL4L9mfCDuyJ7KOIQEjVd/BP7vtyDd/ZA70QMAi0+AtPj/\ngX9SCX7gQ98PeLQWODddrN0uf8iQ5Bosmht9fgl/owxw2MH+zxJ3ogcAdu54SEvXwLn9SfCT3yrR\nW9WIm+xpNQ4hQeHmRjhfeArSnfeC6ZP6PM8SEiH9/v+6yjkd7b4d81gt2LkT5O6qrBhjwLnpwLGv\nfWrPvzsOvvefkH7/f8Giovoe77wJYL+6Dc7nNoL3dMvdXdUInuxpZE8iH+cczm1PwPnmq+D138l3\nzBeKwbKvAxufMWA7ln4hWOaPwf/xkm/HPfo12HnpsvRRSWzcBPCj3pM95xzOvz0Ddv1N/f5CdB/v\np3OAkWPAd78sWx/5ka/Aaw/JdjxvBE72tF0CGSKcTmDChYClGc7H7oHzpa1BjyD5xxVAixns2l97\nbctuvB38o71ef9Fwzs+UccQe2QMAG5cOfrTWe8PPqoDWFrCZcwc/HmOQ5i8Cf/9f4Mf+N6i+casF\njuICOJ/ZoOrFX+Ime9ougQwRLCoK0vQcSDffAWndVvDWZjj/dD+4rTWg43GrBXzHXyDdvtyj/jxg\nfK0ObPbPwXe9OHjDxtNAVDSYYeARsDDGTQCO1br28RkAdzrgfG07pBtv77d880Ms0QB24wI4//pk\nwHfD4qe+hbMgH2z0OZDWPQN22fSAjhMIcZM9bZdAhiAWnwDpDyvBMi6Bc9NqcKvF72PwV/4MNm0m\n2DjfR+BsTi74VybwYwOPhvnnVWAXZvndn1BgiXrAmALUHh6wDf+wAohPAC6Z4vtxr5gFaLTg/3rd\n7z7xk8fg3PwAWO6trl8w0cP8PkYwBE72dAUtGZoYY2C/ug3skilwFj3s8+QpAPCaj8C/+RLsF7f4\nFzM2Duy6PDhf++sgx/4YLOtyv44bSizrcvBP/9Pvc7ynG/wfL7mSrh8rixhjkG5dCv7Wa+Df+X6V\nLq//Ds4tD4H95neQfpLt8+vk5FOyr6mpwd13340VK1Zg165d/bZ5/vnncdddd+Hee+/F0aNHg+8Z\nrcYhgvDl+y83xhjYL28FO28CnE+t86mGz1tb4HyxBNKCFQHtSMmuvBpoqAM3Vfc9dnsbcOQr4MIf\n+33cUGFZU8FrPu53B0z+7m7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from numpy.fft import fft,fftshift,ifftshift\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "\n", "def step_power(length):\n", " nsample = 100\n", " t = np.arange(nsample)\n", " x = t<=length\n", " fx = fftshift(fft(x))\n", " power = np.abs(fx)**2 \n", " angle = np.angle(fx)\n", " \n", " plt.figure()\n", " plt.subplot(1,2,1)\n", " plt.gca().set_ylim([0,1.2])\n", " plt.title('$f(x)$')\n", " plt.plot(x)\n", " plt.subplot(1,2,2)\n", " plt.plot(np.arange(-nsample/2,nsample/2),power);\n", " plt.title('$|F(u)|^2$')\n", " \n", "step_power(1)\n", "step_power(4)\n", "step_power(50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Power spectrum of a sine waves for various wave length, the peak position in the Fourier power spectrum corresponds to the sine frequency." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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wmnQgBym9v8B5v1yg+g5sdoipaM+0s1VgUc7RRMoqxcBAUgyC1YFC52JtAtU3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\nMpIVK1Zw5MgR+vTpQ2Zmpl/O2WazMXP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85z+f/QADMSgtRysxMd2KShgaQAwPm3ufCUQkgmakHfMYtEov8Zi9IiWiEVxm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\nz5wYOBFANiMGkT5TmUSp9t+YbO+OTZs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ps4qggtMOZAcyUZW0xTFPScJ7yBHWDQt/kEGd5MJYelg0qOphdcq1HciaXdFc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\np57qxHQVSHMC+KPzxBbHW9Syx+55YutjcZBOUTJo5u4+1tG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def sine_power(freq):\n", " nsample = 100\n", " t = np.linspace(-np.pi,np.pi,nsample)\n", " x = np.sin(t*freq)\n", " fx = fftshift(fft(x))\n", " power = np.abs(fx)**2 \n", " angle = np.angle(fx)\n", " \n", " plt.figure()\n", " plt.subplot(1,2,1)\n", " plt.gca().set_ylim([-1.1,1.1])\n", " plt.title('$f(x)$')\n", " plt.plot(x)\n", " plt.subplot(1,2,2)\n", " plt.plot(np.arange(-nsample/2,nsample/2),power);\n", " plt.title('$|F(u)|^2$')\n", " \n", "sine_power(1)\n", "sine_power(4)\n", "sine_power(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Power spectrum of two differnt mixtures of three sine waves:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KC1lhyyBmzMAalqYar+0GkXsE4gUUQFacnFAG3DYANmkZoLqG3ETRGB8Dikvk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\njepIGSQK9SYiiBShCvsE8QtTbiK1OrKJnNcLlAR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Yxol++ctfMmfOHP/r7du3s2jRIjZv3kxpaSnV1dUAHDlyhF27dlFVVcWGDRvY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\nEFt8AVlCemQ20aBikJiBJSSsMlCObHR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def mix_sine_power(freq):\n", " nsample = 100\n", " t = np.linspace(-np.pi,np.pi,nsample)\n", " x = np.zeros_like(t)\n", " for f,a in freq:\n", " x += np.sin(t*f)*a\n", " fx = fftshift(fft(x))\n", " power = np.abs(fx)**2 \n", " angle = np.angle(fx)\n", " \n", " plt.figure()\n", " plt.subplot(1,2,1)\n", " plt.gca().set_ylim([-1.1,1.1])\n", " plt.plot(x)\n", " plt.title('$f(x)$')\n", " plt.subplot(1,2,2)\n", " plt.plot(np.arange(-nsample/2,nsample/2),power);\n", " plt.title('$|F(u)|^2$')\n", " \n", "mix_sine_power([(1,.5),(4,.2),(10,.3)])\n", "mix_sine_power([(1,.5),(4,.3),(10,.2)])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2D Fourier transform\n", "\n", "Similarily, 2D Fourier transform is defined as:\n", "\n", "$$F(u,v) = \\mathcal F(f(x,y)) = \\int_{-\\infty}^\\infty \\int_{-\\infty}^\\infty f(x,y)\\, e^{- i \\, 2\\pi \\, (u x+v y)} dx \\, dy $$\n", "\n", "the equivallent step transform is given bellow:\n" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ltt0yw+us4xARkStc6Vp21113wWQyYfny5QgMDERaWprTcd32GZ5YxyEiIlc5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\n4v79y4N8NgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.pylab as plab\n", "import matplotlib.cm as cm\n", "import scipy as scp\n", "import numpy as np\n", "from numpy.fft import fft2,ifft2,fftshift,ifftshift\n", "from scipy import ndimage\n", "from mpl_toolkits.mplot3d import axes3d\n", "\n", "w = 2\n", "n = 128\n", "r = np.zeros((n,n),dtype = np.complexfloating)\n", "r[n/2-w:n/2+w,n/2-w:n/2+w] = 1.0 + 0.0j\n", "\n", "F = fft2(r) #2D FFT of the image\n", "rr = ifft2(F) #2D inverse FFT of F \n", "\n", "real_part = F.real\n", "imag_part = F.imag\n", "\n", "fig = plt.figure(1)\n", "plt.imshow(r.real,interpolation='nearest',origin='lower',cmap=cm.gray)\n", "plt.colorbar()\n", "plt.title('$f(x,y)$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The original image consist of a 128x128 image containing zeros everywhere except in its center (a 2x2 square)." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mSSYzm/50FirRjUTTKGs/WRUr4nNMY+RHhC97kgDygwJ8bceMauL6JAPjz3Gm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0xmzINm1u+PdV/3vteavcfo4ZtzXu5/1p6196zZs9a9rnXdn+tzfT40pC0pOuvpw0re4GEmMJWP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\nHKji7S28Xgy7phOn+adh7baZWOLYxAbiNYTihW0kA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nsq1WOJwwhDebRSecGfrKJ6xh02zEZXK05GjyQ7tqDnc0+yVgCEAfUuPY9gXg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\nEVkGBwcTX/7ylxOTk5OJRCKRePHFFxP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(2)\n", "plt.subplot(1,2,1)\n", "plt.imshow(fftshift(real_part),interpolation='nearest',origin='lower')\n", "plt.title('$\\mathcal{R} \\{ F(u,v)\\}$')\n", "\n", "plt.subplot(1,2,2)\n", "plt.imshow(fftshift(imag_part),interpolation='nearest',origin='lower')\n", "\n", "plt.title('$\\mathcal{I} \\{ F(u,v)\\}$')\n", "\n", "fig = plt.figure(3)\n", "plt.imshow(np.abs(fftshift(F))**2,interpolation='nearest',origin='lower')\n", "\n", "plt.title('$|F(u,v)|^2$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the Fourier spectrum, the zero spatial frequency is in the center. We see that most of the energy is in the central part of th the spectrum (a great part of the image has no transition), however, because of the sharp border of the pixel we have also higher frequencies available, the figure below illustrates the $\\sin(x)/x$ aspect of the power spectrum of the 2D step function." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EFX15P1+NBtubih5GxMh1KuW/RtdVOHeOBE8eGMejRxCTglZoRAzDyOV4iKzw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WHS7e5S6mLr7u1JqUUWUymDWq3zPbJtgZS6pb2VctPt7pqIhaHCdTf3IOF5ujat0dBmqoYhyGYt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oz6FDSmSfrbhkBwjK2DfT0ABAKhV0Rt/82pZKbBKZWYY4AnkSXk8PhKJ05O20yfHl8wzttrNE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=[10,10])\n", "ax = fig.gca(projection='3d')\n", "X,Y = np.meshgrid(range(n),range(n))\n", "Z = np.abs(fftshift(F))**2\n", "ax.plot_surface(X, Y, Z, rstride=8, cstride=8, alpha=0.3)\n", "cset = ax.contour(X, Y, Z, zdir='z', offset=-100, cmap=cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='x', offset=-10, cmap=cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='y', offset=140, cmap=cm.coolwarm)\n", "\n", "plt.xlabel('$u$')\n", "plt.ylabel('$v$')\n", "plt.title('$|F(u,v)|^2$');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The inverse transform is illustrate below, this is the result of the FFT inverse transform of the previous transformed image. We get the original image back." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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5y5CPbdiwYahPKyLj1GDCcKBZaFpaGg0NDTQ1NeFwOKiqqmLt2rVhjd3Z2Ylp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\nBFAYiogACkMREUBhKCICKAxFRAD4PzOmzgDWfQg6AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "plt.imshow(rr.real,interpolation='nearest',origin='lower',cmap=cm.gray)\n", "plt.colorbar()\n", "plt.title('$\\mathcal{F}^{-1}(F(u,v))$');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Phase and amplitude\n", "\n", "What appends if we add noise to amplitude or to phase ?" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MmNZclZI2ItExdWai2tOTyNUhqbwljAEp9bmUguhL4M7Rv9UgIOQHzAjTkBTL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\nPa1sBKeIXcyw+Q78KVqnoYvBGIten1+03gIO8Cyu0KwjCuAkdzTX00MR3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xm/AMZMGjPo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FlshpF6ki13ASmME1B9dJ24DRj2UQVk3Ti4vBljr2+KyS6sCUQdM0n7JMCoyUcVJApxozcAyT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BkC9sHElfbL2G43cBHMuxaWhBg0LaCa6NLLuBc/gRdhGTNwkO7HNkIv6R4H2KFXfzURv8sP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\nwezjXkVygGsZZoRa+rVZXAwPEQLE8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cCsWQX60sqVK7nllluAI0PN3+j4k4XYJz/5ycM+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8IccFSdIuQTxKquETCUTn6ZMVulFk5w5ECdVg2zTHenODhO5FE5OBQyYSvzbBhf63xpZF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\nkBA1CK5r07H5DP2lucFzbbz8yhI5Sw4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ima = camera()[-1::-1,:]\n", "F = fft2(ima)\n", "amplitude = np.abs(F)\n", "angle = np.angle(F)\n", "\n", "noise = np.random.random(ima.shape)\n", "n_amplitude = amplitude * (1+10*noise)\n", "\n", "real = n_amplitude * np.cos(angle)\n", "imag = n_amplitude * np.sin(angle)\n", "\n", "n_F = real + 1j *imag\n", "\n", "n_ima = np.real(ifft2(n_F))\n", "\n", "fig = plt.figure(figsize=[10,5])\n", "plt.subplot(1,2,1)\n", "plt.imshow(ima,interpolation='nearest',origin='lower')\n", "plt.colorbar()\n", "\n", "plt.subplot(1,2,2)\n", "plt.imshow(n_ima,interpolation='nearest',origin='lower')\n", "plt.colorbar();\n", "plt.title('amplitude * (1+10*noise)');\n" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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rJwmudMi71hVe1OOzFqHlKLRwneFHW/LHWEtUZVmrtQI84r//P5y2EFCz92kt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\nDqD5C4UXJUBhUbQavI7Rk7Lxch1rLQnbaCE/k8i6+HXs4QQ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uPn/hC1/g8MMP55JLLuHQ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cvtICsSgMmIxqD+ySQ8LKtegr5pGoCYQov1yDETIE8zYAlKurbD9DoHlG3uEzN0r/y4qOP7kKbA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\nKi3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n1dFqzXLp70aBICtXPm//j1IcwpRtSp33hS2rUPvIcUtDkDGMAZdMoTOYx0B6OQlz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\nMcGxvydC2nEJkRMDYSeZlfGm0NFI91TQDfPXiy++SGVlJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ima = camera()[-1::-1,:]\n", "F = fft2(ima)\n", "amplitude = np.abs(F)\n", "angle = np.angle(F)\n", "\n", "noise = np.random.random(ima.shape)\n", "n_angle = angle * (1+.5*noise)\n", "\n", "\n", "real = amplitude * np.cos(n_angle)\n", "imag = amplitude * np.sin(n_angle)\n", "\n", "n_F = real + 1j *imag\n", "\n", "n_ima = np.real(ifft2(n_F))\n", "\n", "fig = plt.figure(figsize=[10,5])\n", "plt.subplot(1,2,1)\n", "plt.imshow(ima,interpolation='nearest',origin='lower')\n", "plt.colorbar()\n", "\n", "plt.subplot(1,2,2)\n", "plt.imshow(n_ima,interpolation='nearest',origin='lower')\n", "plt.colorbar();\n", "plt.title('angle * (1+.5*noise)');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Discrete Fourier transform\n", "\n", "This is the Fourier transform for discrete signals, if $f(x)$ is a discrete function with $N$ samples $x = 0,\\dots,N-1$.\n", "\n", "The discrete Fourier transform is given by:\n", "\n", "$$ F(u) = \\frac{1}{N} \\sum_{x=0}^{N-1}f(x) \\, e^{- i \\, 2\\pi \\, ux/N}$$\n", "\n", "and the corresponding inverse transform is:\n", "\n", "$$ f(x) = \\sum_{u=0}^{N-1}F(u) \\, e^{i \\, 2\\pi \\, ux/N}$$\n", "\n", "the 2D extension is :\n", "\n", "$$ F(u,v) = \\frac{1}{MN} \\sum_{x=0}^{M-1}\\sum_{y=0}^{N-1}f(x,y) \\, e^{- i \\, 2\\pi \\, (ux/M + vy/N)}$$\n", "\n", "$$ f(x,y) = \\sum_{u=0}^{M-1}\\sum_{v=0}^{N-1}F(u,v) \\, e^{i \\, 2\\pi \\, (ux/M + vy/N)}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Fast Fourier Transform algorithm\n", "\n", "The FFT algorithm enable to drastically diminish the number of operation for the discrete Fourier transform of a function. Without going into details (see [DIP] p 120), the complexity of the original direct Fourier transform algorithm goes from $N^2$ to $N \\log_2 N$ for FFT method, which is a major improvement especially when image size $N$ is big.\n", "\n", "Because image are discrete functions, and because we are interested in doing convolution with them, if the size of the structuring element is big, one may use the FFT in place of naïve convolution techniques as described above. \n", "\n", "> The FFT algorithm changes the order of the coefficients, in order to have the 0 frequency back in the center of the image we use the `fftshift()` function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convolution\n", "\n", "Local processing as described before is in fact a convolution, thanks to the nice properties of the Fourier domain, convolution can be computed in an other way.\n", "\n", "Convolution of two function is defined as:\n", "\n", "$$f(x)*g(x) = \\int _{-\\infty} ^{\\infty} f(u) g(x-u) du $$\n", "\n", "the corresponding operation in the frequency domain is:\n", "\n", "$$f(x)*g(x) \\Leftrightarrow F(u)G(u)$$\n", "\n", "in other word, the convolution in the signal space is equivallent to a term by term product in the frequency domain.\n", "\n", "Similarily for 2D images we have:\n", "\n", "$$f(x,y)*g(x,y) \\Leftrightarrow F(u,v)G(u,v)$$\n", "\n", "so the convolution of an image $f$ by a structuring element $g$ consist of two discrete Fourier transform, a simple term-by-term matrix product and an inverse discrete Fourier transform.\n", "\n", "The following example illustrate a low pass filter (only frequencies near the center of the image are kept)." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JDyUECV/bv+xYc2xWzFotameDJ5NJ8z+1tcsC1A/+Qnh/IhAPCTr3GH3VMUqA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\n", 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ASzo/bN26AoBu943Wplm7jz/+OABgaGgIExMTF/y9BtTvthwIVnmm/H+zhUNa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\nemSzWSQSCZM8tbCwdBbuo48+ivHxceTzefh8PmzatAm5XA7hcBilUsk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.data import camera\n", "from skimage.filters import rank as skr\n", "from skimage.morphology import disk\n", "\n", "im = camera()[-1::-1,::]\n", "\n", "w,h = im.shape\n", "\n", "n = 32\n", "\n", "#square filter\n", "s = np.zeros(im.shape,dtype = np.complexfloating)\n", "s[w/2-n:w/2+n,h/2-n:h/2+n] = 1.0 + 0.0j\n", "\n", "#circular filter \n", "c = np.zeros(im.shape,dtype = np.complexfloating)\n", "for i in range(w):\n", " for j in range(h):\n", " if ((i-w/2)**2 + (j-h/2)**2)<(n*n):\n", " c[i,j] = 1.0 + 0.0j\n", " \n", "#smooth filter borders\n", "c = skr.mean(np.real(c*255).astype('uint8'),disk(10))\n", "c = c.astype(np.complexfloating)/(255.0+0j)\n", "\n", "F1 = fft2(im.astype(np.complexfloating))\n", "F3 = F1*ifftshift(s)\n", "F4 = F1*ifftshift(c)\n", "\n", "#high pass using the complement of c\n", "F5 = F1*ifftshift((1.0 + 0j)-c)\n", "\n", "psF1 = (F1**2).real\n", "\n", "low_pass_rec = ifft2(F3) \n", "low_pass_circ = ifft2(F4)\n", "high_pass_circ = ifft2(F5) \n", "\n", "fig = plt.figure(1)\n", "plt.imshow(np.abs(fftshift(psF1))**2,interpolation='nearest',origin='lower',vmax = 10e18)\n", "plt.title('$|F(u,v)|^2$')\n", "plt.colorbar()\n", "\n", "fig = plt.figure(2)\n", "plt.subplot(1,2,1)\n", "plt.imshow(s.real,interpolation='nearest',origin='lower')\n", "plt.title('$|G(u,v)|$')\n", "plt.subplot(1,2,2)\n", "plt.imshow(low_pass_rec.real,interpolation='nearest',origin='lower',cmap=cm.gray)\n", "plt.title('$g(x,y)*f(x,y)$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One remark the presence of oscillation in tje filtered image, this is due to the sharpness of the filter used, bellow the same low-pass filter but with smoother border." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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q4TNcKau2UCiwKB2j0QiXy4VQKASn04lQKMT0/GQyifHxcZTLZQQCAfT09LBy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\n14DlaCieHlSx2M5wO4TWfo9CLfjOzk6k02lEIhHEYjE8+uijGB4eNms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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(3)\n", "plt.subplot(1,2,1)\n", "plt.imshow(c.real,interpolation='nearest',origin='lower')\n", "plt.title('$g(x,y)$')\n", "plt.subplot(1,2,2)\n", "plt.imshow(low_pass_circ.real,interpolation='nearest',origin='lower',cmap=cm.gray)\n", "plt.title('$g(x,y)*f(x,y)$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we suppress the central part of the spectrum we obtain a high pass filter, i.e. only border are kept." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Qiw4ptDVlm1DluEAgQF1dHatWrSIYDJqJJZFIkEwmB+WdSSaTJBIJ4vE43d3d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\nqzwqUo+1HhMtD+kJU6x5uQ7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10Dn69eQkdetJQn82FHwo8fv9fq6//nqCwSC5XI7ly5dz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(4)\n", "plt.subplot(1,2,1)\n", "plt.imshow(1.0-c.real,interpolation='nearest',origin='lower')\n", "plt.title('$g(x,y)')\n", "plt.subplot(1,2,2)\n", "plt.imshow(high_pass_circ.real,interpolation='nearest',origin='lower',cmap=cm.gray)\n", "plt.title('$g(x,y)*f(x,y)$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlation\n", "\n", "Similarily, correlation can benefit from the Fourier domain properties.\n", "\n", "Correlation is defined as:\n", "\n", "$$ f(x)\\circ g(x) = \\int _{-\\infty} ^{\\infty} f^*(u) g(x+u) du$$\n", "\n", "where $f^*$ is the complex conjugate of $f$ (i.e. $f$ for real image).\n", "\n", "the corresponding operation in the frequency domain is:\n", "\n", "$$f(x)\\circ g(x) \\Leftrightarrow F^*(u)G(u)$$" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.data import camera\n", "\n", "\n", "im = camera().astype(np.complexfloating)\n", "target_center = (314,375)\n", "w = 16\n", "crop = im[target_center[1]-w:target_center[1]+w,target_center[0]-w:target_center[0]+w]\n", "m,n = im.shape\n", "\n", "g = np.zeros((m,n),dtype = np.complexfloating)\n", "g[n/2-w:n/2+w,m/2-w:m/2+w] = crop - np.mean(im) + .0j\n", "\n", "#normalize\n", "f = im-np.mean(im)\n", "\n", "\n", "plt.figure(2)\n", "plt.imshow(g.real,interpolation='nearest',cmap=cm.gray)\n", "plt.colorbar()\n", "plt.title('$g(x,y)$');\n", "\n", "F = fft2(f)\n", "G = fft2(np.conjugate(g))\n", "\n", "R = F*G\n", "r = fftshift(np.real(ifft2(R)))\n", "\n", "corr = 255*((r-np.min(r))/(np.max(r)-np.min(r)))\n", "#corr = 255*(255*((r-np.min(r))/(np.max(r)-np.min(r)))>250)\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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tywO4nC7noZfT67+XtxFw7PomT515gGAWrV5X6Hqofm0br4X092brCsls3rTl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\n3gDrpv1I1yLbQnWD1k3dpayDsnNWN3zY/rSg1tffv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aXsfQq00WggFovh6NGjSKVSgaXY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\n9R+zpQA1PwQdWSYE5ob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ovfrqq5qeng7Pj0OafN7pdBKFA/kbTBb5FNKGHJKbUiqVAnuU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NFoBDglWJuSC51OJ4JFfTywWlhMsBEg+X/5l3/R+vq6zpw5E4Hj+/v7UVW9Wq1G0VCEXaPR\niOKfS0tLwf6gdInz2dzcjLnGHUmWG/PearWC9ifzkkMM07W5uRls3fb2ttrtw3IVlAfhUE1PT4fL\ngEKwJB4QbE6iALFPlUpFi4uL4WJsNpsaGhrS9evXY38+99xzKhaL4Vbc29uL2ENqdI2NjWlmZkZP\nPfWUNjc39V//9V9617vepbvvvlvf+ta34roihOGrr76qSqXS48oslUohlLgYPJ/Pa3V1VVeuXIl9\nA6BqtVqx9hgZxDwCihGi2Ww2fk8gfLfbjauBJMWzuJCamDmyJWG5UqlUAO/Lly9rbGxM09PTb4wg\neRMbAhlF7EpN6r2qx+sJudB3JiPJOmFhc+4wCN1dg+Lg89/OteKAK+kKowEa+AxMPzIUJYRchLXw\nPiNHAZsea8rPcRc6g+DABFnHmfbyF+6y8/F7zJIrbTcqV1ZWYn9SV9DZeu6HBSAn2UTWmLH4mBkD\njJbPG3Ps7nf6iWzyf/s4mC/O6c1cjMwLLL0zh+wH94i4O1XqBbkAauSuA2ziSNERksILQSa6M5+Q\nBO6m9n6xRuAAnyNCD1hb9njSxe5A3vezu13BGP4Z9puDad+//PH4yltpxwpsuWJgcdlkq6uryuVy\nkeVG9W8mxoW91Bv8xuIWi8VgItzdVavVAgh4c3qS9wAKoL594TkcbqkSGE8xR4K/Obh+kDhgCDQO\nDu4GvudChrgCaPZsNhvsmdO0a2trUf+oWq0GY+QV5Ylj4m7AdPrweqG5uTlNTU0FQ7S5uam1tTXN\nz88HQ5fNZuM+PEkRPMkzvUq/Z1Hu7+8H+0age6vV0uzsrDqdjpaXlzUyMqJKpRIWBetCTSqE2tra\nWrBGXDDOPKfTaU1OTqparWp8fFyVSiXKJdTr9bB+cVXTLwLCh4aGwmJjrev1elh+AJ3V1dXI8CPO\naW1tLcBNrVYL4dtsNjUxMaFcLqft7W1dvHhRL730ku677z7Nz8+rWq1GbS6MDu56lA5vUyDWJZPJ\nqFqtamZmRq1WS/l8Plx6CEKUB5Xv6/V67JdyuRysWDab1dbWVuyrg4ODcId2u4e3LrCnBgcHox+S\nggUYHBzUzMxMMMKEBRSLRVWrVY2NjYVr4CQ1P9fIAxSBW9KcceJi3NXjLpokm+AKkNhOvkuYQxKo\n+Htd+QDUpF7Ww4Eb73HZJB1laXngMlm+KGUaYIR97C5RD1ZGnjrD5SDU6zBlMpkARt43+gwzkwyz\ncLYGxU2BXWff6AtghjOHkmZcSUYkCWJx9zFPgCo+53rDwRP99X2FLvLwFc6osz/ukgQMOrhgPnkH\nffcYQX7urj9n5NgXJBkhN0m6giRgPSiizPOTbj+fG0odkdhAmAnriYfD49ToD+vnAJj38Hn0kAM3\nb+6hcZDFvAGab7UdK7DV6XR6AqZxd5CxR8bT2tpasBPO8hCMzURsb29H3S4Wmw0A5Yl7qlKphFJk\noTj4vhmJkwIUeCZJkrrvdrtRU4tLg6enpwO00dekPz0ZgIoQYBO4leGUvbvUyA6E1SNomsuWccFC\nhU5NTWl/f1/VajXuUCQTFEo9k8lEHStJ+sY3vqFOp6P5+fmYEwrdDQ8Pa2xsLOKtcKUuLS1FYUx8\n/Fx9Q/wU68JalcvlHmuNuC4AADWoBgYGQnBWKpUQxAi6iYkJXb16VWtra8pms/Hccrkcwp9DxdxM\nT0+HSxElh4sI5gYWCAGzt7enXC4XoIrvAfgBKzCqk5OTunjxoprNpv7t3/5NDz74oC5cuKAXX3wx\n3KJzc3Pa398Po8MvaN/a2or5XVlZ0Z133qmdnZ1gwDKZwyzfGzduqNU6rPROvwlmRdmSBUrm5fj4\neNQRw4IGJFMQtVAoaG1tLZjnra0tzc7OBsja2trShQsXQtCNjIzEXaQnraHwHNRwRqXeq7kQ+jDW\nyRAE/iQZDn6GImM/orBQ2gAE+sVnXIm7y80ViIMhZ0w8Vstdh/48wMrNnodic3bP3X/IU58Ll6f+\nfklxtgH7gFhACbFHyE3eATBAQZNt6/3g2cTpcLeus0MenA7I8zVOMiGska8hshwQyM8YP+P1OF8H\n0fzckwEclLmbMMmQsS99vpOxVkkGB8DFnGaz2fDCOIgF+GNosnbJ57uRAXtOvKx7OXxfJV2yzDOJ\nbAB6B/cALnQ3sd2us9l/rJkbR0ljAybv9bZjBbYAQUxKJpPR3NxcBIxTzNJddyhTFoADjGsDt1Iu\nlwtKOJ/PB3ih8jjKEOBEA927YITdArx5LSq+wwLiOiFWYWFhQSsrK6/Z/G5h+mGTejN3EHB8xq85\nGBsbU7FYDEvDrWkYMT7nwhB3BHFcXvx1aGhIpVIpMvW4GLlQKAS7wVzyHtYEwEKwNWNhTmq1msbH\nxyUdXn9DyQMKiEpHoIfg7XQ6rWq1Gu+jPAgABOaJPYHLAHfo5ORkZA8Sa4SvH/rbFQKMEpl0FKPl\n/TwHZhGmAiqcop8LCwtaXl6OeDospHa7rUqloldffVXb29t6/vnnde3aNc3NzWl2djZiDNkrWHbc\nQwkbuLW1pVarpdXV1RAUWIVcocPefvDBB6OgKwKSrNxWqxVjhcX0cwGDicsVRUOAPgoDprHT6QRw\nA8Q3m03t7e2pVqu9MYLkTWzU3kNBSL3V2JlHlxUepOxMFgqcPYkLBwXCvnXX+s1AWfKPu/oAAO7a\no7n7J+kKcncoIMqZMMAD/XF3lnsA+LwrfZShG7F8FsbKgR/KFGbNWZ1kvA9Aw7PS3b3udRNR8OgW\njF6v0cXYvL8OuFDivJs1c6CKvsPV73NFc3cx/aY/9Bkdga5hblxfJtfP95h7QhyA8B3GIR2FsACu\nTp06FUXGR0dHe1g/9jTy0AkRZwXZT3iYMNTxDklHsba+lt5XJyOcoePsMNeSoki0M1gYC240cU7d\nGOD3t9KOFdhyIYR7ZGdnJ2KPKF9AwU7qo0hH9+Tl8/nIIBsZGdHy8nLES4Ga6/W6dnZ2IiaFw012\nlFukCDmodAK5UW5sOj8YbACUeS6X67HksZqcUXALVjqy4pKWFAc6KThgUUj3J8kA1xAHCr8276Au\nFpZeu31Ut4x4rpGRkRg/VxrNzc0F7Ysgos4SyrbVasVFpUNDQ1GmAzaGEg7b29sqlUoBpqmcD7u5\nt7en1dVVdTqHFdO5cFxSxG8Qm0ZfuW5mdXVVpVIpWJZWqxVz4jFZuVwuCoEiQAgqz2Qymp2djWuI\ncIHNzs7q2rVr6nYP4wFXV1cjO5F5AawRd8d+obAnyQFnz57VpUuXVK1W9eUvf1k/93M/pwceeEBf\n/OIXtb6+rqWlJRWLRe3v7wcbUK/XI8gW6/Hee++NYrLOpNVqNZXLZS0tLQXYAYyOjIxodXVVmUwm\nfk6VfwLvT506pStXrkT5lXPnzsVzNjY2IhmDsyIpXLAExbfb7Yi/29nZUaFQeIMkyZvXnBFPMlxJ\nFpuGwiOEAgXkgMaNvqRrLQm4XEY40+TMAsCFPqKIAMv8G5bM2Qf65jFL7lLk//556ShAHGXGGJIx\nXPTZ3TcOPpPgkjnHwPHvSL2JBb4myE53KZEow/kFhDAXKG53JfE7ZycdcCVdcTD4yGQHHjBGnunG\nczjTyRg6DyjHleyuMObZWT+fU/rg/0+62By4+76iP9z6kqyN5voMtyAeKAe0zCP7BOMeMgOPl9Qb\nV+aA3gGXx1a7x8LdrJwf5D3jY3/6XNNXdyve1jFb+/v74RpCgS8vL0emCPWOPCibOBoCyrlHb3R0\nNNLS2ZB7e3vBXmQymSgpkckcBhVns9nYTEysI3hYEmodYWHBvLmw6HQ6EaNChh3PlhQ1Xdi4xGUB\nxKTXUpiOsv3ASYoyCul0OsbBvZCwN2wiWCZcmdlsVqdPn1az2ewZS6lUijpfACjml3v0WLODg4Me\n19ns7GywigMDA/H5YrGocrkcd5URbD0yMhJxdMPDw1pZWYkgSQScdAjMJiYmtLm5Gewayhzgvba2\npomJiQBGXMWTyWR09uxZ1et1tVotvfLKK1FjLZ1Oa2ZmJuZ4dnY2GDRqVA0MDMR3ua5idXVVExMT\n4cKdmZkJYQdwPTg4vA+RjFRADwIhn8/r3nvv1eXLl7W1taUnnnhCP/qjP6qzZ8+qVCoFCKbsw9jY\nmBqNRjCqfnE4WYsIShIFCoWCGo2GBgcHVa/XlUqlAuC22+2IqSJei/hHrtWp1+sBpihxkU6nI27m\n4OAgYu9wb2Pp+k0O6+vrGh0dDUB90hpr6i5+qfd6DwdMzqK7Qnf3CEIfOeaMtYMeFKozQh7n5QAH\n5QqoQAnBcrl7D3BGf5NuPPrO5x1A8D7mwBk++ovCS4Ixj4n13/Msvs/5deBAX+mTrwHKFWXc6XRC\nvrNnAVzoAgewMEgYm4wf3eAK2V16DgwdKPo6oW+kIzetszIwXA7IOPusGW5pqbfMAuvgcWO+lxwc\n+Tx67LQzhwAZ+sJ7IT7wJvga8zPkB+vjGZ+AQgAXz0RPeKyev8Nd5YzRAdHNABd/PK7NgSVzyDn0\nPehn9/W0YwW29vb2ImgXEEP16WazGS4saMpmsxkFGwnMYxND9RYKhdg0br0xmcS1+CRKvRsdBg0h\nhSsHlxWgAvBCPyqVSlQVZzFhuwhQZ9weEOh0MIIy2ZIHZH9/P+oYkd3XarXi+iIsWzITR0ZGVKvV\ntLW1FYBne3s7KpenUqkoBIuli1JOp9MBOmAKmVuyCxFgXONCmYjNzU1NTk6Gq5JMoOHhYU1NTQVT\nA6WPa1DqrXANWK1Wq+Fq7nQ6EQCPe49sQOpWZTKZqIFF/anx8fGIVWq1WpFMQL92dna0sLCgiYmJ\ncLnC9HQ6h9f+4JIDCNbr9QgQJ/at0WhofHw8rmviVoP9/X1NT0/rvvvu04svvqhqtar//u//1o/8\nyI/owoUL4cqt1+uam5uLy7bpm7MgjUYjBH4qldLKyoo2Nzd19uzZAGxYoq3WYYkIztHdd98dQJf9\nvbCwoEzmMPCf9clms7p+/XoIs0zmKFjZ3dNu0ABGUQq4zU5aY+wYTSjEpHJKsgacORSBu0fY9/zc\n2Sye7TLCP+8gAOXhLin2J2AGsMTP6R8KPsmu8TxnUrxfvjcxNjmHABXmibG7+4txwVYwt0lF5zGX\n3t9kXJmziN1utyejEyMVA4H33SxzzdlLX3tcWD5u/w7zyTrSPwfjnF+SdlKpVBj8HmLDmCWFGxKX\nrDNt7tr1uDFnqJzJcTAF6ErGgjGXuCcBWx6n6nPgyQruqXFGzZlW+j02NhYlc/BWER/rTCoAzg0P\nnxvGQn/c0+N7k31J/x3M01/ecavG4rECWywYizQ+Ph50JnEqzrCgOFGsY2NjUdCScgAoGNiuQqGg\nK1euqNVqhbJtNpsROC69tpgcghM6eWBgIGhTJh7Q55YmafQUxOx0Oj0xODwnSUHzbOKdEMxJIZd0\nM2xsbMTVCQA7BC0/4/8LCwsBODKZjBYXF7W5uRlxUbB9FFuFQdre3taNGzd66iRR/LJarWp3d1el\nUkkbGxvhKnV3LHNGTBkuuZWVlZhfaGgq50Pvnzp1Klihra2tcGlRqoJ1w2VI/Spii7LZrJrNZtws\nQBXpdDqtWq0WgBf35djYmG7cuBHjJ84JJrBQKMTawxKhTAnW73a74Y69cuVKuE/J3sEyGxgY0Llz\n5/Tcc89pa2tLjz/+uN797nfr7rvvDvckF5djfAwPD0dMFSUryKzEdQvIXF1d1ejoaBRzxFI8e/Zs\nZIxSOiWdTmt6eloHBwdx2wHuCQQ0TPPOzo6KxWIkjnD5d61WU7FY7Cl6iktAOlQoxOWdpOaAAiXj\n7AhrzZ4CVPAdPu8CH/CBovIgcgc2KE23vJ05cVbKFQxgy9ks3D4OVJypc0DhDIH3JcnGO0BxcNTp\ndHoMUubKXZ+8HzDm43KXJ/MuHSlyvkOjrxi3m5ubIfvJ2Ka/rmQxLjy0A5Ds6+5spjfG6v3g2YAB\nZKWz48h3ClmnUkdFUVkz2H9nuJD1Lv9dj7krmf4xZ66PXIb7XuY77iLElZjUU27ss4ed/aNvjIn5\nIQCfO3jT6aPLsHmOg3zG5CwmHhhJPefK15S5Tho8Hr/FWJLG0uttxwpsjY2NhSuKGCCCvUmRv+uu\nu+IyYNwZXpl5dHQ0Kmej7D2Tjst92cwLCwsBKkiJZ3NIR0H7uEL8YBOP5JdKo2j5faFQUKFQiCsN\n2IReZgLXixfdo1oyrBDv95RXGsqvVqtF7BJULm4qsjsoz3D9+vUehI9FR8A5/QcMZTKZCJ6nthJZ\ngLlcTqdPn+4BtisrK2q32yoWiwEwlpeXY36h6tnU9Xo9YnhI7a3VapqYmNDg4KAKhULU7qKSebvd\njv1C+QQEDOzNxMREWJAbGxuxFpJCgNHXmZkZLS4uRnkRSidkMpm4EqfVOqxTduPGDWUyGU1OTmpx\ncVGLi4vhetvd3dXExIQkxd5rNBo6d+5cFD6FkUN4Ly4uand3N9i/K1eu6LnnntNDDz2kdrsd90Q+\n99xzevvb3x6KCuDH4W82m7rnnnvChcgZqdfrmpqa0uzsrCQF2C4UCioWi7p8+XKwqqwrcWYIoXQ6\nHcB1f38/LqHFJYk1Xq/XY7+TOILRxD4naP6kNeaK5u4IV2IAA1fayAZ3FbmrByWPYkKpJN+PYcY7\nnWFy4OIKBrmFkqZPnuUn9cau+LtQSkm5xOeTc5JkwpCxGK1J96e7R50FcpDCM3kH43Qmhe/AWPB7\naml5vJI/A1npYM7nAcbDXY0eVuKg2McB6ODZfB/9w7ucmYJx82udmAPYYn5OTDIGLAk8lAxywOUg\nROoF1M5qOvvj7BZuQo87ZMzIDPQxBcV5t7OCzhoxt4Q3wGqSScqz/bww787WsaZuCLmx4WOR1LMe\nSZYuyfC93naswNbGxkYoFY/DKZfLIWBwm3Ag+Rx1k5iQWq0WLIBbh7ibECZMPq6Zmx1iSQF2CNKD\nlaL+h3Tkt6c45OzsbDBOAwMDcV8cGZCdzmFwdrFY7BFwbAB3cyLMAHewTHy+1WrFJb+UPWA8bG7c\nTBwoXLU8F0DGGGQiejcAACAASURBVEZGRiKGCkBAjBJWBRuR93k8zurqqgqFQgAI3GZYuJubm8rl\ncpHYwKGg+jg++xs3bmh2djbGTnX2M2fOBLsF+CMGj3RkQAkHD59/u93W1NSULl++HGUxyDb1IqB+\nwTMxW6VSSalUKoL+G42GKpVKHP5u96iIKfF9gMEzZ87o0qVLwV4C3jY3N1Wr1TQ1NaXnnntO6+vr\n+trXvqaHH35Yk5OTyuVyWltbU7lc1o0bNwL0YOWm0+lg+4hT29/fj4zGRqOh5eVl7ezsRGHUzc1N\nVavVEOQ7OzuamJgIFzMlKlC4m5ub2tjYiLksl8uq1+vBNNZqNc3Pz4fBwHVOJKYACilJcqvC6nZo\nDn6cSXKWxJUkgIvz7WAGIJBkkZAzfJZ3uexyQMD5+HaA62bskaRgetnXxA45u4HMSrJbDjSSTIHP\nk7vRnBFzYJMEcoAa+ulAzoEYSpj+JNfEY5HS6XTEzTq74+4n5h7ZmZxrnpsEZd4vB4b0yz/ngMvZ\nSw/WZ06dAcNAdqKA58GYIrMGBo7uv03GnTHmJHPHWgH4bga6cc9ubW31ZEmyZg64nHXzuXEXurv5\nkM0YgejGTCYTYTg093J4X33e3XXpQM3BHvuA/jtoTq7b62nHCmx5lW7fmO12OwKUscanp6ejpMPO\nzo7q9XqPy4l/12q1uP+KhWfR2u3DYHGYGkk9i+7CCaCWjO9CkDiDlkqlgkXwbAoC+12gkG1HCqrT\n49JRPIRbewQM1mq1iDOC8eLS64WFhRCUsDCAGZIHcOOcOnUqshhJ6ydYGoDY7R5m9rE5CfomM1RS\n1H06ffq0zp07F6zJ2tpauO+It8vn8+p0DuOdPMibivPEOwFWSAAAsOF+5fCSxlssFrW6uipJESuF\nYARwENOFMDhz5kwA3qmpqbhEGmBG1p27YPf29nThwgVtbm5G/bKNjQ0tLi7GO7muZmFhQfPz87p6\n9aouXLigdDod+w4Wb35+PqzWV155Rbu7u7p06ZKuXbum8+fP6/z583r++eejdhlrAhAcHR0NgOyu\nTZhA4t6ceZyamgrmmEzJTuewvAVZvDCwnU4nsiEzmUyAz8HBwXANuotncHBQExMT2t/fjz4Qt9Hp\ndCJJ46Q1d5V4bAvN43Wc4UKRwXo4OECxOmDi53yW8+1uQN6PTOP7rsyk3hpcUm9sK6wwxp9b+YzN\n3X2ujBww8Eyau+eSsVYOKBykMTf012WlA0/G7GNzxemsiQOKdDrd485kfOxp1tEBhK+vz6nHP7lb\n0RkhfzZz5zFNzm65fmENvFwIjBzMkgNT5oYYYwAXusgBF9/xsTDvDv6d4WH9ISCGh4d7qgX452Dl\nHAQC4p0F9nV0Y5lMZgA4gMvXWVI8kzPp+yPJBvveA3Cxz2D/2N/u8brVdqzAVqdzFFQNw0C2GBfx\nHhwcRBV24pNQdAh1lPri4mIAk3Q6HYAEK554GQdBUm9mjR9wkLjfa+jpxC4MCVJvt4+uuoHmdfqU\nzC+UlzMjSSob4UM5BrIEl5eXe7IN8/l8uBRhrTqdThQjReE5i5ZKpaJcgqSoLcU7Wq3DkglcSI1l\n7fXLcJ0RK4SQmJ+fj4PgQd3SYTFVYoIajUZk3MGibGxsBG3M/qjVanHXJetIjFalUolCpIzdv89Y\nyTxCGEiHzOrS0pJ2d3d1xx13aGVlJbI5camVy+W47LzVOiwQyuE/deqUpqamohYVMYYAL8aFWxQl\ndu7cuRj32tqa3vKWt+jpp5/W6uqq/vVf/1X33HOP7r///ii9AHuHa5w91W63gzEbHDy8tJoYrsnJ\nSU1OTkZWIEJKOqr+D4u1s7OjcrmsnZ0dzc7ORnZjt9sNMDowMKDl5eWo1j82NtYjQLkNAhcsZ6xQ\nKAQb6Rb4SWkoBoS0W9yusPisBxgjHxxM8T0Al4Ma9k9SmXhfkB/u+nBFz+fYQzQ3TomL8WzBpPsu\n+TPpCHDwHi+X4MHd/m9XzP4dZ70AIkn3m7t6nBnxpIzk/OCZcEAGWHGWhX47QKIlwbS745xN4fcO\nOn19GCPrmnSzAqhQ/sydg093HfI+Z3o4/2R6wwrRVwepvr7u+uT3Pg+AcgAXJAIhG+7a86t4fI+y\ntklQ5H0CCDvD5YVgnfXzBASff2dd/fmcM/Ql74QIoY8OYG+lHSuwlc1mNTc3p+Xl5fDfMsGdTiey\npnBxEJBH4DBBetSEgnGo1WoqlUqSpMXFRUmKmBIuBE6n01GPK2llOM3P4USROKUvKQLv5+fnQ/HM\nzs5qYmJC165di7IK1A3hShaqtCNQ/QB5rRsX2GNjY+p2u3EtjnRY9uD555+PYnB8h9RmL50xMjKi\n7e3tuFTZ71nkMlaAFS5e92n7XWOwHTyDbEHmtFwuh8DAnUkSA0U0ActUoYe1gd6nvhlUNYdjZ2cn\nXGl7e3u6ceNGCFACvMvlcsw9Qe+t1mFRWqq4nz17VpIis3R+fj6u35mcnFSn0wl28/Tp03r55ZcD\nZA0MDGh6elrpdFqbm5sRQH/16tUArDMzM8rn89re3tYrr7yi0dFRnTlzRp1OR6+++qoajYa2trY0\nOTkZAetPPfWUtra2ND8/H2UYlpeXlU6ndeedd/asP25gjA9SpQH8nU5HN27cUDqdjjImlLBAcHKh\nO1YeLDE1s6SjwoJkSeKmLJfLmp2d1aVLl0KRDQ8P68KFCzEfsKH1ej2CVk9Sc1cySsDjcry5Kw5W\nQup1b9GSmWf8HiaD57lCdCaK30u9cV0oHWfb+Ky7Cz3Ims86qwRgcwV0M7aJMXgwPv8HXDBPGLbI\nPpeNDmCYG59fB7IoYQCqAwv2KfW2UNTuYnP3KPPHuGkwPc6A8H2fYweFDrA8Dgr3rYMfB1fOMDnr\n5gALnensFDqV2GPAM0DbGVIHrElXNs914AmJASBERnP1Du/nOxjd3BLi6+b99rnl/bhLiWGmD95v\nEqCQff4O91r5fnfw7ufDjSfGzVrcSjtWYOvg4CCKK0qHE7C1taX9/f3IHCSNHJrSJxdF79lm3W43\nMqKGhoYifqbdPgw6plDqwsKCNjY2eg6RW0/OSjHZMD5JfzPuM8BIq9WK7LuDg4MIKqZUBAHf4+Pj\ncSgBPFCkXhLBs0lgdzqdTs/dkrANFLhko+/s7IRrleBuwBcABvBAgc9UKhVXuMBMwDgiBCgRsby8\nrN3dXU1NTcUVN6wl4JD4KOqejYyMRCYjWYmlUikuOWUfAHZRMJS7cPAJQ8Pc43be2NiIg01BWgq6\nYvmeOnVYXR93KFYOTOXi4mJcqn327NkAeLiyycSB6RoYGIgio91uN+KovAYYF3Rfv349rOqtrS3d\ncccdunLliqrVqq5cuaJz587p3nvv1Re/+EVJh8zjCy+8EPF8s7OzWllZiVTpoaGhCFBnvjBmSFoY\nHBzU+vq6Tp8+3ZOkQUA9Bg5ClFg8shmLxaJSqVQYO2T0Xrt2TeVyOZhDzi5lXGD8vhsq/rg3jxGF\nKSQmDqXg7ixXwlSeR64lXW8OpNx9iPzxeB9/FvEzyfpLbnx5RiKsOcqE/sG4EA9J/A5eCM8Kpp/J\n/rur0+U85Xs82BtDFmPF54uxwop7wgHfQ44hlwFzDoKcCUOP+Brwff8cjecxR25MetyP99tdcnzW\nSQUHnKwLZ9zBLXPmcbM+xyRYuetSOsq2pP+ED8DmOXmQHFOSOaL5vsbdyTiYR8bN2g8NDWliYkLt\ndjtqMaJPbsbU+ryl0+me2Fp+xh/6ls1mA0Six/xsOtvmTCjv8UQ0QOTo6GjIfYyj19uOHdiSpFKp\npGw2qytXroRLChTuG2BsbExjY2PK5/MBWpaWlnT16lWNj49H7NfW1la4hA4ODrS+vq58Pq9yuRzx\nSWwm3+wcJH6GhYfCxzpgA7VaLY2Njenee++N+xBha1DEmUwm3Ghsaq4igiGSjujfRqMRLjIEXHKj\nMyfFYjEKbAI0YSFI+6cfU1NTsXkymYyuX78eQpk77jzocmlpSZJUqVRCEBNDB0M0NjamUqkUxWVx\n9TLfsCRYczB3uC9dKOKq4mogDni9Xtfk5KT29/cDKOJO293djVIWgO1UKqXr16/rwoULsdbUIyNL\nkiuOqtVq3KfZ7XYjzoksmMHBwSil0Gw2VSgUgjEaGhqKewuxIFdXVzU3N6eJiQlduXKl51okL+Ka\nTqcjfooEjJGRkbjC58aNGyoUCrrrrrtUKpV06dIljY+P91x2jYXHHgEokUxQKBQ0MjKiS5cuaXBw\nMGIJuaKnXC5rb29Pa2trEatFvTGqwzebzWD3Ll26pEqlEsKsWCyGyxeXaC6Xi4D+d7zjHTo4OIg0\newyQk9aSQh1Q026340wmXTauAIgldLecW+KuEGCZ/KwCMmBIANAk+LhiIXsMsIJnIJfLxVlBGdEP\n3sE+2Nvb08jIiEZHR+P/rsyT5Rhu5s6TFMw4pVjcFcnl8klw6v1xAMMcoBfoC43v8PNk7CHGhzMj\n3y4GzwEX8+Qy2UGAu1udiYGBBGAzDuZqdHQ01tPj6dyFl3TJuwuX9Xb3JmNhzTmT7o70MTnr5oyp\nM1wQBHhRTp06FYYY68Vcs96S4nYQWGGPAXVmDqDHvHNtHjou6ep2NpQ9wZiSa+CkCfsLYOouVc/+\nvlVj8ViBLTZHtVrVyMiIisVi+ExhF7AAsMD39w+ryK+trfWkxxLQXqvV1Ol0elgrrx/DolBJ2w85\nB8R9ujwX1onNygaUFO4bAuOpf0Ttpk6nE24/SaEYEXSSIhjbaVBirthgVNFnI5RKJZ07d061Wk0L\nCwvBZmB1SgpLO5PJqFaraXl5OfoD0OH+QEfvy8vLIbgGBwe1tram3d1dLS0tBfBlfgBcCGIsp/Hx\ncW1tbfXEc1HHC5AwOTkZNa+wmre3tyNrk1gyDhKFcHd3d8P9tbW1penpaZVKJc3OzgbzNDo6qtXV\n1XB9SocZdgiRWq2mbDarfD6vSqUSV/1w+HZ2dqLyPYCJUhijo6PhMgXs4QodHByMenC8a3JyUleu\nXJF06C6ZnJxUNpuNPuD6bDQa2t7e1jPPPKP3ve99eutb36pLly4Fy7u8vBxlMQYHD6vDz87OhnBZ\nXV19DXM5Pj4eNcEoenvx4kXNzMyoWCwGcN/f39fS0pI6nY6mpqbUbreDnZydnQ1QRYwGQJRrmCgV\nwl4FxL388suxL05aQ1a5okOxsA7SkTKUeu9SRekApJwhcfeKu08AD56xhVWOskBuefwO8osYGuJt\nqAsH8HdWhT/0j3IxADtkE3Ka2EDG6MrWgRNjpIZS0tAlcQZFClhMgjnpyF05MjISIIN3IHfQAQ4A\nkKcO8ADISZdg0jWbZLh8XZ158QDsZByYAxg3+r1YNkreDX03spwN4jP0RXoteAKswwLBcCVBPoAp\nCbhoHsfEugC8vMaj62AC9VOplNbX13uAsrupHXAxLuY8yQS7EcPn3VWPoUDf3TXo+t/1PvNO/wBb\nvudeT3vDwNbXv/51/fVf/7W63a5+8Ad/UB/84Ae/43c6ncNra2AciGkaHR2N4o2Dg4OBhJ1RQZgM\nDw/HnYDValVra2uampoK9D4yMhLFUrk8FyDnwIWJdcoaYObslqSIC5AOY8GuXbumgYGByJCk9EIm\nk9HMzEwIKL4PA9VoNAJRp1KpniB7B3zM1crKSrjqECTLy8va29vT1NRUMGZjY2MhjMlISaVSPTWz\nYCWkw/gqDgmsX71eDzcVGXSUFiDVFxcEhVtzuZxSqVSUa+COPdyZm5ubcUUOyRAAIdi5oaEh1Wo1\nnTp1eNHp5uZmMFP7+0fXOxUKhSipMT09HYBlZmZGL7/8shYWFjQ1NaWJiYnIFoQ9A5C+/PLLGhwc\njPsfvX7b7u5ugK98Ph9V9ycnJ+OuzVarFbFSuVwugChzDugi+69YLGpxcTEy/gYHB7W8vKxKpaJs\nNqsHHnhAX/3qV7W3t6cnnnhCjz32mO655x6dPXtWjUYjqr2TFHLmzBktLS1pfX09MjXn5uZiL9Zq\ntYj5Ii5ta2tL2WxWs7OzqtfrAfJXVlairzCM7Jtardbj2m+323FGpUPgVigUdObMGdXr9TgXxGIi\naImjPI7tu5Ff0lHMlnRU8R1lRV25ZG0lmruDPKYGi95BCeyEK3EHCJ6RxhqRRCP1xmRx1gEopVLp\nNayU95fvDAwMhNua+2E5N7ATMGTSkbsJWeSuGgcYfIf/I4/pJ99xNi/JtmDwJJkOd7ViTHqclAfL\nM5+MxefDwyO8/76OznA6y4Wi9u8AtlyJA048sQAjlD3APHLek6CT7ztIdJcqTBuynrnwZDHGwd5j\nnQExDi4BL+7GBUDTJz7v+g8Ph+8ZD5dxxtCBIPvCyy85UOLzzurBrPoa+lrRmEv6gieKfXMswFan\n09Ff/uVf6nd+53dULBb18Y9/XI888kgUVPzfWi6XU7fb1crKis6cORNuGbLHdnZ2tLy8HOn6uEM4\nJMQbLCwsKJ1Oh7VOLA1X6+BKqdfrSqfTUbTSqUY2C5ueg0D1aw8m5DtJanV7ezsu0SZgm/sSsXKZ\nM/rGYUAJO7pPgkGaI/zBwcG4Jgf30/7+vm7cuKGlpSV1u90o7XD27FldvXo1gF4mkwmqlOBUilwy\nbqxVhB1KBDcoLBNzkk6nozgqbNTBwUGAEg4v7yLLFKFC/BkxfalUKvaFs2oUbc3n82o2m9ra2tIL\nL7ygcrkcMVfUvup2u5qZmQnXX7PZVLd7mA1YKBSCOWWNKN8wOjqqF198sSc1vNlsamBgQJOTk1pZ\nWdHGxoby+bz29vY0MzOjzc3NKKNx/fr1njgSAuQRNoDrvb09nTt3Tk8//bT29/d15coVPfvss3rw\nwQd14cIFfelLXwoWqt1u6+WXXw7rkEr3WOW5XE7VajUqMeN2XVxc1NDQkC5duhTrB5BMp9MBWClT\nMTs7q/39w5sYlpeXo5YdGYq1Wk0jIyMRk0bMFswsjOTg4GAUQT2O7XuRXx6jIx1d9dJqtcJN5nWB\nnEFHxjjzlHRJuguJd/B/Ynhwr6AwmWcYf3et8YezPDQ0FEaS/6H55+kLJVJ4p59xABygh3E5K+PM\nAQAEYJUEpKdOnQrDmc8BgjyjkmfxLoCBsz2cO9bJk7LoD0CB58KIeTwPc+zr5a5UB2fuInXABSDw\nPwAN5ppYLGcOPYzFgagDDtdTvNMBnbsU2UMOuHy+ALH8PukydQBJ3whDoMals2NeWiaVSoXxD9vq\nBgXznJxrB1xJZsqBnYNc5s5dinzPP8P70XnMBQTBrbQ3BGxdvHhR09PTKpfLkqR3vvOdeuKJJ76j\nsMIqxOqmECSFGLPZrF599VWVy2XlcrlIJceixmpE+Q0PD+vOO+8MEMPhLJfLymQykdWFQEzSiCyY\nZxv6ZvEq2C5M2ISDg4Ph2mJDTE9Px+9xObD5vUo9Viio2l0uPNuDCicmJjQ9PR3sHMJuYmJCrVZL\nKysrcT0LYJNDTekGFKLXUEqlUuHKKpVKsUb0DcV+cHAQwe4I27GxsWBT3KXBxdWFQiEuQG6321Fh\nH2DVbrfjvjLcI1w+TbyQX+DdbDY1N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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "compare(np.real(im[-1::-1,:]),np.real(corr[-1::-1,:]))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Adapted filter\n", "\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cPHgQDRo04H1/8vPzWX1Qq9W8yg7Tr6+++gqXLl3iPaf/b4VCgQ0bNuDSpUu4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3q+3Nxd3HkT6x3RiHGviyNEy/l5fNkok2SrSpUq2Lt3L65cuYLDhw+jRo0ado/ZuXMnduzYAblc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\nbkXbtm3NCD6fx5MQgr1795qRJb1ej9KlSwvO48MPP0Tv3r2xZs0arFu3TlK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/b/GcWbNm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\nVbblVAkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.io import imread\n", "im = imread('http://homepages.ulb.ac.be/~odebeir/data/moire1.png').astype(np.float)\n", "f = fft2(im)\n", "\n", "power = fftshift(np.abs(f)**2)\n", "pmax = np.max(power)\n", "\n", "plt.figure(figsize=[10,5])\n", "plt.subplot(1,2,1)\n", "plt.imshow(im,cmap = cm.gray)\n", "plt.title('$f(x,y)$');\n", "plt.subplot(1,2,2)\n", "plt.imshow(power,vmin=0,vmax=pmax/5000.);\n", "plt.title('$|F(u,v)|^2$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Question:\n", "* How to eliminate the repetitive raster pattern ?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 1 }