{ "metadata": { "name": "", "signature": "sha256:d535a987b3592697a208e27804ade9c1a050adaeb073264dc43be6c97c1b3309" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "rcParams['figure.figsize'] = (10, 4) #wide graphs by default\n", "from __future__ import print_function\n", "from __future__ import division" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Image Filters" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "2D convolution" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.signal import convolve2d" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "mat = zeros((100,100))\n", "mat[50,50] = 1\n", "imshow(mat, cmap=cm.gray, interpolation='nearest')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "kernel = ones((20,20))/20" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.signal import freqz\n", "ir = ones(20)/20\n", "w, h = freqz(ir)\n", "plot(abs(h))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "c = convolve2d(mat, kernel)\n", "imshow(c, cmap= cm.gray, interpolation='nearest')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "mat = zeros((100,100))\n", "mat[50,50] = 1\n", "kernel = zeros((20, 20))\n", "kernel[10, :] = 1\n", "kernel[:, 10] = 1\n", "imshow(kernel, cmap= cm.gray, interpolation='nearest')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "c = convolve2d(mat, kernel)\n", "imshow(c, cmap= cm.gray, interpolation='nearest')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "a = random.rand(64,64)\n", "snow = where (a > 0.997, 1, 0)\n", "imshow(snow, cmap= cm.gray, interpolation='nearest')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "c = convolve2d(snow, kernel)\n", "imshow(c, cmap= cm.gray, interpolation='nearest')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.ndimage.filters import convolve as convolve2\n", "kernel_ghost = zeros((31, 31))\n", "kernel_ghost[15,15] = 1\n", "kernel_ghost[30,30] = 0.5\n", "imshow(kernel_ghost, cmap = cm.gray, interpolation='nearest')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.misc import lena\n", "i = lena()\n", "imshow(i, cmap=cm.gray)\n", "\n", "i.dtype" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "dtype('int64')" ] }, { "metadata": {}, "output_type": "display_data", "png": 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eBJh79KXXnIsFkcYIA8NHWAHC8AbEV/VdvHhRq6ur2t3dVbPZDLHi5Ly9Z+c+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BAAAg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\no4rFYpaeD5rDQLCNpFfAKA8/N/dz7GkSFAuPwfTsdyi0W2wSjUarkk7Qu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JVKpSqLbW5u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\nBLWEcwiCoJZwDkEQ1BLOIQiCWv4Fwntt4qHym3IAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "ghost = convolve2(i[:,:], kernel_ghost)\n", "imshow(ghost, cmap = cm.gray, interpolation='nearest')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Dy+Vy+sAHPqCdnR29+uqrEe+4NyN9xg/jDgvyIUCY6LAw3o/5DhuSxiwIwPVx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\nmdgjD681g4upNXY8cBCk542o9AFamJ6eNqkAaUcs4vb2dh0/flyDg4P63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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "kernel_stamp = zeros((30,30))\n", "kernel_stamp[arange(30), arange(30)] = 1.0\n", "imshow(kernel_stamp, cmap=cm.gray, interpolation='nearest')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "subplot(131)\n", "src_image = i[:,:]\n", "imshow(src_image, cmap=cm.gray, interpolation='nearest')\n", "\n", "subplot(132)\n", "kernel_stamp = zeros((30,30))\n", "kernel_stamp[arange(30), arange(30)] = 1.0\n", "stamp = convolve2(src_image, kernel_stamp)\n", "imshow(stamp, cmap=cm.gray, interpolation='nearest')\n", "\n", "subplot(133)\n", "kernel_stamp = zeros((30,30))\n", "kernel_stamp[15,:] = 1.0\n", "kernel_stamp[:,15] = 1.0\n", "stamp = convolve2(src_image, kernel_stamp)\n", "imshow(stamp, cmap=cm.gray, interpolation='nearest')\n", "gcf().set_figwidth(16)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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WbwvyKvOaeR1cyfD+8EgEL7+3ndfHyxn7lbQgD2lnXLj8iBbwmEfkSxEIlrV/\nHH9RuUKmuRLCN2VdXl5Wt9vV2tpa2tHTj3GIMhuZUKbUu8z0KBXAJB94HsZa1lZX4Z0XQ8gbPhFk\nLAI4TpEvxPQX5Qs9DGScBXr8etn7ZWVz/uHXz8qnLN8yiuAh8jfnbZEvlHmWHgYSysDUwwDxojwW\n9SFt4jq+GwViWRaNmUX1OAtYe/7O013euEPBPX3wGJ4nxNO9fXz7edLRgRPzYw0fG7OwB4fzWAd9\nGLekUyPcw4waThcG+lBEAXWSUkOx+ySuUiyDhAXSUW6lRvn3TV/a7XZqkHa7XQArhHQilOJOYAAg\nzmujc3wbf+oBOZiRTuNzfbMShLzHCxPON5/PU4yw9OBRCdKpYAe4oAiweN2BAmCOPNy7WavV0kY6\njUajsDsog1A6BTjk5YzOvYJYcLF8EfKTZVkqP+GVeFxpA/qYkFImnK+FpK19UasrQW4ZPjg4UK1W\nSyDYrTl48tw4gLKLRZrrgFjqD8ikzvymbzY2NlKeUpH5dLtdPfnkk/rc5z6n8XhcGNt+fAQMBnIj\nBAwlyzJNp1PdvXtX3//+97W3t5c80TyLh5xxOZ1OCyGyFT0+isB9EXAqU7yjoItC1YWIz88y4Bg9\nfLEM5Mcc9rwjYCwLw/T3y+g8zy4Cfg6qyoBqVDKdyMcNMREEuQEwCmhXaCKg8jo40DzLio588Xbw\nOlEfbwuPWoA3Rn4c+8fLeR4DgvdJHIvwYd8inG/nsc1mU2tra1pfX9fq6qq63W5hh2lkrPNvB3rw\ncoySrmi5AuYf55uz2awARCt6vORjhnFzFgh8lHR5vyw81K/Hskjl3qpFAKUMwEmLQ+Bjuv570cff\nPc9zi+45xfYt864+rFwPA4WxXcvaf9H9aDjzdnXPngPasz5nlXsR4DyLPB13eOAwcYMb+AWgF8/u\n801dFslE8mEpTzyWgXz5zT103Vjm89KFhXfiGfJNVVyJzvO8cBC7VAyrceDnSjZhiTQgAgMvknS6\nSYwPLrbnj9ZQdoV0z5YrEXQsB267O7jZbKYOBOTwDnm5V49wPupFmRmAeHBwI9MegKey9R7Uczqd\npoWmviENCgftBjB14AhYc4WCcgJGuOfHMdAnrqBhmQA00V70HX3EhPANWLwPyZv6cBwE6TtoRVEi\nHTZ54RvFgTSwHgOwOFrE+4X6uKK0tbWlH//4x3rhhReSAYL8aO8vfvGLevvtt3X37t2k/LD2hXHo\nR3n4eODD7grcAAAgAElEQVSYieFwqA8++EDf+973NBqNtLq6msYU4NqPH6nWuFwsRc+Je3GkIghw\nK3UcX/DIMmWFNF0Y+DyN5XFjmQMq3vMyQYwvJ/KLwpz0/F2e8zw9jViWCKh4hjntZ43CG2JdvK4e\nOk+aERDFOpSFRfLf6+kKodc9gvHYX1EhcC8mZaYf4YGRh9Oui7yJ3v6Uk+dje3ndy3gGxkaiKWq1\nWjpfFUPtpUuXUlvv7e0l3ojCEtvfwZ9/4j3qzW8/vmE+nyeDG/KyoouhCMaisr8I7MV5FcdfBBSL\nwNmjlLMMgJ4FRiNfe1j6Z/1elM4i8OJtAl+RVAAX7rmKfMj/u7G7rFyLwMQiY2QsK1TmbVxE7hEr\nA3nR0XJWWWJ5vX5eXueFbvAjTz8zO8uyB6KnfE8KNn2kzoRrSiroy/BzDFQsQeN5PH1+LAO/kQdR\nPj4KXZinD6ZMaIvvhImHyAWTr4HiPwo5DU3H+fqI2WxWOOjbPYd+rhoAgwWZkpKCTV6AA6l8p03y\n9nhbPEu8g9eNtEgbUIEn0YUboYRYBKRTsOthkgg8byfKSRkY+JQLEAnww7Lh5ODSQ1MdvKKs+Fo4\nhLUD86hARQs13lSfhI1GI60XAdQg7L2OKBSuWDDGyM+9hOQTx4d030sMA3DB5cc6ABrpa3bK3N/f\nT/X3jYiazaY6nY4+//nPp+cdlLryxW82xgEMHhwc6MMPP9T3vvc9TafTtDkMXuPDw0PduHGj0Ias\n5XyUEICKPllyQODhbmWgZtF3BBZcd4Do9+J48jnlz7jXycnBBxTBgysRXqZFAonnohLk73tZfCMu\nB4x465m7RIkwL/HQY3zh2BiAie+I64AqltXXDPm8jIqHt7/3VVm9nDfFtsXI5nLGFWHKK52u/17U\nzp6nlz0aN71MixROr7OHecZNXaT7fG4wGGhlZUXr6+vp4HbpNMyf7+i58zDPeA++jQWccvMsZYNn\nV/T4Kc7ryD+kxd4JBwhlVGYoKnvmLCoDHTHdOEfL+GLZJ953j1T8Ha89LM0IoPl2wMfHwyZ5Ln7i\nWcGLwPRZ7VsGSOO1R6Fo5IvtGEFhBIfetovKFPOT9ADv87R8gynnSTzDUW54+4iaIyoLOeN4AT10\n0W6cfug6TiOPQitr30fhdxfm6aOQCOP9/X3V6/W0Bg5PYLRuu/XPB7h0Ck4imADM5Hmu1dVVDYfD\nlE+tVksxsr5xB+BpMBikzqVcLjRB7f6d57na7bbG43E6GoDQRawHAETfdVNSyisOahSXVquVDpUH\nPGJNaDabSRhKxXV2tNl8Pk87ixIuSZ4Id0AwobEIXTxXkpKnjN++LgVAwzOHh4dqNpspxJBQIfLB\n+uHgiXIuLS1pOp1qPB4X1nvyDO2IwueKG0YBz8/7MirD7tFzqxK/fe0lY3M+L4ZSzudz3bx5U1ev\nXk1hxLRplmXq9/t69tln9ZnPfEavv/56OuQY5nBwcKBut5ve82MWPv74Y73//vt66623tLe3V/CI\nu7d5e3tbktIREtPptFCnii6GfIxAzrOkB9eUuCB0HsO7nmYUmp6G33fwxBgu83bFvL3M8LkIGqPS\nF695nR1I4UF3MAXBJ2JZ4tpo7vlaXk8LHgEfhPe4kaisDM733fta5vFzQVzWJ963znu8HzBu+ZiI\nY8eNoYv6sExBi2Vb9GwcNy7z5vN5OsKBzbhQeODf/X5fBwcHWl1d1WQySR94k7c1feHhU77OL67x\nQ6b7b57xNq3o8ZOPQVd2o7G3DBBED1OZwh5BQARoMT3nlZDPlYcBHJ/XzIPoIYvvlN33uR9B1iJv\nVNn89GsO2KJhrMzoFg2JsQ28zc/jRSoD85FcTpTV18sBeb+il0ed+6y8zws2y8ahA0f0RvLESYLD\nhGsO/ACFgL4YXSLdN0yxSYsfwo6nz0M9WdPn9Sor9/8SoA/FG/cp69oIqcuyLIWwSPddp+yY6R4X\n6dSj54duO7Mh3A+lqdPpFLwe7DLpgphy+GYn3W43KdlRCAMYWP/nxxLEENTowYshi9Lp7pkMfNJ3\nT5+vFzw4OEgHmgOguOcMp9FopKMoSLfT6STvpJ8jB1Bk8ANiANo+GMsUD+rVarXSOr4IPCNTJ9xX\nksbjceq/qKiRPnnzDBZ/+pI1iX54JXUgnBQDAgAcrzPj0HfXo40AUnjX6JtaraadnZ0UTuvHc1DO\ntbU1/dzP/Zw+/vhj3b17N63jzLIs7QbKGPT2vXnzpn74wx9qd3c3jXHyfeKJJ9Tr9dJmLXmeazQa\nFQwoVcjTxRB8Jyoefs/Dmt1qS9/HkNAyhaDMYhkF/CJQFsEIQDR6sOL78OOoaJylsDhYoZzMDc/T\nywe/8vo7cIRXuvLj7UkbeFrwYgCnrw32SAnK66Hd3qZOrhiWeXLLlIwIFD1UO/YV7zhv9kiGmHbZ\nf749iqFM8fP6xHQIN0KejMdjNZvN5F3F2zcYDDQejzUajbS3t5fK7fUgjwj0HAiWhXfi1fNNFhhD\n51X8KvpkKfIvyI0qPCedf5OORc/Faw4IFinCZfPW8y0zznhezrvLyhLzLytHBFdl9Y28eVHdI5g8\nb/2j4crr5h6zh5W/rNykwbPx3bLny/Io+y5L86znfaxFPudlLPtA6Iro1TgRJBXW9nm0HHqvO6qI\nWHDQhzfPPYl+lFvUB2IfPCqvu9DD2flGOLJOIMuyFJ7GJhRLS0uFzU74D0jxEErfjMNDICVpOBxq\nMBhIOt25DXABEOM/B5ijYKD412q1BLDIh5BUrAC+Ho3NYrCISioAWiwEce2V7yJK/SgzgwHKsqyw\na+fKykoKFQXguELkbU5ZfVMRLBiAUvKizJSLkFgYAGBVUmGtHOsssyxLx0b47p8OrimzW35jWCd9\n4Qe2u3LtDNlDH9076QA9rtnDSolSQv1RMlAGl5eXNRqN0oSEWb777rt66aWXCjuPkka/39dzzz2n\nr371q/rWt76VxhtpzGazZFHiOI4PP/xQ3/nOdx7wfsNwOP8vHnXCHFtkDa3o0ycHXz5GopD1MeuC\n240qpFGmMADCSI/5BDmQgbdKxY1mIsjz71g29+5TrkXPlj1DGWK9KWNUYuKaPZ6HN3p9mL8uGCPw\n9TZi3iGQ4Ze0BYYv53/umfO5Rr96/3DtYfMwAuiofEYvB3IgRjjwDmUlzZi/RzQ4GOO9MoLPkybn\nstLufoTDE088oePj+2f8jUYjbW5uJgUnlsG9fGet8cOz57vqeZ8sUnYrejy0qP193EZDkhtpFin0\nPs/8Gr993Mf5c94yR7Aa70GLgGOZIl5mACvL33lFGXCMdfIoAdKNukYZmIyyxSM14Ifwg7KIibLf\n52nrs8CJe1C9rxkzcQ20G/hifWJeUV6Sn+cd+WuZ7oTuSpvzjbMHpxB8mbOS+X9wcPDAcQwO+nyT\nLO4jc84CfI/K8y4M9HEwd/TISUpnjSEYsOpFlA14qNVOd8CU7gMBzncDdB0cHBTW80VLrIOoTqeT\nkL1PDEBhnucpbBBQiKDzEEbq5mDRywt4wDKA0HQPFHnE8FPf4KXdbqdnXCGj/g6eAASUbTAYaGdn\nJ3lDfcADzIbDYSqnMxU2O5FOd1J1IEd55/N5AYACsHxzFXepU1eUSj9EnfCsPM/Tujvy8HU6TDRJ\nqUxs1kM9MBrQF6wP4hnGoq+bJL7bQw74zdiYzWa6d++erl69mhQiDBp5nqe47xdffFEffPCB3n33\n3VRvmAqgbTKZ6M6dO3rjjTcSqOccSwwPrNlzxs9aV8Bu9ChX9HjJLd1lglgqKisR2JQJVRdGvO/X\n/bkYNujAz711ZaDwLGFdVq4yhYfnYuile/ziM2VKRnwfihvhOAhxwe0g0/nOyclJ8lQ1m00dHBxo\nOBw+UBd4Mu8vWj/mAMsVKf5HxdDr5KA3AnDajHcAfB5pUaY4OwiN5fS10fxepHx7+Yk0mUwmKXy/\n1Wqp2+0mftPr9dTr9TQYDNJv1snH9pFO1/r7+j73+JG3e/m8b6NHvKLHS2XGGqk8LFMqhmA6eHmY\n4Qk6q5/P4puL1rfzbBmgWEQRUMR543PJ53Z8hnweVifnhR4h4WCkDPTF32XglmfcoLfI6xfzOAv4\n+TORvzgfAODF8ULd4m/nqf47frsM9DK5DCj78JzrjOj6HMsGr/MQT/AN/Itd530tHxtRcc3v+Rni\nZQaGs2Tyw+jCtEA/JBxwhaDc2dkprLNAEDgoBGhlWZYEAIKnVrt/FMNkMlGe54Wz/bDmZlmWOgiv\nFvdQoBnAuG7xwJycnB6YDdVq99dUIURPTk7SOx4iyVpC6XQwesgkwq3RaOjy5cu6d+9eyg+PTq/X\nS+7jyWSSyr+1taVOp5PCLrMs01NPPaW9vb2k/D/99NMajUb6/Oc/n+KFO52O9vb2dPXqVX344Ydq\ntVp6/fXXJRUPRXcQDoBGyLoXrSxkwMEz/QGYAyC7IsCOp3h38XDRH86M3WAAGPXdUiPDYcJmWZYm\nsfcHoBPrDMoE9cBDyLPuQUBpPTw81K1bt9Tr9dJ4hJFiiFhdXdUrr7yiN954Q0888YT29/cLOxPm\nea4333xTt27dSsCbsjs4BghHTw7jxcPaKroYcmXHw+oYO4wNV9yls5UdF7o87yGT7v0hfReOrhQ5\n4IO8DF4uV4yYrz72HLj63GT++BrG6P1ywIdyFvP0dop8IHrn4KsxD3/OrcrMe6ITtra2CtEH3paU\nkXqWKVUOXssUDgekPBPXeEYBHy3isQ3LlLGYv+fn5XSwuugdv8dOc2yAxrpy2md5eVm9Xk/dbleD\nwUDtdludTicd9eD1cDnpQK/sN4pYNJQsAr0VXRy5XPVNMJz/RTARdauo/JaBwzJgEflnBKX+cX4S\n+UtMy/neIuNc/C4zsHmdF3lsYh7MK2Q6+hBRRW54j8uKIqBCz3bdK4IMylYmA7wPnCKQi3zuYVQG\n2KIu5/lQTn8/Ar2z8o9jx9PgXQAa+iVOD+QOOrqDPjCFb27IRliEguLpA/SxaUsZlY2bR6ULDe90\nz5d7/bg/mUySYo4V1nc7BHQwAbwxUIjZQafVahU8fQgOhAzMiAnGAnWUAF8b5V4dQB7gAM+Uh6Vg\nBUCw8Q7AU1Jhd55er6eTk5MEwFBy9vf3C+Bzf38/rVebz+d6/vnnVaudru/DS9fr9dRoNNTv9zWf\nz3X9+nUdHR2p2+1qZ2dHa2trqtfraZOb9fV1/fk//+eT1fbNN9/U7u6ubt68mdayuRUCIMW6SiaB\ne8EAMg4GHUgxeH0toythTBo8ft1uNykBlIH+yfM8rVWkzR2gYggAiLkSAeNkPETPAmGojDUAnq83\n5bO/v5/CPAlJlk5jwAeDgV588UW9/PLL+uijj9L473a7Ojg40K1bt/Taa68pz093K6TtYDaAQAA0\nm/1sbGxod3c37VTIexU9fmK8+BEcrqDCc6Lnzt93igqOCya3opOvzxGuR4WkTHC7Ml0GCh2gREsr\n4I76YpyIYTpeR7/mACRadaXiOYPejoANnsX7Hzdoiuvl4EMoSScnJwms7O7uajgcJmNh9ITy/CJL\nswvwRUpFbAMHrrGP3PoNH3WlKALS2L+LxpeHejJuIniNfXZ8fKy9vb2C8a3f76ffGGPZ0GV9fV3j\n8Th93MoOr5ZOd+GMyik7dzpFZa/icxdHZeAsGtx9nMU5exZgd8POWYaN6FF3w1G8789FHuP3ysDj\nw0BM5IllZY3z3ecRPFQqHsvAsg+uAfKIEmKnbtIgXfRR5m0EffQNYIR7/ok8q2yunXU/Grti+zhY\nLOOVris6UIdflZWljAfGPKMMjf0DsTcIbYtzgd9+hMN0Ok36Kt/xiIbZbJY2b+F+GaiOhlq/V1a3\ns+hCd+/EG8ZEZqdG6XQ7alf4AVQ0OoPeLeco/qytYwC7sOedWq2WQuUAF+S9tLSUdiDzUEzACwq2\ne6C8LOTPwPE1IoPBQKPRKIELdmxknSKhkOxKx+Rw5YdF9NL9EE0/663RaGh3d1fXr19PgPjKlSvJ\nm7ezs5Mm/9NPP50UmHv37qler+vDDz/U2tpaAsQvvPCCJOnLX/6y/uAP/kDvv/++tre3dXJyksIX\nfddTJoAzC9oUq4eDMIS5TzZfZwfDcqWI8EV/hj5lQtKvvEf/AsKlUyWBSUY+rhRSdt8MBmOEe2rw\nAMAs6Yetra10lh7GCBj3YDDQK6+8ot3d3eSlPjk50a1bt/T9738/5Qeww2jADlG0L8wCsInFj7rh\n2azo8ZMLFlekXdBLpwqLLxKHFoGDMu9MNH65kYnxF9PAwOJeLL/noZ5lAsn5lPTg+kHfWMpDJCFv\ng+jJ87JyPyqJrti5gsRcRr648uDRAbQZfAslgvUajUZD9+7dS3yqzLNZBvxoi+g9i23o7RqVIXi/\n//f38jwvjBnGhCuUXp4yyznvMUa9TaI3MBoCkEVExEwmk9QHvi6l3W6r3+9rMBik6BMAXJQV/s2c\n8YgdHwfRc15tWHVxVOZtoc/8CA6ff4vGYvwdgcEihZ77ZSGcrjz77whWyyjy60U8zAkdLwKYqLx7\nGdBtySPLsqQzSSrst4CeSV4e3eDGcOd/DvoAejgy4HnopWwo4vyJOUf5ysBvBNTxE/swAr5F7R/b\n8KznF70byxXLUOYZ5F2iGNDh0GcdnLNrpxvcMXr4Zi6Ed7LGD6zikR6xHeHDbvh7mPEh0oWBPoQU\ng1FSAfn6phRYHzqdjqRiKJSkB6zK7jVCGZeUrCOEWUK4ao+Pj9Xr9ZLnDOAFWMGj45Z51v+RjltH\n3HuIQtXr9VJoC5ObXX9caYhhTlJxXRAWVV+jIilZXjudjjY2NlSv1/XUU09pf38/7bRGnVAW9vb2\ntLKyoo8//lj9fj9ZLzY2NnT16lXt7e3pypUryrJMP/uzP6sbN27o7t27evvtt9N6QMAOoMXrQx0R\nxvStr4XzNYy+dgOB3mw2NZlMNJ/PUx/0er20kQxt7OG0fqwDnljqTPhkVC6dCcDs8OYdHh4msEgf\n+Joe0sf7iqv+/fff1/Xr1wuhF7zf7Xb1wgsvaGNjQ2+//bYkaWNjQ2+99VZ638MGYMx++DpMhvJT\nH1/zd3BwsDBkoKJPl6K3wsGJg7FFFmnIlVupuA06+URh4WlFUOFCswzc8f2wtX3ujYvldh7myrpv\nihLJwUbMO1p7IxiNwM8Ndc6H4/tlZQAwEuqZ57n29vY0mUwKIfmRf0RlJFqvF4F06lvmbZCK3s8y\npQqZSv29TWLfuXfQAbUrdF5OL3dUyE9OTjQajRLw29/fTzwWeY6xodvtqtfrJdklnRra4PsABEkF\n5dTnkBv5fIy7HKjo8ZOPDfcMubLrim0cz6TxMEW+TPl/WHnitbK56rwlvh/rtmieRnK+GAFfWV3P\nKvOitnFDD/PADVMR7KIboU/AO7jmRno+6MXUFZ4eyxEBnke3nNWvEYTHvvB2jkAxtlvZOFwE/OL9\nMhAFryE8E7AXnRg4poi0g08h+zy8lvnAp0w/o7/K+Ph5jRWRLnRNn1Q8fFc6DetAyWaLfDw6oGrv\nIB/gpCfdbxQHijT80tJSApTS/cFGSORkMimskULQdLvdpEj7+il25CQNPGtMdCYXQhBvEWVkTZ1b\nATqdTmEjDreeHx8fJxeyn88mSb1eTwcHBxoMBungbqypDhiXlpZSuNLTTz+twWCQPEe9Xk+bm5tp\nvSNrCAGLHDD+uc99Ts8884z+y3/5L9rZ2UkghPrQ3t6W1IEdQyeTSYp7dgYBwKG/3apBm/k5UFjC\n6C9XnBhbrDVxgwBjxRkxz8AI3JiA5QZPLOm71zLLsqTQ4gne2dnRaDRKocauJNfr949w+MIXvpCA\n33//7/9dw+EwhRcPBgNNJpO0G5QrzD6mUK6wqjebTY1GoweMIRU9XnLeE5XRGKnAuGW+Rs9RVBb8\nGyqzmLqX2z02Zfl6eCDGJ/+O+ZEWz0QAEpV03vF54OQKkqdDfTyagjaK1ncPj4rX8JDH6yhI3tbw\nLzasYjfd3d3d1KfwAO8z0ol18z5BAYj9GxVKV/gWjQl+40XhOb8XQWk0Jjrggxifsa+j8jmbzTQa\njZICFOUPBt1Go6FOp6Ner5fOsqUt4ho/B35+38eM80LK6d6Pih4/0T/Icw/tjJ6jRQaT88qqaJSI\nfCn+97m1CFCUUbzu8zPywwgs0F/iXPTyeXtEnY82KstjUbki6HO+7ZEeGGbQuZlPfDOf4aOEfTov\njmXwen6aOsfDDANQmeeO9+PnrHzceOvr8pARHsVDPzD2kRVci6AvjsvIX88q53nbAbrQNX0wa99E\nhYMJp9OpRqNRmjRra2sFhaVWqyUPXZZl6TiAPM8TAgeESMUO9/PvUCwAZz648zxPAIsNP1i07p46\nBoKjegcRgDq8Nr6BDV4+2uDk5HSnn6eeeioBKEAAYJU6oPDjXUJJeuaZZ7S5uZmujcfj5LHzwXX3\n7t10GDj1YT0jG7z0ej1tbW2l3S8lpfPs/tpf+2s6Pj7Wq6++qtu3b6c29rBczk8E0AJu2X0zz093\nQ6X+WZYVFrS60goopG1Ix60o9GuWZekYDtqNa75uBMbIBMariwufcvgmBYzh6XRaUEB9/Sf0gx/8\nQF/+8pdTuJhP6l6vpxs3bugXf/EX9Ru/8RvK8zx5TfM8T15a+pm2BezD2AG2CF02ceGMy0dlDhV9\nMkRYk69RcuXeN7KC4CsOjKIQiMp99CBFgRsVq0VAI3rTXNF3AEi5/D03gCAQ4cfMDerrz5YR6TlI\nJT83JCEPIiDlmvNpXxvuikk0EkEuIzqdjtbW1rS3t6e9vT29//77Go1GqQ/JL4avutIQBXcU5mXW\nbe+H6KEtA/CA1ah4RcXT01+kSJCue0f9voNv5NN4PFa321Wn01Gn00lyEGNZu93WysqKVldXNZ1O\ntbW1VVhX715h5DDynD5y4OugjzGHkbiix0sR8OEZ8YOm8by7wcnH3yIAFf87r3N+FPkbvz3qwHmX\nGxo8DTeGxP8RQERDjNcJXhej0/y7DIhG47DXgbxiezgfcKOW6yduePZyoyt6nwEK/Sgb9HTKwTuU\nPxq7XN4xr2PfSHpAfzsLTC4CvVCUXbFMMY1F+XlbM54lJVzBkhzwCDofTiv3ktKuhM76Lp6UNX4o\ng4+laCw4C7CW0YWCvhg6iXfr8PBQe3t7Gg6HWl5eTko9yjoAZ3l5uRD/igcPIEB6LnRXV1cTwGCj\nj+iR4lxAwuI4g49yA9pQYAATdLBbjfHEIIQADQwiX68wm8105coVfelLX9J7772XFHvOOWLzEV+n\n2O12NZvdPyIAy02e5xqPx8qyTN1uN4Ulrq2taX9/Xzdu3Ege1KOjI21ubmp1dVXtdlvD4VArKysa\njUZqt9u6evWqJpNJOtvw6OhI/X4/MYVOp6NWq6Wvfe1reu+99/Tqq68mSx6KLu1J6A+7Tfm5gqyT\nRIlwcIz3in5jkxbpVBGijwGYjA0US4wBHos9n98/X5Gxx7Pu5WWHJvrN1yECUPEcMP7wClBHANhH\nH32kVquV1l+6ZY++2NvbS2GZtVotGR0YU5QNL6CPR8I2nn32WX3wwQeS7gOO9fV1DYdD9fv9T2Uu\nV3Q2YdVDqY1M2i1/0TsWPWFRYEbrtVsYXcGInjxX5qNXxMEdcy/Whznn9wAk7h2C97gxhG/S5r97\nysjf84zGFvhFVLBoIy+PRwIw53w+8wxt42Gj8Gp4AZ88z3X79m3t7e0lo19UqrwvPT0fB96/UZlx\npdAVmUXWYJ7B2FbmMSxbjxPHmadNe2BEiwordUSpOTw81HQ6TcZExoPLraWlpbST53A4LCzlcOXQ\ngZ/nRfkA8Xmep2OekPsVPX6KSjJKrivBbmR1kOhzljQWGUDi77L8zyLnYWVz0XmvAyMHVXH8U3b0\njvn8dMM/r5un7cts3ODhxq7I49wYSLmisQpyXsd/X/tH+Sk3c5iINfc0kg9lB8A7CGaulwH3CLLK\nyO/FNj7LGBCvLXr+UcBR5HO8Tx/RVv6RlHTeCPz8OX/XQ+1dVnh+XvYIaGOkw8PowkAfinF0l7Kr\n13A4LJx5x4B0wcN9BqlPWLxEhNSBrgFRhHLiQQFQYN3gGmCQDUv8fLRut5sWrSOYCAVC+DuglIoH\nsQNuKAdK2Le//e303Hw+1+7urlZWVgphEeysCVMZDodpg5LxeJwmHjuBAnywVNMuo9FIly9fTqCG\n9YZXrlzR7u5uCv0cjUZp109CPmn7+XyulZUVffazn5Uk/f7v/34hBJKdNgF/bg3it8d9A7bwoNEu\njBffucq9rL5TX5kS4543V4SZOCgujDe3EjGmJBXuwwAYn4Buzx8Ae+fOHV26dCltkuOK+sHBgb7z\nne+k9xkbzmh9IxfGKIyXMjWbTb377ruFGH3GQ0UXQwhpxpePK4j+8rV9UlHxicLAx6bPpZi3vxsV\nmyzLCqDLFZNoaZaU+JnnG71ai4CfAz03+DC/KaMDUy+7A+GTk5PCZlH+fPQ8OnCKSmb0JPrc5V0E\nsq+nJaS/3W7r9u3b2tnZSQZHB5a0p8+/aHGm3bxf43XaYZFHIPax9CDwc8WNdotpuGU5gtW4hjn2\nDfJ5MpmkA4aRtfB4oljoP4xg4/FYk8lEUvGMPjdyRC8Mhj2Mx8vLy7p3757m83mKgqjo8RJ9hVLs\ngI8P89WXbjhFpdavkQfjKfLASHH8xrRi2SM/W5Qezztv8fqjl0inXqFoDOI594RRRpcZ7o2knv4e\nz0ePaaybA0jKXBYtQYSWpGQgj+9ET6HzNwAs6fI7Gjyd13jbRf7iZSyTcS4Ly94r463nNQ54ep6G\nG7miYQMeOB6PkyfP17OybI3xGw16fMd6eR/6PdI4L10Y6POjCqbTaSr8eDzW5uamtre3dXR0pMFg\nkAaLb77ha+cgBLODBbxkDNDhcJi8bx6uCLFWrFarpTDO+Xye1u755h6ADQABQM8Xx+Z5XvAGwQxQ\nWODsCk0AACAASURBVKbTqTqdjv7kn/yT+q3f+q3k8RqPx+l9yosFKMuy5C2DobC+DYs6wOnk5EQr\nKyva29tTnue6dOmS9vf31W63NZ1O03ENTO7BYFBQ5gh9hRHkeZ5AI0xmNpslr+zzzz+v559/Xvfu\n3dN/+A//QZK0u7ur+Xye1nKMRqMCuJJOLdm+5slDg+jPw8PD1Pa+UQlACKUUBsoaTel0zQqTh/WE\n1I3JS7owPjx9kDMxSQWFmDpRLl/sO5lM0pl8fo7gnTt39O///b/XP/tn/6zA9Fm/yXj3EApJKdwC\nxY7x6Aoa/cg6z4oeP0XPtwselBfmHJZfN47giXOmHy2ZPBuFhvM39+i5wIhhkQCzKOjcQl0GIgFj\nUZBJp+duOhhkPMN/HFC49XORMkM53VhDOSiXK0Z+z42H3i5uXXcvJwYV+mllZUUrKyva39/XE088\noXfeeUc7Ozva2tpKvDCuV6e9PC+MRt6Pbu2PikyZ9R2PCkSb+G5/1LtMyfKyRWMZ16NVmfJ4/h4W\nNpvN0lEX7XZb7XY7yUI2uZKU1pFPJhONRqNCOCft433E+AHwARpp6+XlZW1ubqb0K3q85GOaDdum\n02kyAjgA8o38XC5HckU7Krtci/zQPfWeDt9RcXbAFYFUBFSR13LN06YN4DWxLLQT4zoa4iJ/dbmB\nXsYzvoO8G9Cc9ywCTs5LnJhjvukeBhb2NuB4Lefrrse7wSt6S2P/xv9l8q2srX0MuAEBp4D3WwRQ\nnl+UlYsIfkd90EdrtVoCc0dHRxqPx9ra2tLOzo52dnY0HA61s7OT+BxHNkRjW6x3Wft4mbPsNDLu\nvDzvwkAfiiwdg4eJQeaKPoMMAEQn48Hz89VQhOkYGoXwSfLk3Rj7jwB2z5OktIHHbDbTdDpNIZ8o\n5wAHOgCAwiRBKCLEcPk2m0195jOf0XQ61XA4TOGPvV5Pw+EwHTiPQPbQVRSd8XicLM9suNJqtTQa\njbS6uqp79+4lIDqZTJK376WXXtL777+vJ598stDOLOpdWVlJylq9Xtf29rZarZauXr0q6f6A7/f7\nSUBj0R+Px7p27Zq+/vWv6/d+7/e0ubmZ2mBnZ6egVAHenOk54IIY5ISJ4gmlrWOYL5MRwByVWMYc\nYUa+cQ5M2vvRLVyMDxg2zA9FxK2FvpEPffDxxx+n56fTqb7xjW/o13/91xNgxJuA8YGxTAgqx4xQ\nN5QimADjql4/3eEVL3pFj58QFJIeEEwAi+iJZUy7ghGtnNESuMgy7uPR5wmKjn/DM6MS5EKGb+ex\nPAeVeYTcQAHvcoXId/D18rn308GYg08vD14inkGBoVzMW9o8hq+6MI3XkR3SfWMQIYqS9NFHH6U5\njnfdZVzsNy/DWRQjFtwb65Z/H2MRLJZ9Uxa/Rhu693ORIsI1X6via4Lg72wwhrHOZTz9ROQPvJ/6\nuAx3uQ9vB+ghu7h29+7dysh1QYQCzTjw8Dbmu3uDoDLAF6/HsV3G77i+yMjh3z7OvTzO+5hjZUY2\nnnUHhIPTWF7ue/5l5fb1bVIRtEVjVln6EUS4QSzWw59xkMi844Oe4QYkyDdbcsON8/Ior1zGeFs7\nnyr7LAJsrl9joFokO2M/uoz0PvFrznfJF8zCb49Y3N7e1v7+vsbjsUajUfL+EQER5VeZYY578Rnq\nTt8Q+XUeujDQh2diOBymyu/t7Wlzc1MbGxtpF0oGD8ACpo8SgUdOKgI2Fx5s9w8YihYd3scCGa2/\nvj6m1+ul+yjhDF68lyzup54MSN9mn+cPDg709ttva29vT08//XQqF5OIXRslFQY1ViIPkTg8PFSv\n11On00khmKPRSN1ut7A2Lc/vnxW4u7urn/mZn9FHH32k9fV17e7u6vLlywlgsCB/OByqVqvpypUr\naW0hwpUzmqjL0dGR1tbWdHh4qBdeeEHXrl3T7/7u7+onP/lJwcovKfUFoaA+SfHqEr7oHjBAqXsl\n8UbSVyiQtBfKBf3iYwOG5iEn0qmC7Aop5EqIb0gjKXn12CyGZxgLd+7c0eXLlzWfz3Xz5k3903/6\nTwsLozFS0KbNZjONNQfLeHGpY61W02g0SmtVaTe3tlb0+Ik+c0HOuFoUcuRjFTrLuvwwggdFAwlA\nxo1KUQC50uPrTdx666CLe/7fDRIeyg4QwGhR5nV0Hku9mfOuGBFizfMO9tyo5N88Fz1YUVmKBiPp\nPm/vdruJj7FxSa1W0xtvvJE8u/DKGKblfeCKhPeZK52xfNETitLlvMnb0g1fbsAqU8Yi8IveDu9X\n6olhlbHGf86hbbfbiXchawEC7u2lT2JfMTYAfRhYPcIGubq0tKR33nnnofOiok+W6F/38vmmFUTM\nEDXlulUcr1zzZ/y6j9n4nvQgT42Aoox8nvucLOO1zqO8DtIpv0VvcLBwVphp5Dlx3vm3R4h4/fx8\n5zKwUwaa/Dnmk3v2mFsY7hwQuo5LVMt4PC4AG29L78vIv2NZy0BfbAc3ekVD3iKgHoGly9qyUMlo\naIMIWWcTK3jbaDTS7u5u+t7f309L1oiEKKMyI0X00vqz9NGjbFx1YaAPEFev1zUajRIzYAMXPDrS\n6RoqJhe/yxRy7tNJABjyRFGgoTgegUHChiykXavVEor20CCsvJxPJBXDY3ww4vHDcyOdKoI/93M/\np9dee03Hx8cFUDiZTJInDcXfQ3rwBmLNRNmQlHbq7HQ66vf7CcxtbW3p2Wef1f7+vjqdjra3t1Wv\n3z8yYDKZ6Pr169rZ2ZEkXb16Vffu3dPBwYEuX76spaUlbW5u6sqVK8lawRECABC8kvv7+0kR6vf7\n+st/+S/r1Vdf1e/93u8Vdu1yy78DUvqXPsW76x4rNpNxhQ0mS1/4Zjx+Tp178nzdiytFfpYQ5WGD\nGMAlTNd3J6Q9er1eYmZs0sKxHwcHB9rZ2dHNmzf1r//1v07rQhlbWXZ/Ax6YCGGrAHDGFeFmvMv8\nYGwxRrMsS+HSFT1+coXA+ZYLvygEHHxBUVBJxbUkETBEclDnoMeFcgylLFN43DPI70X5u9JCWvBD\nxmmWna4rjPWMnki/V+YldU8q7R35dqwj78MvvAxl7e/gFPB55coVdbvdBG62t7d18+bNNJ89jMqN\nXz4WHDBzr8yi72CcMtKGfHw9nJcb/lhWDu/zqMS6AuptAbAD7BEm78Y5+G+v10veXT+YGIBIHt6f\n3hbIYt8plWvwYcJIm81mBfougBgL8Xy3uNmFj+uHAbFIzofKQM2jphmNGmXAQipugBTziSAE3hMN\nbHy78ais3E6xng6gXKYwB7wuzg89D8/febeDIMrifNENzx4VQrQWc9/PvnY5Fj2fZYatCKzLwFZs\nH/gGRnbn8bRLbL8yQ1ukmE4si2+yyPmtgEDC2zniB5xDm1BXH6uxPGX94cQZsjiczkMXBvrYRASX\n6Pb2dop/BUT54v+4xsGBAmum3JvjgsPji12wuju22+0miwYdQYgpXjLKgJcPIcpgz7IsKdqE3UUr\njK8f+/rXv67f+Z3fSYqDD1rACOAjy+5vyrK9va2rV69qOBym0EwU+3q9ro2NDQ0GA/X7fXU6nUJY\nE25lvHPj8VjNZlP9fj/tNtTpdJI1gvPhGGz9fl+TyUTdbjcdgYC1h41XmPzudV1eXtbXvvY1tVot\nvf7665rP59rY2EghqYAi6fToCWcqjUZDo9EoKX8O1gC7fp4WZUahbDabGg6HyvO8ALxJY3l5Wb1e\nr3CGkHtaGDPubcQTR98DzKRTj4N7+uhfQjp/8zd/U9/61re0t7enWq2WdkJlzEnS+vq65vP7G7Es\nLS2ldZ6MZyzaklJYLx7F1dXVFOL70UcfaT6f68aNG7p58+anMZ0rOoMQyhgynNFzD8OVKwTwq7i7\n5iJlKQqM+Fz0lsWQw2hhhu9EY4oDRdKlTq4Ycc1DNikTHj8HZigM0bBCHnFHPK6TF3KA9F1WUB/K\n4sLb/3so5lkKB+WRlPjOysqK1tfXdf36dfV6Pb322mt66623tL+/nyzm0YPrYNi9mouUzzIFRFJq\nMwAWfLLVaqW10ZTX+dgipdmBZexv6dSjg5Lj//HecY2NDXZ3d9Xv91NfYR3HA0Tf0A60E0onstfl\nnW/elWVZIdSzosdPgDw286GPAf/0sXuipQePLHgUABhBVby/6D3nh/HZeM/L6P/LojHcaBJBDvyO\ne5H3lEVQeLrMx6hjcS9GTcAHKE8Z0ORd+L3LHp9nrPFjx1z6lDnoYfWsLyOssYyHll2L/M1/exvR\nxtTdDQ0xwoTylfFy/+9AsAxkR1nhXj42n8TAMR6PE+jb39/X1tZWWqYV8y/rEy+b66G1Wi3peISz\n831eujDOyPkWLGacTCbpvB5ACECARo8MA4UdYIT3UCoefi6dWp551gUgHiQ/Z8MHC3nt7++ntNnk\nBY+MH94LaCJ0cD6fJy8RneUuYAS2b/0tnW52AyDg0PTNzU3V63VdunQpWQ+63a5qtZqeeuqpJPTr\n9bo+/vjjBBI/+9nPamdnJ22T/fTTT2tra0udTid5LQeDgQaDgQ4PD9VqtbS6upp28cR6Mx6PtbKy\nkiy5WBpon0ajob29vbT+jBCov/JX/op++Zd/WZPJRP/8n/9zvffee8ljhwUJL6GkBw6yZxISwhMt\nZjAizgKUTo/xqNVqCdjynvevb/7jCiXeNAdxWLLc4u+LqSkr12CEjNcPPvhAr7/+unZ3d9Pzq6ur\n6Vw9wDBWIdZNArQ7nU6a7K5cef69Xk+7u7va2tpSlmW6dOmSvv71r+s3fuM3/ijTtaL/AcLr4sLK\nx62PVenBzTycEAQRADidBfy45iE1kEdRxNBmBwHUKW6mFZWmKEARYDznfJO6loE8byc3nkingC7y\nCFcqfc036eAdcoFapoR6Pb38DiQpN321srKil19+OV1/7bXXkkKEYbFsjHh9o7K4qH+jQuDGTDdg\nxed9PEQjaRxf0QNCeUnf/1NPPD60t3sCkZ0e9kdUg0dMeP+44omSQ90A0+6NeBQlqKJPjgB9ZR4+\nxkH0/EvlkQlOPO+862HPQ9GwEZX5snwWGUMi34yGEw9Ldn7PvIyeHZ9TZaGcPgciCCjj+942i4BW\nzC8+5+ASwrCCfsJGgITwYvSez+dpjbMfbcMeFKQVgY+3u38wki0Cq8jV+bwYUu4yx/M8K+wzGhzO\nMjwA3nF2APwAnpxCMBqN0rq+OCY9n2i4iACVfkenZgMddMVHMXJd6Dl9WIT29vY0Go20vb1dCNXE\nwuyVgtHj2UFQshYPgYnVgzVuWCT6/X7aOYfdO1lr0Gw20/l2CBNAIJ4dlAW+AWk8x46LeAbdsiyd\nuqJbrZa++93vpnexhnC8QbfblaTkMbx9+7Zu3Lihe/fuFSyfx8fHWl1dTWGmWFDX1tZ069Ytvfji\ni2l9387OjgaDgba2ttLBuJcvX1ae5+r3++p2u9rZ2VG/39fa2pru3bunw8PDtN6P0Jler6e7d+/q\n0qVLajQaGg6HyaLMIe7r6+saDAapnLTn0tKSVldX9Wu/9mv6x//4HyeBj7cPLykMif6UlNocY8Dq\n6mpirH5+IAoGjMAZ5Xw+T5vlAI4dQPq5Ou498HAp380TZYPx7MokQNZDkMbjsb7//e9rY2MjKUDz\n+VzD4TC1M14P2o3dTym/VNyJcTabJS8hR2wwL2azmVZXV/XlL39ZN27c+JRmc0VnkSvADv4AD65w\nY5X1yIaocJf9l8rX+LnwduHiQjQqGtHCHZ/nv4eguncqeoccJMELuYZxCcBAGRCqXhYMaBEMlnnO\nojfBd+KlH5hD1N/Du8nPn3UFwvMAiDpgW1tb0xe/+EXV63Xdvn1bt27dKoRdkpcrHIBaLxvkwLpM\nGXEFSVLhTLzY776bcVl/+r0I9rFw+26dKF8eXuobukjFzV4Ab6z7QXnESh/HjcsQ9AF4Kn1K/0Qw\nX9HjJbatx7vn55Mx/p3fSA+uY3PQz//oEZNUmEPOC8oUZu75f34vUu7LQFkZub7gEUr8d/7u89cN\nbJ6HywjP18GoG2W8Lb1NYp3ju/CLmI7LHE/PeSCADv6NPs78xvt/cnJ/Xwo3Cjnv9vSjbIyguwyc\nwnvc0ISzgPozPpw/ntXvMU9/3vV4NnVkvBPmeXBwkMDecDhMeOMsOR7rTJl9/C8vL6vZbKazsQHf\nDmbPQxcG+ghVGw6H2tra0scff5wGIuFyKLLS6Ra/CEe3oLglACHMBiBsXuGeE9abudKClxBvDnlx\nTTrdXAFrAlYMgAPPYNFF0fMQLibP6uqqPvroo2SdQIDxLgAsz3O1Wi2tr69rPB4Xdi+FGfjaL48p\nHgwG2t/f1+7urp599lndunUrpZdlmTY3N/XEE0+o3+8n0Li2tqbNzU3lea5r167p/fffV6PRSEc9\nMCgpH2GiAOKXX345ATOsP4QsotS022099dRT+nt/7+/pn/yTf5LWuLkQxxPswI2jNwaDQVKO2MUS\n8EzIplvzUaLou/F4rJ2dndQ/9J1b4GFO8agEQhzcW4w3gPoyJuIkHw6Heuutt/T6668nS3W329X+\n/r4uXbqUwm1hpj7xmRds6rO0tKSdnZ1CjD0bSaysrKRFw4PBQH/pL/0lffazn32kuO+KPjnCiIES\n7uCGMcW1RULAjR/c9+9oIXWlwYV8FA4oJtH75OM2Lo73Z5wPuUCM/BVlyHdlpnwYfTy81S3oMeyI\n9nCliLK5ouXGOGSEl8l5MsYe0uFZrsOXva15Dr4mKfGq+XyuXq+nP/2n/7Qk6Rvf+IbefPNNDYfD\nxKvpD68bMs3XfnpfRUUWcj5BOixdQMbAO6i3G1IdxEaFmXuMBdLDM0c4vnv53MPjOzcS4oSCh9EP\ngODKO5tHNBqNBOxQfPD4+W/6CgWvosdPyB0P66RvMcb6OjepfGMR/x+BAP+ZI9Kpx60sPLJMoYac\nD/Hf55Ffi4YyL28Ealz3tdpl89fTdP7p+q2X0b2BDjR533mf82YHjvC8CEDgkeg2ZWDcwVO73S6E\n6bsRiGirCPp8HwY3tpFHBL0R+PmY8PWj8DrG3Xw+Lxi+8jwv7M1RFr1Q1j/RYEZ7o2cPh8P02d/f\nT/kTxTccDnVwcFDgoaR1loGNdkY2wQM7nY7W19fTbyL8/pcI78yy+4er7+3taXt7O4VddjqdtH4L\nL5qvc3ArKQMTYeFeOZ73yethVoAnlGVCAA8ODtRutzWZTJJA4R06ivBHn0isqZKKIQB445gYWXZ/\njdnGxoZGo5Gk+wDK6+8Tg7Vmo9FIV65c0Wg0Svdu3rypS5cuqd1up8PS9/f3de3aNd29ezcdsH7l\nyhVtb2/r0qVL2t3d1dWrV3Xnzh3duHEjeQZXV1cl3Q+7XV9f12Qy0Xw+15NPPqnRaKTNzU2tr68r\nyzJ9+OGHWl5e1u7url588UWtrq6mXU0J2/E1g1jaOWaBdnnppZf0q7/6q/r1X//1JAh8wxsml6QU\nGjmdTgtKqjMvNxpIKgBz6XTR68nJSdoQhbpcunQp5eOeZNKnzbEiweScUbvy6yF79P3Gxoa+853v\npPV5eZ6nUN3t7e3kIZ7NZulsRQC9e0qXlpY0HA6VZafnFmIkybJMW1tbCTS+9NJLeuaZZx55h6eK\nPjlyK6QLNcYWghN+VKawxrAdqTyMEypTfPiPx8wFTxRKno+nxf+okMQyEW6MkGQOEckR17YRieHk\nChVez5inAz4XmJ4vBiDSpBwOKuEp7m0jXQ/hduHqgCgCRKIDlpeX9Qu/8Aspvx/84AdJCcLrSB6U\n25VaL0tZP3r/UCaeRQGM7bgoXMw9lbH/XekkxD2G7TF++UTAh1xDPvMfL5/nR7mcH7vh10M92+12\nYf2Se1Yqerzk3j3/dk++9PCNp8rAn39HiiCmzHBRRlHxPy85//HyO9ByY0rMKxrIYl3c6OXldz7r\nfIL5jmzxyCR0lRjJEIFwWRhlNCq6kwWedXJy/xgxX87CeuLj4+Ok08I3RqNRqheh84vazoG0lwPy\niC5fY+z6fwSxUWZ52rF/47jxvDBucAbldDpNmxwOh0ONRqPCBoIO2KOH9axx7R4+lmLhHGi32ynk\n87x0YaAPKxDbmc5ms7RFffTcTafTtPOhVNxKn/8ex+sTMs/z5Dlh8PmmH5TFhR2xy0wc98QRgoIA\ncmHvHiEUCSavdHpILjtcYiWGXDnZ2trSpUuXUv4rKysFDyigLsuytJvlycmJ1tbWNBqNtL6+ru3t\n7bRr5zPPPKONjY0UCrq+vp5CCjudTkpDkjY3N3X9+nUtLy9rMpmkdvv4449TG6ytremJJ57QYDBI\n1+gHwkwJ38J7yhEQk8lE/X5fy8vL+nN/7s/pu9/9rt544w1Jp5vukCcC3oFPnJAeVulx86zxo/3Z\nJTPLsnSmFtZmLFRsry5J7XY7Adi4qY6Hs7nSSLgDRLk2Nzf1+uuv66OPPkrg1vMk3JZw4NFolJ45\nOjoqrOODydRqtWTtZiOifr+fzkL8yle+oueff16rq6sPhD1U9PgIhcfDW+A18DoHGz62FgkmN0ZA\nUVmPQMytw66IuIfHFQN/LioevONgxEGDKw8OEAG1HqXh75WFNXpeXiae91BY9/jRlrQr6TigWgT8\n4DMuYxz4RUDkoNYVsSzL1Gq19Cf+xJ9IRpdXX321oJQ5UKGe9KWvFYx8zz2qkWgH9y4jCylXlmUF\nfup9XqaE+BgGuAHuuBeVTrfIu/HDz25z5TR6PgFybvTyb//NM250q+jxEiFugD8HfM6HynjbWcq9\nj1k+0RAiFcM7nRYBuwgOz6IIFtwREUEpPAByYBfTiePd61FmoHHw5XOGT2xfN5Y5oPQ0fc1zjKig\n/C4b4D0YXThSCt7Fch3OVGau53mexkaWFSMxynhOBKGRaGf4EKGWUff2YybQKc/q77IxAf/HseFg\nz9cmj8fjNA9cJjuucW+t9y/POVhlX4x2u512iMb7BwBkOdh56EI3ctnb29O9e/eSF0hSWgvHdv5U\n3g8jRzgDLLBiSKfAijTZRpXO48w6D/U5OTlJ67oIQXJFxjcy8AnuEwhA4NcBhr62YT6fJy8TgMQH\nIYPm8uXLCQS0Wi2dnJxoZ2cnHZmwurqa8llfX9fGxoZu3Lihvb29JMgBANeuXdPBwYFWVla0u7ur\nJ598sqBwAQJZO7aysqLNzU11Op3kaXzvvfdUq9W0tramz3zmMwkgwtjw6qEc+dEX9Kuf8ecg7m//\n7b+tv//3/35qHyxEEMDRgaWkxEQgf4e02DSH9sAaVavVkof5ySefTAfKs64QSzSKTAwZcqWKMnDY\nO2PXjxx599139ZOf/CStG42THebA1ua+SQJrUUkbpRRwDKibz+/v9Fmv1/XCCy/oueee0/Xr1xOj\nie1T0eMhQtRRgN0w5co+IZBu7YxKTbRQ1uv1woZXEALOlV83ikkPeuzgZb6hTFSovAwOeByI+bfn\nQ3ldGLtXjogOzz+GHEbA6OtXI+BkzkZvHHkTxu9tGUE49XUDj9/zto71oD/x6v38z/982sjpvffe\nK4SCkh7vegict6X3v1uNo1LhY4cNNbz+Lne8H72unoekwkYJ0ePnipdb6T2sy719yHh4EuAVJRYQ\nR9v62n4MXfzG64dx7lE2Najok6XJZJIMjL62041NZaAMior/eRRz/78ITC7ioX7PjWKLeK+/74Cv\nLI1F9SrzMnmaEXDAl6JRzvkqzzvPgPdj9HIe5gCjLMLD+S15QQ5kmKtEq8G/CP1Ef8ULl+d5Ybdf\nT88NcmW8r4xoa+cp5Eu5CX+Ef7i+HUFdWfoOdIlMiLvTsqGNg0Cvh/dp2VjweUF/u0G/2+0mLx/e\nPUBfq9VKofvnoQvjjtvb27p161ZS5N1KCmhwyyLWUI4MQPAi9GEohF3OZrMUokg6CFgAnnsC8QC2\n2+0HrITHx8cJSbvlt9FopDhiQkx8h8fpdJo2/eD4hJs3b6by+qJzhHO73dbKykoCq7QDYAWAu7S0\npG63m3aABATiaidcam1tLbURA4j1c4Rk7u7upljh7e1tzWYzXb16Vdvb2/rRj36ker2up556Ss88\n84wkpSMbJKVdSQeDgYbDYYrlpl6EH/pB9vQpC4CvXr2qf/AP/oH+xb/4F4Wz5FCaCB2IVnwH2fV6\nvbAuyK3b9BfpMW4YK7dv307K8+rqaqEvGTuuQONZxCDh6308nJOy/eQnP9Fv//ZvazKZpDWU29vb\nms/n6na7aU1llmXJo4tHOMuyFHpK2AL9iaFkf39fV65cSWO50+noC1/4gtbX11NYJ+fEVPT4CaOD\nh7+VgS1n+NKD66kgV54gVz7KLOo+Hl3ouCHDrY+ePuWLwM4VdQeL/kz8HcNXAb0o9eRJWg5+ypQx\nfw7jXp7nKVqDevHtPJX57QoA6SMT4jo+QKeHmDs5uJSUDJXw+69+9av6h//wH+rf/Jt/o9///d9P\nm2AReu6WdVd8olfBDYtRMYre1+l0miIaJCUABsDCuOrjIwJPP4/PvXQO/HgGC3cEe/5eVMy8HyKo\n4xqgDus2YI/15EtLS+kswLIQ6Yo+feIYLja0iGvMoEW//VoZWCvjcX5vEZ0FHsueLfP0SKeGZHSM\nGJnBXMQwIhXBmYcXer2c1zo/ArQsKpMbalzGeJugj0WDT9kcIT/nx26EjPKI//1+P/W7G9ppC8pK\nVNzS0lJaAyedHsvi6S/qT28Xl0nwFXb+x8DkBkFvY/L1tnWZ6bo5/MwBH+GbHtrJ+dpumPSx40a0\nmJfXC76Gftjr9RLAA0s0m00NBoPkATwvPXSLqyzL/p8sy+5mWfZDu7aeZdk3syz7cZZl38iybNXu\n/Z9Zlv0ky7IfZVn29UXpsr2peyzcI4Gy7ULQmXkciAxO3wyk1Wqlw8uxdoDCXbnK87wwYBBSrDWg\noxzMuEcQJoD3DkCK0OI8NXbApN7tdjuVS7q/1XeWZSkMj2MUsixLHjyUmX6/r83NzcLZeXt7R1N1\n0QAAIABJREFUe7p69WqaSHmeq91upy10T05OtLW1lcI2cYWvra2p1Wrp7t27afDcunVLN2/eVL/f\n1xe/+EU9+eSTqVz37t1TnucJJAHu8EgCPmmv6XSaJhlAxa20rVZLX/nKV/RLv/RLCayz0Y+ktLaN\ntgX0urLp1rC45g9w5ooNgFNS4aBgLJUwbT/80sNXUXbpS1+TQxvU63Xt7e3pzTffLKzF29/fT3U4\nOjpKx1vwrnTqHfKwYsoJwIV5ra2tqV6vp12drl69Wti0AcVsbW3tjJle0afF61xhRklwAFi29ko6\ne7c4gFhUGFygOLB0oeb3I4iKSoQrGpFnMlb9nWh99jJDHtoY1+M5uEQJiIDEFTxvS/cGRSWLb/cK\nYmlmfpAHZWR9rQMhygNQ8fpRdzcwIZfcM/aFL3xBf/2v/3W98MILBcswYIn6+Fgo6zv3bJYpkT4u\nWIPiu8pxrlQMhYqGAvfi8du9fRjxYvimGzgcBPrmCpSPOiA3UXwc+HHNP8hEfiNPfL1kRQ/Sp8nr\nfB1n9Hb4uJQeXMfl32cBtZgG3xGInffjVAYqpQc97vF+2XOUM4K3CNz472GUDmwiH/NyRk+Z83R0\naHRn5lbkuw72fL1zrG80QHodPOSw1+sl7xRrz9ht0n+jU5UtfSC/RcAoXqcN3DCF3uRrTcvyWgTy\nqTtl9HP5fE0f5xE64HRZH40T3raxHhjiwDC0F3wNnd49gI+yX8N59jX+fyX9crj2f0j6Zp7nL0n6\n//7wv7Ise1nS35T08h++839lWVaax+bmpobDYbL8xm2XJaVNOBxguacDQe8WUqy9MBuUddJpt9sF\nr4wrAVl2erglRzQ4aHAQGsNivNE9rhmAgecNQMjEPjk5SRtwAJCk+9YRdsWcTCZqtVrp/MJer6d7\n9+7p8uXLGg6HWllZ0Wg0Ur/f18bGRgKTAAPOBJTug67Dw8PkUWo2m6ke7XZb4/FYGxsbeuONN3T1\n6lW9/PLLhcX0w+EwgZ719fXk6UMBGA6HaWdMvI7Xrl1La9IY7MRfc/D48vKy/sbf+Bu6du2apNPd\nXekPD79FKWJNB8pG3IHVFQHaYWlpKR0Sy+QdjUYpzBgAC8NAEcFj+YfjPLWZt7EzYzyH7777rt5+\n+23t7OwkBQvgWK/XE8iezWbp7BuOMaG+PsY9hp608AD2ej0988wzevbZZ1O6jKk8zx/JGvTHlD4V\nXuchJ76GKQq4qEA4yPFrPs6cB/l1lHj3IvJ+pAgcopCSit6ysvI6z/U1aGWKA3nwWRTy5ca86EWM\nih1lcAXHPZTRe8ocRV54ODXlgVe7EcfreBbw432puBYOfvbVr35Vv/Irv6JOp5NChHzdixsBvI1j\nv5GP1w9yKzh8An43Go0Ka0/imiuvE7zd68FY/v/Ze7MYSbPzPPP9IyOXylgzIjMq19qLVd1dvYim\nREum1IJIyTAMagzDy4xAgRjAsIG58pVE3elCIgYwrDvrfgBBAga6EAawKBGWNNBAZIOwW2Y3W0VW\nd7Grq7K23GOPzIxlLpLPyTdO/VldRZFdEpQHCMT2L+c/y3e+9/2WQ10Z1/4fJCH3d+DnwJ/7sCYi\ns12RdGUV5ZVEa7wjU583scE/0PJjlXVOdPnYkj7eiue/pRWXZTEwcvL3JJDAuWkALO0e/j/j8KQS\ny/S4xM8U1zWuv3+P53gMTh0EuoXV7xPXI763e1P59ePzOSa2dKKruDuigxWsUiQlQX+Kic80MB7f\nNz4WmYIBx7cOibMExwRs3I7+2V1H0Rk9ns+z1TqhlbaeP2280ccYGbytaEPAXy6XC9vRIfeetXys\ne+doNPr/kiS5EP38y5Le/MHn/0vS/6sjAfG/SPqD0Wh0KOlOkiQfSPopSW/F163X62MB9vv7+2FQ\ns/jhNpm2MMCoSsdMJpOeRdmBFcr7xMREACqAx0wmE2IJfdEeDodhHwz+k46sLyR/oX6egIYO7/f7\nyufzYbAxKfL5fNjPDusPQHN6elq7u7s6c+ZM2LCb7RIAaQwOgI2k4Po6Ozv7xGDe3NzUxYsXtbW1\nFVxhms1mcO/MZDJaX1/XwcGBHjx4oFdffVWf//znVavVxvajy2QywXd7enpa6+vrAdDSF8Qc4suN\nkgHQcbcrgBv1yuVy+p3f+R197Wtf01tvvaXbt2+HdiNGE+UFP3FcZ5lIzi6jYOGmhaUM8Emm2JmZ\nGT169Ej5fD70eTabDRvQo3ASq+ftKykoGZ4Wvd/v6+bNm/rTP/3TAOQZewBY2h8XL9K5Y8mbm5sL\nQJosWJLGmG7utby8rAsXLgT2h7G/u7urXC6nWq2mM2fOfNx0/wddflyyDmID0CA9uYhi6f1BPVIZ\ncD7HiwbuNPyfdl6sNPh1uJ8DOwdHWFw4HvLK78F/yGH/za1IXJ/fY1c8vjvTzP8O5BzYQhpBTAEW\nYss737k+8xXPAI8N9z5B1rjCF1v8Y0XQrYnIDFyfWG9+8Rd/UY8fP9bv/d7v6fHjx4GwSpIkhBnw\nzE8jB3guj4Wk8DzITRQULJiFQiEoFKypEKpOpqW9+wsGnf/dndMtgA4C3BJKuIQDOeqCSyd96ts0\nUHfkIdaD07i+p5cfl6wjuzZ9Hbu4PaU+Y59jYBeTWvF5J737cU6QpclRV8pj+cj/uH07acH8dMDk\n1/Q28GdxMOfgLq53DCD8fv5/LDM9J0ZsLXQZzdrEtTnfn99dNB1IQny5jJ2YmFCpVArzEFmIIQLC\nhrmaJEnIaOwWshjceducRGICIH0bGS88NwYl5IyPUZ4FQo1QoFarFbJy+ubrfEe/dOthXE9/lrRx\ngAzL5/MqFosqFotjANmTuZDc5XnLDysZz45Go8c/+PxY0tkffF7WuCBYl7SSdoHhcBgYPMAXC6S7\n5klPZiCjUX2RZhGnIHhY5EH2rVYrDFSyero7TjabVbfbDdbAeNN0V5AmJyfHlHiAG8lPpqengxWO\nPeYQGoBFtyICamZnZ1UoFDQajUK8F8pAuVxWvV7X/Py89vb2lMvlwuJXLBbDsfV6XdLRvjnz8/O6\ne/du2L9taWlJzWYzLJadTkfb29vq9Xr6pV/6pbDo1ut15fN5dbvdMRNyr9dTo9FQuVzW9vZ2yLRJ\nnVFwAHW5XC6ANxZuBBTtj7KYzWb1L/7Fv9Crr76q3/md3wl7nbi11NOvM2E9DpN6etKTZrMZfqPQ\nr++//75KpZLu3LmjtbU1tdttzc7OqtvtBpdbBD4KjgsK7z+O3dra0re//e0QlycpPB8ZTxnzWOBQ\nnDKZTGCqsSKiQAK6eU7aolQqBZcKzkOxW1hYGAMcp+W5yt9a1hHb6xYwBzwxcPLiAO6kRcQVDv6L\nGcu0BYbrO8iK2WBXFgADWN7cOub3RpYCWNyK6M8Owcb14uNciaJ+yO6TlEIn92CvARbS+GbFntW5\n3++H+GsUAbxQWJfw/qAegDRkAvEq3g5+HX5zy+Gbb76per2uP/zDPwzulsgFZ5ljxS9NIfX10J/T\nSTb6211KWRtnZ2dDu09OTgaiEZbblbI0i5+7ecaunu6y6uOLNcHXBr7j3YBHhydpcVc1twbyOo3p\n+6HK31rWuTX4adYa6UmrCrIglm2xVSf+zrHSk66VLgv9eAdIfl1kRQwQAQhO6vt94+eJgRHnuc7g\nIMnDl1xGx0DU78W85X9fBxxkOqCJQVtMjsSeHDFI8Wfz4vdOkiR42EnHOhcEjgNNdxWPX08bO2nP\ng1wCpDEOvR1od+qHrI/Xz9gABWGGxZCYVayIDvbSyFPa04v/7mss1jxCkDDUEM/n1j/3nnvW8rem\nw0aj0ShJkqfdNfW/Dz/8MHRApVJRtVpVkiQh+NddOBD6HA+4gn12gOFudtJxB6CwOKO7v78/5vvv\nygqdUCgUQidzfxZ4lB4sXcT/tVqtcH3i0Zg4KA6eiZLBiUIzGo0C4OLZFhcXNRweZf4cjUYh4yb7\n9s3MzATrIYoP7pVbW1sql8thW4aHDx+GzcCz2aw2NzdVrVZ1/fr1kOGSrQparZZmZ2dDkhYmETGK\npVIpWMAAmvl8XuVyOQhSQJKz7s6cM+g5LpvN6urVq/r1X/91/f7v/76+8Y1vqNVqhb5icjmTg0Bx\ny/EPxmdw0xyNRsFKOT09HdqE+NJmsxk2bnerIoqEJy5A4UPoMvkYA++++65u376tdrsdQCgCD5dc\nAn6pMxlPJQWFtNvthmyigGcSwWCJuHLlipaWlgL45l69Xk8bGxv667/+6+eY0aflpPLDyrq/+Zu/\nCQtLrVZTrVYL/zmjGgMuL/GiH9XrCXDl//GbeyvETLYzxw4A3UWS3wA8MdPsIDG27vlzSOPB9H7/\nWDniWI4HlECyOZjlOwBjZmYmyHOIxfjankwLgogMvq5w4eoJKPS2ddkA8OO8NOAHGQMh8+abb6rZ\nbOpP/uRPwrYyrC9cL46N8oKCxPqR1v6xYoOM98yeWNsYS55x2WP6kKdxLB/HuNLvlkBXwJwN576u\nhPLuv6OgeaZT1otsNqu7d+/q7t27z2xdOi0nlx9W1t28eTPMi3K5rIWFBUlPukmmyTd/xeUkkiet\nuMUs7T3+HN/3pOt6shHmHGM6djXnGWMQGhNY8TOmPVsMXF3O+zXcMs5nB4F+bJr1keeI2yYGfWkl\ndguVFBL8of9ynF8PUsi94RzAnwSYvG383UE5chZXczytkJN+jbj/XUYRCuTx13xvt9sBHyDznjaO\nn1ZvPB08jg9d1YEfiay+973v6datWyfe46Tyw4K+x0mSLI5Go0dJkixJ2vjB7/clrdlxqz/47Yly\n7dq1AH4YgJOTkyHlPIu1x1z4IPBNzJ21lsYXY+lo8LVarQD8cM+UjhNlsLCMRsdxWtJxSn5H/xzP\nPQChgE4Yy7W1Nd25cyeASyyIWBmJU+R5Go1G6FAskklytBk82wFIUq1WC+brWq0W4vUWFhZUr9fV\n7Xa1v7+vfD6ver2uSqWizc1NLSwsqNfrBSArHQnplZUVvfrqq2PKBfFm7XZbOzs7yuVy4T48H8CI\nOEMCTLe3t1UoFILiAJBBkQFIoST1er3QDgChyclJXb58Wf/23/5bff3rX5eksAG9M4IxqHTG2wEh\n90AIJEminZ2dsSxxPGupVAruRIBTVy5pH1xBUYSYmNvb23r77bdD/yKAGZdkVO12u8GVEwYpn8+P\nLRa0C+OHsQHQXFxcDFtoQCRkMhnV63XNzMzoM5/5jP7xP/7HoW3+6I/+6ONn92nx8reWdZcuXQrz\nJVb6cR92y4wXX/A5/iQWNGaoY3nIHImtcH4fFkSfT3HdOA6gRp0cbACiHNjFZBx1coWD72kLJiAo\nZm2pG4QgANGBlmfsjBUurHxcB3nB3Pasd3hqkLTK5QOKBnVwkOUKIu3EOjA/P6+f+7mfU6fT0Z/9\n2Z89EROF7HDFkmc8abzElq5M5jgLMsewTvgaNzExEVxLy+VySFTgWTjxPnCLH8/jsXsOAnnFbUI/\nMgdYhz2OGcYbcMh/9CvXuHbtml577bVw/n/9r//1iTF0Wp5a/tay7urVq2PyyYEMxWXXsyjGJ8nG\nZ7FwnAQannbfmFxhbiB73N06DeidBFpdrrk1j7EfW6jjdqM4UexeA+7G6R4aMdHn/3n7+Ge32p3U\nVml96msV85IcBMgZd730bQjwcoq9AuL2jX/z74w9DDIONulDQqT8Gbxd0u4B2POkMDFp5u0VW0y9\nrTnOxxn1QodGlwToYeXzzMWvvPKK3njjjTBW/vAP/zC1n+Lyw9Jh/4+kL//g85cl/ZH9/r8mSTKV\nJMlFSVclfSvtAphNGfC+CCLIPZOXKxqSwsBhUAH+WAjifeIcBMACw2RiZWLyeOAn53jHMTlZnH0S\n8vvnP/95HRwcaHNzMyyw0nFsBZYo3BIPDg6C6x6LKAPSLUD5fD5YvUjyQiZO4tVoE+oD0D04OFC7\n3daDBw/06NEjXbhwQV/84hd15coVbW1tBZYXIFyv18eseCgOvV4v+DFnMhmVy+Xglttut7WwsBD6\nDGaF/sKnm8Wb9oRBx+yeyWS0vb2tCxcu6Fd+5VckaSwQlz6hX9zFSNLYtRkDHleIcndwcLTxPcJi\nY2NDGxsb2tra0u7ubnhWz0DqMVTuuiBJ6+vr+su//MsQN0p/FItFZTKZkLih3+9rbm5ujO2SjoQW\nwLbVagX3WMa9J2W5ePGibty4odXV1eB2RsxOoVDQ/Px8UDYBDKflucvfWtah/Lo7XZxFzJlXVzbo\nd8bnxykrDu78GvGimAb4fJH0uKs4JiRtwQRk+mcsbC6bqZOfF/8eM+C+WDowiAEAMid2eeF45sho\nNAru5MgBB23MQQdIzkxj8aMugBmApicTo81dGfH+l46221lcXNQ/+2f/TP/kn/yTQB76Xmf0mbPJ\ncdu4VcFdYAkXKJVKIYaPtnJQJx1vOVOpVFQsFrW8vKy5ubkx2Yss97HssXuewZH2cNDIuOJennXT\nk7F4hmuP23PlB4YcXYFjTmP6fqjyI5F1aQArBhu8YoU+Bh9Sussmn/1cSuz+mTYPnTxJcxeNLWMQ\nD4yr+Lz4NweFvPtzUP/YoyGWjf6fW9s5xucN499dnP3luk/cvvSbh1Cd5HL5NCAa96V0FHpSqVQ0\nNzenubk5lctllcvlELPG74QqOVEYv9LGQQyOva2wyrG9goNBf+6YfPL+SZKjjPrE8zWbTdXrdTWb\nzXBNJ+k/bp2Mx0A2mw1xfIVCYSwrJ58LhUL4DwLMQf3zeDY8y5YNfyDpG5KuJUlyL0mS/13S/ynp\nF5MkuSXpF37wXaPR6G8k/d+S/kbS1yT9H6MT6BivOMxgs9kMCysNCePgQpxFFmW/0+loamoq/M4C\nhCuIA0HA5GAwGNtM+wf1D9YnJrnHojFYUGRImIFVjkUtSZKQsRJmQzra347rMvj4TFwJiVhKpZL6\n/b5KpZLW19fH9g8sFAqBme71emET9Y2NDWUymWB13N3d1fT0tDY3NwM7C5B99dVXVSgUQhtVKhV1\nOh2NRqOwsDNAJyYmlM/ntb+/HzZwZ+8Q2sMFCQBuc3NzbAFHCeQYlAVJwb0SxSFJkhDX9vnPf15r\na2taXV0NgMnZZneNZby4YERBk46zu0oK7L/v59jtdrW5uamdnR3t7OyMgWoArMfpQRSgxGxubuq9\n994LdUMBxmKAud6VStoB4Y1CBnB31ybqUqvVdP78ea2urgbLdZIcZer0zK3UL15wTsuT5ccl6yiM\nAyeSeI/jAVLq9oQyEStIjBsnjFy5cgAZXzcNeDmRxTiO6+gLr7PgHO/MqZ/DfX3R5Ry+x/eAafcF\nD1c/jgfwIvdpc+SCu/c78JOOszmzDvjaQHGQR6xtJpMJLky4fCPDvC9oP497w6uB/ZZ+8id/Um+8\n8cbYhsY8g48j3mOl0eMsR6NRSAKQy+UCqebrEJ4SJODgGSGqCoWCyuWypqamxsBdnM0zLd4PkOh9\n7AVF1V3RkHX0hVtC/HhPZuWWDn+dlpPLj1vWxQquK9r+nmZV8WtI6Ravp5FfrrQ7sEq7htfzJA8K\nSWNj7WnP6vf067tyzth+GkCgTZCn7uEBscc8QL+CZPa5wb08zvmkZ46BahoITevTGGC7yzfyD/La\nAQ3kjf8ez980QB63vdfH2w2ZhC7mY9CNK/HYOQlcpmUCja2ScZ+nvdxTBZ3QLZ4e08eL39EP/bnT\nwOTTyrNk7/zfTvjrCycc/1VJX/246/p+dTQ88WQeOO8uer7Iu0JB52HNwmUO9zyACeexcaQny4hN\n4RRYV5RowCWKwXA4DNYpBsTrr7+uJEn04MGDUIdyuaydnZ1QR3fvxOJINqPYVLy6uqpWqxUmBRY1\nXBFhVmu1Wkg+cv/+fc3MzIRkL5ubm6Hd33zzzTABJicnNT8/H7ITAVLZ0mFqairs38egk44srcSY\nYWnFwri7u6uFhYWQsARrKNYyB0GY9AEqCDRi2SYmJnTx4kX96q/+qv7Lf/kvQenqdruqVCpBkAH8\nRqNRyMQKoKJvcKXDNQoBTHvCuhCbOBweuW/yHJOTk4GlwoJL//X7fX344Yf65je/qW63G5QU2sf7\nk3HvpVAohIlLZlvGyeHhYcgSRVvNzc1peXl5zAqMe+jc3NzYQsf/z8MG/UMsPy5Zx5z2RUc6JrIc\ncMULBL9zXPw5XrRd+EOAuUKBrHMAx3d3l+Q/7s9nP49783wO5vxeTsjErkYUJ/icNUVGxQqLj2UI\nOa+PpDAvh8NhmBvMeZJp4WHBMxLzS38xDyEKUfyQJbjzEy+CZSp2eXVvFpfxKDhka6tUKnrttdc0\nMTGh7373u2OgKrbkuYuuKyq0gbtzAlDdCkz7x9Y42nh6ejqQgdVqNXgRuAUvtlq7WyrPi4z3OmJ5\niAGfW+vcnRPAj1Lr/7ks57meRwn6h1h+XLIuDdyfZB1KKz7Hn3ZeDACc7Iq9GOLv/u73TbPwSMdj\nlXnt90yro8/5+NruNRE/b+x5wT18/nOuk1/MH6+zezG43PV7f1z7ej+kEZTxsWn9Q53RtZGdXBci\nKZfLBS8mSBy/TtxnzwIAY6+ItPXUZUXc/g7QkKFszfAscXxpxGzcZuhzuHFCzPn2DHg1xOug9+eP\nFPT9uAqD1TuZAUDmSAANx8MikqxkNBoF5MuC40wtTK4n9aDAcvpEoi6kz5+YmAibxvtA5Fq+Rxxx\naplMRl/84hf1zjvvhP3Tpqentbe3J+k4gQFZP6k7C+fCwkJIz8/vo9FRen/ut7GxoVKpFGIucHPB\n3RK3VuIY79y5o8nJSf3zf/7PQ3ZHLHdYhnZ2dkL2zWw2G1waqRPbBbCQnzlzJtzbn2s4PMoCB7Ch\nL2CK2+22SqVSaPNcLheACfsS4hrZbDZVLBY1OTmpX/qlX1K5XNZv/MZvBDeqTqcz5jbpCVsA5owV\nhDZKCRmXXBAgHPv9vnZ3d9XpdHTx4kX9q3/1r5TL5VStVsN1G42GhsOhisWiNjc39a1vfUt//Md/\nrK2trdAOzvzTTsToQEwAEBEiKGf9fj9s/9BsNsM1isWiXn/9db388suqVCqh3XCdnZubG0u4w/iG\n9Dgtn3xhXMVu2zGjysuFeHwsx8fWPI5BhrHoYV334guRW4N9gQSE+aKCAsU9/TfGWAxu/ByXt/zn\nYMCfA1AFOZLGALtbJws2ij/t7coGygVAwS12uVxO/X4/HA8Iob6evIt7O+BFMWT+cn2e1a2NtDnt\nDahZWlrS3t6eDg8P9dprr0k6chdHfp5k8YuVC9+bFIKM/VndDQsCkfqRpRlATPsvLi6qXq+H8x4+\nfBgsm+7i6SDQ4xIdmLoLFf1AjA2s99TUVMgW7UDQ41zcqkHIANf2tjktn2xJI6v4HCumToSlgbi0\nd79PfOxJJc2alvbZiS+/Pkq4jy2Xtcg4J3eoU3zvNCuNyy9/JvdiQr9yq55nvWUeeQxYWvyzg+MY\ntMZgNS5O+DloSeuHmBzMZDLBc0k6ToojKbiEOyHG/HYyLw0A+v/xnEe2zszMKJ/PB/fJarWqpaUl\nzc3NqVAoqFKpjGUbZZ1GX52ZmdHW1lbQZUno4q7qaaAvLt5uyMDZ2VkVi0WVSqXgkUEWdrzp0P1P\nAvZx239ceWGgz7NBYgliwSVhBZ05GAzGtkZgWwRcUlDe3YJERk0mKkCK67Ag87/HnwAWYcmTJBnb\nhNwztLk7Dcfv7++r0Whob28vKAwoVSgHDBZP7lKpVLS3tzeWlANLDwk8stmsKpXKmLUAVpZMQt/5\nzne0tram4XCoRqOhSqWiz3zmM2HPNvajY6++er2u5eXloFxsbW1pZ2dHMzMzWlxclKTw/C4giU9L\nkiS0GW0JmJGO4y9JkMJm8/xHpjyeUzoGR1x3NBrpU5/6VOhr+pE6keocZUc6ZkFwy/TrkpgGJYX/\nUVgmJydVq9X0a7/2a2EyNptNffjhh8rlcpqbmwvPcOHCBc3OzuqrX/1qGB8ePzocDkMsJpZqQLXH\nnsbWv2z2KEMqlun5+XldvXpVly5dUqFQCIIHJXR2djaQHu7m7BlqT8uLKYxhX7xc8XDrGMenLSa+\n0Ho/pzHkADG3LFH8OAebMTPqMQ4OYPx4SWMKD8fHwM8XKF8c47kZtwWyM1ZeIKi8bk60IFdJugIB\nCFjEoicd7aVYLBYDqci6JB1n3UUucB3ACrIL0ALJ6PILEOp9JynE0klHYO3s2bMhacDKyor6/b62\nt7fHUoK7cuNrJEQSaxnrDn0BEHWLKAwy9fOYF+qN+79nr7t3716oU5ysxV9OCLhLG/X09SvN4sfn\n2A0UsBrHMD2PVem0/OhLDCqkJ90EXUGPLSExEDnpHv5ymeP39Pv6uS7nqKvLTpdryBjGqes/Xkcn\nZJ7mWhyDLJet3j4exysdg6TYyse5sZXc4+J87UmTwS5P8B6I/+M6aX3m8jguDsjc+uhbl2HJwjPB\nc334OnBSe3qdeDkQzuVyKpVKKpVKKhaLY0kH8bDI5XKhbclY7HIe7BFbD2MS1D+nrfe8wAEkbXHr\nXryJfQz4YqLgeQCf9AJBH/FJDFIGWrFYDIouCzzuhpJCh3pmOM5HYWCxxi1uNBqFmCdc7WBBcdtk\n4WLB5/pkwYSNcGWJBXs4HAbF/caNG9rf39fOzk6wXmJhwlq2v78fLERk9OMes7Oz2tnZ0fLycnBL\nwv0nk8kEi2Gv19Pm5uaY1azT6Whvby/sw5ckidbW1nT27Nng9tfr9VSr1bS7u6t8Pq+dnR0lSaJG\no6FSqaR79+5pYmJCS0tLOnPmjPb29kIcCGb5yclJ7e7uam5uLgBsMrHiMuWW13K5rImJCbXb7RCc\n725RHIcVEuURpYI4R1he2r3VaoWU0PQ9yVocrPtWHrFSSn9Ix7GiU1NTevXVV/Vbv/VbAYCvr69r\nY2NDq6urIZmAkxT0H2MS0gLhA6Dt9/s6d+6c7t69G85lQWFMkkgBcMw4KpfLunz5shb5lvhRAAAg\nAElEQVQWFsZifiSFAF8UT8+0GsclnZZPtsTKhC8O0rii4qxxvJBQ0kBTrGj5QuOuk65cxNf0hd2P\n5d0tNrEixzX8Gd3t86RjKRyLvPT6xqAJkEI7eVyftzWER7/fH0v25UoF8ufMmTPqdrvK5XLq9Xph\n/uJ5gFu/W+qpK/VDjrFu+H5/3heuhHEd6l+r1UJmuEKhoMXFRfX7/WDN93hQ2hRA523jYNvbFjlJ\nceuZW2m9v3AVnZubU7vdVrlc1sbGRvAEcese392q7eslLvvU0YGcAz8UWXfh5HiUoPh8V4JOgd+L\nKWnKb5qlLS4fp7jGII+1MiZC/J4OSGJZx7FOVgFI/BiMCO6ZED9vmgUqfu4065nLUAdX3Nev6/LK\n5wP6WAz4OJZrxqRcWrv4muMANgZ7MaCP15L49xhYI1PwPvCtCfBac9Dn7eJ9HI8P2iybzQY3e3TX\ncrkcrGZY0gB8WNk89EhSsMQNh8Owrza/Q+zH6znfHfjF4wUZRpxeHM/nm7EjE+M55W3w9wb0Sces\ngnSsuGAhQqEmWxqLIAMdZcIZbNwmPWMcAwd3FRZYlGNnNN1KwuJF7B0LkCs8WA79Hr/wC7+gjY2N\nACA6nY5KpdJYfEmxWAxbKfAc1GE0OtrfBsE2NTWldruter0e3Cnv3bunTCYTYtqIuxuNjuIUHz58\nqKmpKV2+fFmf+tSnwvYMxWJR9+7dU7vdDmn/AVrtdlvr6+taWVkJdSHtP8oGyoyksEl8sVgMoHpm\nZkb1en0svs/7CFDGIMZqB6OCkAIg01dYhWdmZvS5z31Ob7311liwMHEoMEWMm9FoFACfM3vtdju4\nOrnlEOb+S1/6kr70pS+pVqup0+no3Xff1dLSki5duqRcLjcWTEv79/t9vf7663rvvfeCOx1jGsEJ\n63/37t0wPmGnqQtJWUiYA+uUzWb18ssva3V1VYVCYSxpEK4QAFQnTBzwPa9wOC0/uhIrPDGgorgi\n4LIpTVFyNjFmp50hdeUfcsyB4ElWOFdWHKgwruNjfBH0xY97pYFBSgwKUcA8aZcvpPzP3HHwJR0n\nbHFLNzJ4NBqNzR2IKpQQ5iCALw34eRIUSCZJ4XjcRvEKcVdPB36eVCZJjixeKysrOjw81O7urg4O\nDrSwsBCexdcf+gLQ6+si10Xe0kZch7ZE0UJhpG9jqwtEV7VaVa/XC+97e3uBEI2tfH6+y0HAGso0\nCqvH7/l/zwL8fCydAr4XX04CdmmK8LNe71n79WnHnvSfgxHXxTKZ8TjSNPDhOmyslMf3cwJNGk9w\nQ3G3ztiq7SQHdQXo+Vxwee7EWxowcVkcg9TYQ8TrHrcfhbpzHf/u10emxHvSuYfeSZY82gg9mToB\n9NDvseiRlIpXuVweyyY6OzsbCED0LQ+RAY+AEyAd3FMjtnbG3+Nn90QtU1NTY/VF38XLxNfhNH3g\neebUC89r7AqEu9Eg6GO0z4LJQueDADdRWFtnOIlrcMTOBMBqAlDBZdHjNhACuBGyYTYDBbC2sLCg\n7e3tMWUdtyDpaEIQ14Y1BtfBUqmkTqcTwBwThkyXe3t7evz4sV5//fWxuBSsilhIz549qzfeeCO4\njGItJBZjfX1dw+FQFy5c0N7enra2tlStVrW2tqadnZ0ARhnobA0BC46rTz6fD5lT2+22ms2mKpWK\n8vn8mDsRSggCiDbEkukTTjoG74A4WPTJyUn9x//4H/Xbv/3bun379pgrLv2EYoTFlv9JQEDfseUE\n4y2TyejixYv6zd/8Tb300kuSpA8++ECDwUCvv/76GGtPwDGkAdf8yle+ol/5lV95QqkFhM3Ozmpv\nby/0LRaGqakptVqtEGfpsaK4KNy4cUNXrlwJIJsN5QuFQiA0sGYzJ7wP+HxaPvkSAypXUh2w+aLs\ncs0F/EkKrss0B5KxogVQii16JykFadYTtx45+8mYd1bZCRCPiXGLE9dxRcYBLxb/fD4fPqMAAaKw\nujEvWagzmUwg74bDo6zDEFf7+/tjTC4Art1uK5fLqdPpBGIPOc51AH5JkgSPFZQ0CCRkGm7b3hbu\n8g8gpF4TExO6dOmSOp2Obt++Hdri0aNHY9Y+AJIz+oPBIMgP2sUTDtB+9CVxQM40u6JBH6GkYH0k\nzjhJEt27dy+APt/GiPHo48kVVZRVd/VE+YHhBgwi49ztE7AaK9dpVpXT8smUNKDjvzmoksb3q0sD\nSmnX+7j7++f4+n5M/HtcB8YtgOQkKxzzzu+LDPQ5hNzw+8ZeAMh8d2v2bLacyxxyCzk6s1+L4pZP\nJ+Eg6PnPXdDjdSu2StKf1Nnr73LcgbF07K6P4aRcLoftadDH3DCQBjy97Xk+9FV3GSczZqlUCm6e\nc3NzOnv2rKrVaoibo02np6eVz+eDPHM3f3RJdFeAtsfMx8Sr14/1inu4a2kulwvAlEzOrCGxxdjn\nQ2whfpbywqQjoILGcMUDl0dnXwEOnOvpofkdpcLjwViMacBmsxmYW+7t2dk8+6czIf1+PyjkHsfn\nA/vSpUuSpO3tbU1OTo6xANQL69doNL5dAy6PpVIpDMKDg4MQW/fgwQPNzs7q2rVrQdHZ2NhQvV5X\no9HQxsaGer2elpaW9NnPfjak2ZaOBmuz2QyCYWdnRysrK3rw4IF2dnZC8g8sbA8fPgwChQ3aseKV\nSqXglori8tFHH2lmZkaVSiU8N8AE6yYKCIyVpztnUsHgomDQxqT+Ho1GKhQK+vKXv6wkOXJJ5X+E\nMgoEAsljfqhbq9UKWz8ABD/72c/qP/2n/6Rr166p2+3q7bff1q1bt3Tu3LlgDY3T//reL5K0tLQU\n2tzjfVA8IR5Q9JIkUavV0vb2dtiyAiUM1mc4HKpWq2l1dVVzc3NjY9RN/7QlYzNmVE8B34svMdBD\n5rnLsVuBKA7SYsAWs7bxuVzfF4mnKcV+rgPMeNFJq0eaVTAm2Pg/Po66JUkytpgiu0ejUSCYMpnj\nLRKkY+DCNZnTHucGSCOGGHmwu7sb2iibzYZtfHBFb7fbko43cIfAYa75WuNeG91uNyg/zEkseizU\nDpJdweC6Fy5c0MrKStifyT0Z4lg3wJEnc/BU4HyPP/Mipbpv/hsrGKwfJIyCMceC6slcYoXTLRVu\nMeE+npyFdcBjWdKsgTF5Eo/70/LJFwdZ/or7I1ZWY0uO/yc9X38+77EOSGPSLLakxc+ZVs+Y2IMA\noy1iuQr48uy5btFLu4+7NjMXfD2JQVh8Pvfkf29zzvX/06xqHM+1/J5phfNi12ysW7HFz70Q0F9i\nvcbbFHDn+wDyuVwuh70C2YOU2D7vC0+S43HEDuzjsR23W9wOfn3koG/DQM4ILHyeqdPv433s/fk8\ngE96gZY+YrNmZ2cDwykdxye02+2wyJHJywUIbpdcxwc2C7+zoLDAxWJRSZIEhnc0GoV4D+l4EXL3\nzticzTVcWUiSo/i5wWCgarWq27dvBwsblkdnNofDoe7du6fV1VXt7u6q3++H+A32hstmsyEBSLVa\nVT6f18TEhDY3N7W/v6/l5WW12+0ApgaDgS5evBgExcrKijY3NwOo7fV6YcPdO3fuBGDolqnDw0PN\nz89LUgBk09PTajQaSpIkuHSur6+rWCyq0+no0qVLYRKzcTyZS9vttvL5fAhIpV8Amb7o44YJyGYs\nTExMhJiWqakpnT9/Xv/0n/5TffOb3xxT5rB2MVZiK2O32w1KnCc5+Tf/5t/o3//7f69araZ2u61v\nfOMbWl5e1s/8zM+EWEZAK4WkOcSaAujdrdKtDoyD0WgU2oZnPzw8DJk6sSjg6pzP53XhwgWtra2F\nPgRIu0AEOENSYIF0xfJ5hcNp+dGWGGy5guSgCfDj1j9JTygd0pOWFD+Xa0knB9/HzDjnuMug3zN2\nC8XCl3Yt5kuaIudKkCtHHAubyjzx5EgQb/6s/MYijbKGzICwwT0bBWtycjKQMdwLV05AZqfTCTG7\nyDZimL2tXZ4lyXE8MbIIGekuqzDrWPBcSctms7p06dJY3dlLlXETKwbSeFZEgDPPG8sBz/YHECSh\nAOuCKxvOVheLxeDq2W63A5Hmyo4DRgepADlXAB0cuuLlype7fvr8cevDaXlxJQZ4Thbxf6zAxpa2\nuF/9Gi4zTpKnsUUkvk9MZKUBP7+m65GxW7rPW+lJ+YY+48/iJQa6bs12ndfBos8PXmlAIJarvqa4\nZY9jYnKQ6/i6Ix1b6uLj/N2fzb+7azn3cldHQpHcTTXWCV0fp88w0mBMAiNAauGBBgD0OD7GiMdC\nIvuQPfSxy1mv38cVB3y+LYOTdO5pEbd5GvD/ewf6SDDhe8L1er2QOpu4NkmBgQX0cK5bdOgYkljM\nzs4G9z32waNzfaC7Rc6TuLjSTEwIDY+ScHh4qEKhoEajEdwAsSLRkdwLBX1/f1+7u7saDAZaXV0N\n1+a5PevZgwcPtLKyolKppImJoxgR7lkul7W3t6dOp6Nms6kbN27o6tWr6nQ6khTcOblnr9fT6uqq\nvv/97+v8+fNaXFwMCzr/T05O6uzZs9rb21Oz2ZR0tH8c9Qdc3L59OyRxKZfLajabKpfLIVCffeZg\ncLrdrur1ekg9C+iZm5vTwcGB6vW69vf3g7sVFmD6HwHqWfH+9b/+11pbW9Pbb78dLH24Z3EOfQbz\nvru7q3a7HVx/33zzTf27f/fv9JnPfEadTkff+9739ODBA332s58N1j1AFix9o9EI/xGrCRMG2Ov3\n+2FvP5SVvb29wP5LR8TB4eFhEFCUg4MDtVqtkF7+ypUreuWVVzQ/Px8sAiiAMPQkf8F6ihBw19e0\nRfK0fDIFpcMVaEljsot+QqbFn704CPR+9YXUjwVIxP2fpoD4f67o+7OgHMSWPmdyWZxJhODeGABH\nBwSu1DnYG41GYX5ns9lAnuGC0263ValUNBqNApHkW8RA6OXz+TA/qQNbpoxGI+3s7KharY4BSIDr\nzMxMWFOcQANUMveRpe5hgHcIwIvnZf1yS6B0rERCdk5MTOjq1athjSSTJwpIzPRTaH+AH6SVb1PD\n+ocSwl6snlEvzj7q1gjIu1wuF7aP2d3dHRsTSZKMuanFySZg17Ei+gtlzgEf1szYAnIq3/5uFAdY\nMTnBmHWF/mlAjOvFIM/v4a6J8fXSCK2TZF5MWvEbyvnU1FRIXJT2zLE7M/IwBpRxcV3U49nihCz+\nzlzieOmYKGSN8WdC3rqVLp4vHkNIfeJ283WMY9xV058n7mtJT/SVW8nK5XIAdZ7cDoMGpLaDV+Qn\nHlEQ+ehreDrk83lVq9Vg3SORC/fwfotBLNdJGx8c5/+lWazpT2Sr14H6EWuIpS8mLWKSNwbUz1Ne\nGOhjAZCkRqPxxD4ZDIC5uTlJR+CDQQtDy7GenAV3SRZzX/gYHKRKTWObDw4OVCwWx+ISPNbM03wj\nCBi00hFIqNfr2tzcDB3Fxuv4LQ8GAy0vL49ZYrDowSxPTk5qdXU1KBG8FhcX9ejRIw2HwwDOfvqn\nfzoAi4WFBbVaLd29e1cLCwsaDAZaWVlRp9PRvXv3tLi4OCYQiT/BrF2v10PcC8oQg3B/f1/1el2r\nq6tqt9uamJgIx2OVAhBLx8CLPaYQPihH6+vrevjwoS5evBja1wG99wuMtSvOn/vc53R4eBgyYTr7\nxHHEtGBhbLfb2tjY0Fe+8hX97M/+rGq1mj766CNtbW1pf39fr732WrDkugWZjHpY5OLirhQoWFgP\nhsNh8FuXFDb5xDUMxgkX0E6nE8iGq1evan5+PrQ/feep1qmfCwTYP5gzlM/T8smXNMY1TUF1xYjF\n2ueAX8eVKl90XMlIs8LF1/SFN+0evmBznCs5FMYvx/hiCCnB/PB4vhhY+uLpx+LqT7wamTYPDg60\nt7cXtrFxF0hkLsdBkiDz4iQt29vbKpVKY3EtkoJHSavVCtfCIohrI3V2EhGFB9BK+7ss45ljhYPz\nSBizsLCg8+fPazAYaHd3d0wBhgj1MQCwha0GfLOuOeAC9DnbTAzdcDgcS46GnHMlxJl6XF1d0cVd\nk3q61Y96uwXQY5U4170aXAmK55iPv9PyyReXP88C6k66xknnONHFe2xZjoFiLEPTFPhY3nFNT+Li\nBM/T6k/xusYgyue/63dOAqbdw8GfNL41RQwsfQ442PO1wNvcdbQ0cBYThw4i08AOMo3rcaz3ide3\nUCiEvAROFvg5TlxBijkhhXzF6EKWzvn5+UBqOaiKgWncbtz7aeVpVk7v/zRiK07mgk4Xr+MxmXDS\nfZ+lvDDQ52AGhcDdUkajUYihyGQyId6MBZqFlYUL9jSTyYwtwhzDyxVl3JhYXFnkWORRmJn0/Abj\n6Kb9hYWFwAyxXcLk5KS2t7c1OzurVqsVWAliTNrttmq1mhqNhu7fv69arabt7e2w8KGwUI9er6db\nt25pbm4uuI9euHBBS0tLY3FvKPibm5u6ceOGNjY2tL29rfPnzytJkmCJdPfWRqMRsmSSgXM0GoXN\n04kdLJVK2t/fD8xMNptVo9EIGUk9UY4z4FhbGfjvvPOODg4O9BM/8ROBcQFooSjC8LibBHXGXffn\nf/7n9Rd/8Rfa3t4OiR4okAe4R7H9xn/4D/9BX/jCFzQYDPThhx8G19Bz584FC5ykIESYZO5agMLi\nJn+AMuMF9m04HIb//FknJyfD/jC4jgEGJycndeXKFS0tLYW6sE+j78eHEkc96BOEJ2P9FPC9uBIz\nzj5m6CMsQw78pPHFmt/TzncA6MWVC3fbjFlg/y1NUYmtcK5s+Zzw2A5/Zu49Go3GLNzeNjHzzHm0\nDfuzMs6RXQA/3NJJMIV7PPPe92jF0ocLPm6g3W43yDAnDZnXDvywrru7Kc/JvAS0sScnTDmkFACQ\n9pcULGncl3a9fPny2BrpilOaougklBNhLi88c5zvEwVIhTBFFtK/8TYwXMvdcKkLQM3fY1cq5KHP\nA6wegEVP7pZGdPg8OS0vpqSBlTSrESVNR+OcNHfI+Py039OAZxoITbOmuAxy3ZJ5G7sRx0o4hJHP\nUS88LzHAPv697g6QfI77HHH9gu/x3PC5ngbC4+L1dQ8U7uPPHT+fWzdjUjC2iFEHB0bIn9iaGpNh\nTljRdoA912njvfh8S5gY4Pv66TJfejJxT1qb+TNzXcc3cQx1GtEWxylTx5NAZfzbs5YX6t6ZJMfJ\nWrDASccDFXc/SWOd7C6XvqjBNo9Go4CafaDBdrrLDdaXeFNI7/j9/f3AQjDI2+32mFvNa6+9FqxB\n9+/fD65F09PT4ViY5kzmaDuEWq2m999/XzMzM6pWq1pfX1elUglKBwAV8DgaHbkwYdm6fv26zp07\np+3tbRWLRWWzWX3wwQcBqNVqNd28eVNTU1NhKwZXvubn53VwcKCNjY2w3x+umihAuBs2m83gjtrp\ndLS9vR2yjEoK4LzVagVLn6QA1DudTlA47ty5o5mZGa2tranVao1lZkuzOPh+iCgV7grxUz/1U/r6\n178eFFp3l8LknySJrl27pp/+6Z/W0tKS6vV62NqCTeixDDBWXKFLkiSMOQSTC73BYKCNjY2gvMSu\nlViIPS7P45YkhXbKZrOqVCq6cuVKiGelTRAUPkaT5Igp9/0GXRClMZun5ZMtaYu6L2DSsTXN2c14\noU7LrsaxDgrje/vC7UpJvAi7FShWhGLWkXEbW7cAB7GigNWJe7tSQZ1doeG5kO0TExPBoyCTyYTP\nxIV7bDNuncR4QKSQhbjT6QSvBCeVRqPRmLcC/wGOHfi565En+HJLHnKctSG2zrtyGzPjksI5rB+X\nL1/WaDTS+vr6WN+48uh9Sl+4MuNKjMeXuDLCuuUWPj7j4gnJ6OPVk6Sxdrn1zhO1eGKXk+L24tg+\nt2j6fPJxLp1uT/OiSgzanJwCvDwL+Ei7rivpXrzPnaxBXvr5sbw5qR4+P9A53F0z1hH5jPxxmRev\nw35/J2xcl+A7x0GWOEHnlsKYOKI4CPPnd5nu1ktvO29XACp15xxvR29/77eYBHLvE78vxA76KcUt\noD7/HcD5mpMkSUgM43vgeRiBj6eYWHVMAWHnBoCYSPPnjp8dYsvd6P1F/dxzK4288HHp9/l7BfpY\n3AiIlzTW+RQGGkotwp+OAkQxsGAu2ZTdLUxMGJQUFh8siSw0WMKYHJnM0aboWGZwP8THu9fraXl5\nWaPRSA8fPlQ2m1W1WtX29nZQPnAbajabYcA/fvxYq6uroVMBuDwXIKDdbgeAhlvT4uJiiMvLZrPa\n2dmRdCyk6vW6tre3wybrxDiiMA2HQz169EidTkfFYlGPHz/WxYsXNTs7q93d3WCB2tra0vz8vEql\nUnBnyuVyYcuDXq8X6sZWFLG1DfefnZ0dffTRR8pmszp79mxgd5jIbuWbnp4O8TuUTCYTrJ6MGfyg\nf+InfkLf+973xlxmAUEvvfSSXn31VSVJona7rVu3bml2dlb9fj8822AwCBkBXZiimDEZPQbTFfjB\nYKD/9t/+W7BCYHXkeRA4XC9Jji2uuKFms0cb1BcKBb3xxhu6cuVKUCZxT0MgOmPvgtrnDAKBc9Li\nEU7Lj7/4QuvKjy98/Be7r8XM62g0CmNIelLp5ZyYsXaWlGNciUoDkr5o+bsrOZAq7t7pzCvXpyAP\n3PLkLj6AM+aLExisA4AugN9oNAogrNFoqFqtBuWh2+2ObbkwMzMT5OBoNAp7nzpgGQ6HajQa4RjW\nKrxTyOrpccTMX56L9iJGm2eE5PK+9Db3dqTP8VhA9r700ksajUZqNptjYC9WHl0+0V/0AfIBxWNm\nZkb5fD60xWAwCNsvIBPxJgH88Rvt4+MDyykvj1NC5rNWu7unHwfg8/glV3rj8X9a/m4UJ43SQNVJ\nv8WyLA2gOBGVdk6aLExTmvnMWo9+iLzBRZDxCanE/+hQcd0d2DkwioGp3zMGI+7q7lZuH/suF9Pc\nxGNLm8vQmAT09vJ1Kg3MOuCJLaX+fA4mkU/e3ml1QmaQJ8GfE3IeUtDHja8fyAgSBzqQ9HHAOW4J\nTQN8g8FA9Xpd7XZ7jPhymRr3LW2CVxtxfGRh9o3hiTN0K2Ta2h+XtL581vLCQB8Th46m4IpHp9GJ\nKBae2YZEKXQ8bicMUuILWEg9oycd5Qlh6ETqAxBxtpJBOBwOAzCZmprS6uqqut2u7t+/H/bq47q4\nRFImJye1t7enfD6vnZ2dkJTFGezBYBBAFclV6Nzr16+HuLDZ2dmwQE9PT2tpaUm3bt1Ss9nUpUuX\nNDc3p0ajofX1dS0uLob23NjY0Gg0UqlU0u7urtbW1oL7ZqVS0b1799RsNnX+/HlJx+zT48ePtba2\nNjbINjY2Qpzk48ePg7USsFwoFNRut3Xv3j2dP38+CJqJiQk1Go1g3iaWUVKIX2O7CHdDQ1k8ODhQ\np9PRcDgMCpoDrUKhoJdfflmVSkWtVks7OzsBkI1GI124cCGMDRQrF5hMXO7JsZAGPm4nJib03//7\nf9doNApJI/gf6/KZM2dCPw6HwwDyISeGw6OYpPPnzwcAjlLtDKlnlPWkEEmSBJbdlSLYeReOp+WT\nK658xwpKDAbj8+J+PIkJjJWdWNFxy69boH2xju/v92YeuALmi6UzwT5X3fUI2YPljnnqstoVHu6H\nHHbFv9vtqlKpBEIES1i/3w/b0yRJMgbkJIV9QdmLb3Z2Nsgg2oZnaTabY9u1uKLnYQH7+/vBmsi6\nxmcIHU9+4lk9aTva19cXlFBXRmmrixcv6qOPPgq/u+Loljfp2O3W+4FnjRUjxih1pk4ARdZR5KUr\nt35PxgL1dQXX13GAHd9j4Ed7xm6dLuPSxu4pEHxxxee/lxioOYiLQY9bwB04pMk6Pqf1OeP840oa\nQIWUdpc7xqdb/qRx10bmustEJ8B8XDthwz0Z27F1m3kWAyfu66AwnhMOAmMZ68fzHE4eUXe3AHp7\nx6DH9SeXmTFI4vqxSyh6FuuEr0PeFzyL/4bciLeA8fq6tdcJNtrW2wod0/V3b1NvN68nMsstfL4X\nKgmwfD++eIzH7cu1Y4vi85YXBvo8PktSWBwBVlh0aDyOccbZ3WjSGM5M5tg10K2BPmkAFCjz3uGc\n68qWD3wUcmKsut2uFhcX1Wg0giLCObj3kQmO7KTlcjkoILh/DodHSVqy2ayKxWI4r9Fo6MaNG2Ob\nBHc6nbCxdy6X07vvvqvBYKC1tbXgosm2A9lsNrDDuCz0ej3VajXdv39fFy9eDABua2tLF3+w/YPH\nCubzeW1tbYWspShaxCySIIfJcvfuXRWLRU1NTY3FpwGWPUYE5hkG2dOUMwZGo1HYpiJJkrGtF7rd\nbsg2evbsWV28eFGVSkUbGxsaDoeqVCp69OiRpqamgjsr1r1utxuAfZpCjIKLpcKFN8L45s2bYR8+\nV6rq9foTjFCxWFS32x0jFvA7X1lZUa1WC31E25PQRVIQir5wjEajIPRQ1JgPECen5cWWNOueLxaU\nmO3jvzTgeNJ9XOb5Qhsv8E6CpSkK/Ib3gy/myEzksZNnsbURGZSmrCF/Y9cfBygOqthGhqyRyDmI\nEo+vxdvDgSjWOrKl4dLpCWeQDx52wJoCiEGxA7C6wstvtJVnBKXtHNQ6+Sgdk1v0IWsKAPfcuXN6\n/PjxE3LA3cF5R37Ge8f6vqYATKx4AGq+I6v5z49DeXJl1oGoAz2+e6IWnsvnhbt2OtCLlTdvM1dK\nT8uLKTHIiuf7Sb/xOY3AihXhtONPKmlKs/93Ul3cndDlJ0AEecbYc5nIdR2Q+PrMnHRl3y2I7tLo\ndWKOumWKNnDA5c/lBB3X4D8Hiq5LS8drDbI3rX2e1uY8SzxvY0ugk0YQRbw7CHZCi3qltZ8nTEkb\nQ5LGZJn3nVvyBoOBWq1W8GpjXXNZmEY8US9Ap7tz4kbvbp1xnKG/YnB3Eth7HhD4QvfpkxQUXunY\nDQ10ziTB2kOcnAsVBwMsFCwkJH9hUUChIDkKHYey78lhUOqdrWTRlY6zhh4eHuUhld8AACAASURB\nVOr1118P4IE99LAuEe+BG6VnAiVTI0oJLqGHh4daWFgIDC9A7erVqxoMjtKPs9ju7e2pVqupWCzq\nrbfe0rVr18bYC4Da7u6uOp2ODg4OND8/H4DH/v6+tre3VavV9O6772pi4sjl9tVXX1Wn0wmZ8VCq\nEBitVivE8e3v72tpaSmArsFgoE6nE9xeYct5nk6nE0AXk5gseJ1OJ1zTs1WORiPV6/Vg/u90Opqb\nmwsJS/r9vj7zmc+o2WxqZWUluKy+8847IcnOcDgMVkpAJuAdsgFFK1aOk+TYHZMxAgBksu/u7gZX\nKel4n0OSVgBecRHlPvPz8+G+169f10svvfREciPcUd3fHUGBoEaZZVsHiAGUytg14rR8ssXZZP+e\nBuKcdKD4XPBruaLtx8ZWEQdTrgQw9qRxV0+KM7QQNchGVwogJ/w86keJQa+DOQe0yGXe3eIOuCLj\nJm4yWOZwt+x2uyoWi8pkMiHuD4KHOUXIwMTERJDhTtK5azVzDTkG6UP9cX937xMyffJcbLcwHA7D\nXrT85wodfRhb6Lg/8mF5eTkw0a5kxooQhXWVNY++xWOC9OT7+/thffLsnR7Xx8uVpdFoNJZp0wlb\nXJ0A4p6V0z+75RHlLVYcY4U2/nxaXkxxq53PZ4rLtTQgF/fvx1kH/Tz/fpKy7O/MU+oaW1AmJ4+2\nJHHSF8JJGjcK+Dvz2IGMk8TxHHVyy/VR5AZ1dUAn6QnSmTqktZeDQgdW8RoR15nPbnCJAY73V9zG\nfg9JY0CL82M3WXQk9CfahnrSLgC+WL65dc/v4/VzcIc8H41GT8i0vb097e7uam9vbwxD8NmtfdyH\n+rPZOtsxYJgpFovB1TOO5fNxHPdBGpn1w8i7F6YFUlkWSQd/kkJ6/ImJ4304ZmdnA/CLkb2ncoV5\njAUDg4SMbfhqe1a1OPkLrkScKx3tz0aGy2w2q3/0j/6RMpmMOp2O1tbW1G631Ww21el0gntRpVLR\n/v5+iAUZjUYqFArhuoDE0WgU9rNrtVra3d3VwcGBPvvZz44NSrZ/yOVy2tjY0K1bt7S8vBysXljL\n5ubm9PDhQ+VyuTAhut1uSNaCe9POzo4Gg4EWFxc1OTmpnZ2dwEhsbW2pWq0GwDoxcbRZ+mg0Ckln\nGo2Gzp49q3q9rnq9HnyXPRakUCgoSRIVCoXAbNOm9Xo9ZGtFMQLAYLniMwlmcKE9c+aMer1e2Hgz\nm81qY2NDMzMzWlhYCEG8xI8CVqVjIekWhtgtgzGDVdeFFIALcIcV1sdksVhUv3+0lQjCw5UfBNjc\n3Fyw8HFNFDHGq7uZ0na0E1YIFg3vrzQQcVpeTHElQxp3s+H/p1krXKFKU4IpJzGFMePq947dodLY\nTAd+Hh/GAgwT6gpNTFAwv2IXnhi8xlZI5DvkC3vtQb60221JCnOIxC2c4/s9ERsI+IKcQ0Z6hmPi\nAKVj5c4TfyEzsAz6s6O48AxupcdN3JWyWIGlvi4L3SuB9dHvifLEd/rSrWkomfSVJ8LpdrtBFiO/\n/Xje01hvB23ILe/b2JUzjuvz/z3xjY/rtO+xBee0vJjiyr50squtK7kx2ZFGhD1P+TgQ4v/FAIzC\n+uz1cKDBeE4DuBzvrpd+bgzIYiDkbQHo434ONGKAkFYHJ/oosZxxjw8HkWnt6kAxJvbclRMrqAMi\niKO4jVjzXE7G5BVrD+3jAFo6jpFMIxl9DLjscq8UJ7bQtZvNZth72y19yMK4rZHLbuVDj8atk8/u\n+ZAG+uJniPvhhy0vTAskAPzw8FA7Ozuhg1l4sI70+/3geucLt7OUxBj45ACpO5vMwkknA/gIpud6\nWLO4Nvu2JUkStmRgEB0eHqpSqYzty9btdrWwsBAExqVLl0LSl2q1GsCpbw1Qr9fDc9MOuD1euHAh\nJBEAYMFQ53I51ev1YBl0AEJM4HA4DHXOZDJhU3Q2d5+dnQ3ZODudTgBnjUZDExMTIeaQ9pSO9695\n9OiRstmjbQTW19c1GAyUy+WCBY02g01OkmNrbGxiJ+au3W4H91AUG9xdmWwkbZAUFJ+JiQk9ePBA\n3/3udwOApE1xQx0Oh2OMvgsEF7z8Nzl5lPGv0WiEutIGKGC9Xi8k0vHnHgwGYd+wTqcTNrxHOLG/\nYb1eV6VS0dLSkubn50OsnzOLHuPiVrvBYDC2p6TX3YVgnBHrtHxyJU0ZZZGjxIqrKz2+iPkCGrtf\nxuwrv8UWtLQSu/6mMeNcj7E1Gh1nXGOMsXi5UuEEHfX2BCbxYu9MOfPNY2KQHczP6enpYOUD+CHr\nAHCsEcwD6sI2NeyN6WQJ7teUVqsV2tYtm874J0kSYrKJi2OOsngDlpFHsRLkbLIrc7QNMob60gYx\nYOJeHk/H8YwFl30QdJBqeFvgOcCa7Yx37A7lSrS7Z3LPNODn7LwfHyvK8fyJyw8LEE7Lj64wPmKZ\n5+P5JBn0vPeJr592zzTS66R1MB47WKORaa7Mo//4/HIF3ksMEGNrqMtWJ8Ldldrblc+8IMSRNzE5\n48c5Sed9ge7MNXj5dfjNv3udkCFc213AY3nobuG84uv4moQs83WEdnS58TRCKM09M24/XnirAfja\n7fYTLu48q48r+hlrHy6dsZtnHLP8ceVputvz6nUvlPoH4BUKhbCwSBrL0EgjMkhwW/NsaUwgJsv+\n/v6YqT02wTJJYT0d8KHIcE0WQhQaQBRCgHdJevTokZIk0fz8vHZ3d1UoFFQqlULsCFkvc7mcGo2G\nkuQow+T3v//9ELtGprJ6va69vT1dunRJhUIhPPPExFHyk6mpKS0sLOjWrVtaWFjQ3NxcsELhKiNJ\nd+/eDUxwtVoNroSStLe3p1u3bmljY0Of+tSnQta79fX1oEAxGQEoKASwM6VSKWzhAFjFb9kVLhdk\nuLwmSRIsaN1uN2zvQL+5WZ89sba3t9Vut7W1taUkSXT27FktLi5qOBzq/v37yuVyunjxokajo/jA\nYrEY2HZ8tFEouTbP6EqrdCwoHj9+HOI0m81muBbgcTQa6c///M8D2J6YOMr0VyqVAkGBtc7Bp++t\neHBwoHK5rOnp6aBwuRUktr4wJ9xlRDp2b2D8uhueW1BOyydbngV4uSxK+z0uaYsFv/l/MROdtkjE\nbHNcd2RhLG+Ro2RWixfluB7O3MbJhbzuHiPnrLHHEAKcIUY2Nzc1Ozsb5DR1d6u7Ez1co9FoBI8M\nFuN4OwVJISaaAnnnLq3MNZ/j1B25ORgMxuaoKzj0vSdPiBU0tzQi7x0k0Q8uG7ztXWGJr9/tdtVu\nt8csfb1eT4eHhzo4OBhzT3Xg5+tsrPj4eusKsCdqcyAYx/LRri6b0+ZI2ufT8mJKPLbSZM7zKKtP\nA/SxhcTfTzrnpPp4vQF4HOtj1YmU+D4OtNLumTZ23ULEvI2tc34s93VQxrW9vWOAclK9vM4ngUI/\nxsFd2j1iV/A09/A474Bfz40BtIl7ByBHPAnU0wC9GwvIQOwgD50L/fbg4CDsXd3pdAIpGLeD9328\nJsYvdHvfbzS2ZKaNVx/faS+Xi89SXug+fZlMJrCnuFrC8uEmAzJ3ptD3RUIJAASyoJKm2zOB0fiw\nzO4mMxwebdZLJjZ3OfWB5FnEms2m+v1+sITxfz6f171791SpVAL4O3PmjNbX10OdUTLK5bJWV1d1\neHioubk5ffTRR5KkWq2ma9euqdFohMFRr9eVzWZ1+fJl3bx5U7dv31a1WtWZM2dCzCB13traCm5L\ntMWjR480MTGhhYUF7ezsBAC6srISlBcm08OHD7W0tBSAdpIkwRLoGTNhQ+bm5tTv94OF7fHjxyqX\ny0EwkWABdyvcELvdbhgDWF5nZma0ubmpYrGo+/fvB+voxsaG+v2+zp8/r+vXr2tqakp3794NMZTV\nanVMeYCx8TTj7iLB/bGkuYLHRLp165a2t7c1MzOjra2tYLWNrcRf/epXw1gCjLVarSDo/J4cIx0t\nJPl8XteuXdPa2loAc1g0crlcUBq9/iSeGI1Goc1pa1eIGZM/Kob1tDx/cWuK902aAgs4T1vsvX9j\nq57/FisLzkZ6nAjHxnWNrwUwi+OnARMANCxfEE5YvNxFyi1ljHViYCEzOMbj4VgDkJ9+HdwwJycn\n9fjx47AFS6PRCIRikhzFIbuSAGgbjUbBvRxSCJKJRXlycnJsL1KuQbbcdrsdyClJgRBibtLnbP6e\nJEkgeGgbXMNpC+qdZsHFnZQ1jD1GAYFuXXXQDmhztp0+h90mRpBYvl6vF5Qh9x5x6wKgjzbwNTf+\n7tY+kue4UuQun7Ein1Z8LJ96M7z4Elv1nNhJs7yl/X5ScSvZs4wNKT22+KSx4vXN5/M6c+ZMcB8n\nRp71mdhhwnWcOINschDghIfXKzZaSMekj3t0eIys7xvnyWbQM+I283ZmrnNvX1foM66HnuyynzaK\ngXYMWlzn4D/Xh3hu92bwa4ML3LjDf2lW1af1qcsr5KBb+wB+1OPg4ECbm5va2trS1taWGo3GGPGF\n3HOwSX3RYfP5fHixFRf7ysaWvrgdn3U+eD89a3lhlj4anuxpbtUAuJC8xbM8wtrS2T7YKfyWzWZD\n/J7HPWGN8X0/3BWOBdWTtlBfrDMoBFh1yK6Ite/Tn/60ms2mrl+/HhZ7gjuTJNGjR4/GLH6lUkl7\ne3thwSY+DzCEErGwsKC3335bg8FA5XJZc3NzgTFttVqSjhQOkg+USiUVCoWwdUKv19NHH32kvb09\nnT9/XrVaTfv7+9ra2gpJVHAbffToUWDB+/2+NjY2xtjyra0tTU5Oan5+PiScWV9f18OHD1WtVkN/\nwYQDrjqdjvr9o4yf9AmWOdq8XC4HcNntdkM7ffrTn9aVK1fUarW0vr6ucrmsYrEYxgvtC6uOexJt\n6YITpQwFkDHliSBwSWWj4larpXfeeUf1ej0kkfnmN78ZnhVXV4Q2W490Op2x7LSQE6urqzp37pwW\nFxfHNrWXjvcldKYRQYPC6GMLxRjFjnOcwTstn3yJwZiTC/6/9KR7J7/FIC4+3xfNp10TF8SYgY+Z\n4diK6KyiNL4dgKecTkvAAbhyogMlCHmP7PV6I4vd28OVGhQEd6eenp7W7u5uqFOr1Qr/IYtwtXZl\nyEkn5Dzu24DZTObYzZSkMNJ4lk1kFgs6x9HurEO0uYM8J3xcGTppUfe+41rcN7YYuCUOhQUFxt1M\nUWgAesgtfoNEc6twPI5c2XWll/rFFmGP54s9cOLiY9B/8/Y4LX83ykn9d9LnNBCX9jnt2JisjckS\nxowDUr4zP2MLE8SDdEz2o9Qjv9yY4PdxUOK6qsscrxvgARnudXSZy/mx+yPHo6fG4MStbJA0yEK3\nzMXunX48Vn2/h7t7evv5u1sCnfh0AO/tFrvL8hmw56RfLHviseH/ed09UVWr1VKz2QyE1v7+fvC0\na7VaqtfrT7iq0vbu1eCAzzeFx6WT7+jrJxEXzyPHnpc0kV4w6POFRlJgT5iYDCpf1CSNKdXuC+wL\nAgNlNBqFjpTGF1fvOMCBsxwcg6LBNX2SuEKCVUqS7t27F7LL4e44NzenbDarzc1NlctlbW9vazgc\nhiQuSZKo2Wzq6tWrwSIJYOj1eqpWq2o2mxoOhyoUCpqfnw/WHpSVweBoA/iFhQWVy2X1ej2tr6+H\nupRKJTUajQCqYFMZ1AA/wLGkMTC6v78f2PO5uTm1Wq3QfyR/YZsJ+jeTyQS3KJQ04jQZrJjSAVsH\nBwf66KOPguJ25swZvfLKKxoOh7p9+3awYkoKDApuWTDR7XY7TG6UHRRJnpm+ZgLSv2fOnNHt27e1\ns7Oj4XAYLLJf//rX1W63NTExEd7/83/+zyoUCmGMkgQCYAZgzOVyQSFGQExPT+vChQthqwmUMcAj\n8X0sBiheksaUJ85xt7AkOY4bfV4XgNPyoyssRt4HvljFlrenCXBnZnmPWVxnHjnH/3drYRrwY274\nwuv3jxdoj+tjXCMXycLGuW7FZiGHyEPBcrcZxna8mDPOITic5Mlms3rw4EG4L2QYjDUKj+99yot5\n5MCPe9B+rBW+FQveCqw3PL/LFx8PLntY1xxQeb/GY+JpioInB4AIRd65OxMum26ZYL3FvQmliPUH\nsrPf74cYddZCJx5ia0wM/lxp5hUnNYiBHcXHb0xcxPPktHzyJU2enNRH0sf3U9p5MQGWdpzfM82l\nMa5DLCuxoPn1fXy61Sk+l7nnx8bPyVyJSWgHS/6d66BTxa6YWKtisOZxaH5sDMZc33Xd7aT/ONdj\n4PyzyzH/3Z/T+4T2cHCH/PL/fN7Hz+Sf6UNvG94d8EEAtlot9Xq98Go0GgH47e3tPdG2yDz63106\n0fc9ho/kLQ740sZ0mkz7OH3A35+lvNAc7jC8LLQAF+mYPfVYEVyHnBEFjMHGuq8tLCtum+42CutK\n7AZWRel4w3YsQLh++oLjzAfKOIBqY2NDKysrun37dlAyyuWyNjc3Va/XVSgU1Gw2tby8rHa7rc3N\nTSVJonw+r8997nNhUQbsEKdy+/ZtDQaDsA0CQPbMmTPa3NwMWUUXFxfDf5lMRqurq9rf39f9+/d1\neHioK1euaDgcql6vBysW2xo0m001Go2QVVI6Upbu3bunlZUVTU1NaWdnJ4BSFIVCoaBz584Fy2ev\n1wuZPXH1ZAN69sjC2sV9YI+oE/v7XblyRZJ08+ZNnT9/PgTHZrNZzc3NjcXGkeAln88HqyGTEwZZ\nOiYY+OyMeyaT0a1bt/TgwQMtLCwon8+rUCjoj//4j1Wr1XT27NkAej/88EPdu3dP0pElc29vL7gp\nwaLh9oob2v7+vmq1Wsguev369TCmGM+APXd3kI7JDI9DlI4AYLvdHnsmlFwXtqflky9piolbb076\nnMZyx8f6wujMsFv94muddE8HgbFlDvaV706qAfaYv4xzrGtujYOk4jpuzUPuIme5L0CKRFk8n5NW\nWNCRt5lMRnfu3AkuWgcHB2HrGLLsEqDPtg48M9l+R6NRIHZY7D2BGLHFy8vLmpiYCIQZiWXI0Ivy\ng4xxogbXMK7r1jjfqiBNsfTvsRWEa7hyBpBDeaEPKLh1ohh1Op2xpC4Qasj9ZrM5lgmZOrjVzrdh\niN053dXT4/9Y79NKrNCdRJicgr4XU5yAZ646SI+Pfdqa9DRwFyvJ9D338vPSxoLXLf7O8XgNSRoj\nppinvn8n89ytcg4KuI5bupgjMViJn5HjYw8MBzSuI7i1UDqe49TTwRNEeNxH/hwOAqkvOjjPhP7u\n5Ji3vZOMTog5mHMdLW0up1n4vW9dDvlahqwge77H7qG7czxyfGtrK7h3ksQQIO2J87wv8eRDX2Rb\nBlw88Wqk32PCIJZnJ4G/+JjnLS8M9LGvEhYQGlQ6DuT3LI/S8UbqvV4vxIi50hMPfBoXJYBrMMhZ\nbGF4URwYiABPFiXPmAbYgdXlntPT06rVarp9+7bOnDkT9rMDsFarVe3s7Gh+fj64YJJmHLDGRESJ\nKJVKunnzphYXF9VsNsPCiRWQyTIYDDQ3N6fvfOc7qtVqARQRW7a6uqpmsxk2V89ms3r48GEApMvL\ny6pWq3r06JE6nY4kBdA5Ozur3d3d0Bbf//73Va1Wtba2pmazGbLnbW5uBpfTqampcA5t58of5nTA\n4WAw0N7eXnBNWl1dVaVS0YcffqiDgwOtrKzo8PAw7PEHeER4IZxIrU4fkwmW31y4odzRfxAPDx48\nUD6fV7lc1uTkpP7yL/9S8/PzWltbC+NzdnZWf/AHfxDGWr/fD+PLXbgAlQgeJv/s7KzOnTsX+o76\nM859LLsLHHFAjDvuHQtdysTERFCaT8snX5AlABnp2OoFaI8Fur/7Z2l8DMM4co00N14/H9dDjo8X\n2PgajCV3s/G6usxlTkKkeVwcbo3IPOrBwudKCgw7gIV1YH9/X7lcLswNl9EQh9y72+0qm81qd3c3\n7B/a6XSUz+fHXKT7/b52dnZUKBSCggN45Pps2eOJU9wd6s6dO7p8+XJYawCjxIfTZsT/uMJA/fkO\nSeOxl/S1K1yuTMYvb0t35QTsIT/oQwA0HjHIUo6FFQc8woZjHWQ8uoUudtf0RDNxggNXjv25Pw64\n+bj1ORR/Pi2fXEkDO/E4jZXz+HyK/x+ffxIxdhJZIKVvRyOlW1fcIywGXz7/Yiu278PsFr+4ng68\nkLdu/Y/1WXRYZCLX8XrTPhDCDljRIRx8Ib/wbnK9iGPchdTJRHQc5CJrSgzWaIOTyBj3SkgDcd6n\ncf+ljR+Od8AH0Q5x5R4PXNfXVlw+PXGhA190Ox+PrHeepTPO3umeWSeVNGLkaSWWgc9SXhjo63Q6\nGo1GgUEhQB+G0617np2HDvWGZ5H2QeET2v2yifNDuUfBQKmQNGYtoR4s/HH2OP7zuA7c+wCBjx8/\n1vLycnAzZIsHBlW/39cbb7wRkrtks9kxa1W9Xle5XFa73dba2lrI7lmpVMLzMEEePHig8+fPh3pj\npZuZmdH58+dVrVbV6/UCqKvVamHLh0ePHoXJQjIbrkGCmrt37yqTOdr2oVqtBtdFQCRxiqVSSbu7\nu8rn80GRIJvnwcHRBvH03dbWVkh0UygUVC6Xtbi4qEwmow8//DC4wuIPTSZTFA/6DeAjKSjTjAWE\nCyDPg5MZG0ygt99+e8xq8O1vf1vz8/Oq1WoajUba2NjQ66+/rn6/rz/5kz8J7D5CBMFQKpWCFZdx\ngkBIkkTVajXsn8ji4gmLeA532fR37gXbhyWB8xEGMYN4Wj75gjLv8giZlrZw8R4vlg7wXNb5Avg0\na4cvOL44eomBo8fVOWvMfZlTzCHcmjkHZYPjyHLr8toVA/53tyTaDLdu1gsIO+aQAz/kQqPRCOc3\nm82x5C5YyCESSYiCvEcGQMwNh0du4zwLddzZ2VG5XB6zUvKsvsEz1j3WC+rhYIm2dXnmgI++c6XI\nLQWMM9hpJ9w8HILzfHsGT+DiINHdQf03gCD1QMGhzq7Usa7zme+eLRuFOI28oqSNb1fcTsuLK26B\nlU7eYiOtX5+l/2JF/ySlNw0Upt3TAalfn7HsrnjMeQg7J2ggXJmfDvpoByc2kJXeTg7ifH77Os7c\nBahxT5/7/B7rwsxdfwZeADhkD/UGbDroBigi1/HuwDPBSbkYkPLydo0Bn4NA6h+DJb8W351McMsc\nuiJ6qLupo99y/V6vp3a7Hbwe0O19rMWEhhNZ5HDAjR2vL3dnj+tO/z+rfsaxMeh/1vLCQB+ufW65\ncgsJrp24uTlqZ2GUjn38PUDeBwyLOooAi/9gMAiTGuCANQa2hoblugT6wywzWFBEdnd3ValUQran\nTqejvb09Xb58Wffv39f8/LzOnDmjZrOpwWAQksy8+uqrASzCurLFw/vvvy/pSPlfWFgISk0+nw+K\nyJkzZ9RoNHTnzh2tra0Fy1E+nw9JVRYWFsIGwyz23W43bNNAPCL7zcGcs3Bvb2+HTd2LxWJw78nn\n8xoOh0GxymQyKhaL2t3dDe6uLOxYGHO5nHZ2dpTP58OApc1WVla0uLiox48fB4GayWR06dKlYGEj\nFgf3SQQOk4xMlvQhQhaBSEGp8oQHJLXJ5/NaXFwMVtNKpaKtrS09fPhQly9f1tzcnL797W8Hxghr\nHkpipVLRgwcPxkAdbm+Y/M+fP6+FhYXghoyyS30Z7zw3dffFh/HLb7HVxK0Np+XFFFd8AAq+/xOL\nZJqFLk3BSQN3sdLryoN7UMSAknfGjfTkXlvU25VyP8ZZcdhuNk0HWDkwjRUPXxAhWzwLKPXn2myB\ng/KBTOQ8LGj8niSJdnd3tb+/H+RfzOLDArvlUDpeSzxbHmy7KzpbW1saDoean58PysPs7GwARVj4\n6BfaBLnkSotbB9waTEEmO+CLEyrwbB5PA5CMgaK7bTr4ixM5ePIGXDx9yxn6CFDnCq6DP+QtyjJK\nE88UWxtol3i8+1j38fvDsN+n5UdTXHF3BdkV8jQL4NOsH7G8c0XXP8f9HwM/HzOU2Nrn96F+zFHI\nDElj84//0TFjoBsDn5OewdcBnwvuDeB6cAzs/HrIAH92iDLmH3ovcjdeE1zfcJ2C+niOBNc7WCMc\n3LiRxF/+XGlznXbzvo371e/Dc7JtG7LKCS3P8YFcY61ot9tqNBpqt9shwYuHkvF8PjbQb92DyxO3\nQISlWX39OT6uPM0K+Dzy7oWBPhgC3Go8dk5SiCnzOD8HcrCDKLV0BgPdLUIMQFyNiPPAlItijquK\nM7NMBgY6C/rMzExwXWQhg72p1+s6d+6cOp2Ozp49q62tLVUqlQBuFxYWQrzfjRs3woTZ2dnR1NRU\nSNP/13/91zp37py63a7W1tZCnAVujUly5NZ59+5dlUolraysaHZ2NtTzvffeC7FjMPAs3DzDnTt3\ngkAjXfnDhw9VKBQ0MTGhd999V++8845++Zd/OcQgMqkAqLhKSQr/zczMhM3du92ucrlcANUkhrl9\n+7bOnj2rdrut119/XfPz87p3716wJmLto11hXqQjoUsfulUSEMhnMo/6pECwuBKO0Lh582YAYjdv\n3pQkvfXWW1pfX9fKyoo+/elP6/r166pWq/riF78YlCk36zebTfV6vbA1xfLysra3t0PM6f7+vl55\n5RWtrKxoZmZGrVZLo9EoAFCeVzqOL3VhxzjGSu4FBZn5giUbBe60fPLFFye3+FFcIfJz0iwaaQx2\nzIi6IhO7rqQtOpzD/VDyXbngnBiAIF8BMiymSZKEfTc9e2eSJGFODofDMIcZ47iHQlzxTp1wrSQ2\nmjFNAiXpSaWEGDXc0KvV6lg8DXOu3W6rXq8H+cu1aBOIOsAKbQrhs7Ozo2azqYsXLwaZxLnIIpSk\n4XB8z0GuE8cdO+COmWIUFq8fbRUDP+rqVgHWARQjknKhILXb7bHEDB7Ph7sn5zJ2IGt970B35XSC\njjUaRdTlXKx8+m8x4OP9FOi9+HKSrPJ1PLZSp1k/0hTjNDAfWz3i/55Fk3Y48QAAIABJREFUoY6P\n888AE7c+QQL59kySgnxwix/XZx4wzqVxzx23sHEfd+mMnx+54dY75B6fpWN9zBOZQMoMBsdbtAAI\nKYAU6oRM4dmR9U7uIN+pf+z6Gm9b4cfGYyAGjE4m8O7jhTZAXjlpRdIunpVjaFvPEt9ut7W7u6vt\n7W1tbW2F/V5pU86j7jyLx/PxnsvllMvlxoh8l+M+1uK12mXdx5FYf28sfc6gMhlYPAB1koJLHAje\nrXG4UHochivGsBgew+LMN/dwJUMa3/yWhZk6EKeCi0+SJCoWi3rw4IFKpZKazaZefvll/c//+T91\n48YNvffee7p48aI+/PBDFYtFzc3NaWtrS4PBQCsrK4FhnpiYCBugZ7NZvffee6pUKhoMjhILZDKZ\nEMPH8ZOTk7p586YuXboUBEi/31c+n9cHH3wQQBNAo9vt6ubNm8H6NxgMAnCt1Wqq1WpaXFxUvV7X\nyy+/rEePHun69etqtVp6//33A4A8PDxUPp/XwcGBHj9+rGazqWKxGGLt6FsUhGw2qz//8z/Xv/yX\n/zKARoTA/v6+rl69Gvbc297e1srKSojzZA9CAA7jA6XO3XPpZ4Qhwsrde53B4lhcM5rNZrB0ZjIZ\nbWxs6H/8j/+hqakpzc7OqlaraXV1VWfPntVoNNLu7u4Yu+dJDxhjMzMzqtfr4bhMJqOlpaUA+BiX\nECA8HwIfoQn5IGls3Pszxm5+Mft2Wl5McXc/FHt+d/bYiysy8YIfM9kODtxtj+NOUoo4169JwUKV\npkw7cGX8kUmX8Qr4Q8FBZlFHxqu7O1JvYu0gBiH+GPOZTCaAPBLD8Nws0gTnA7CwRLH1CwmlHCRP\nTU0FlpdMu26VBHg6aM9ms2HfPdrt7t27IfkU4A5w5P2NwhjPW/ojVoRdQcYq6dY4d2eib12x9BAJ\n9hpF4cMi6Iy4u3pyvZhFRzEZDAaBXHS3TZ4Xme3vgMKnAb60cR+P3XgOPKuyf1p+PAVF3b9TYmU9\ntq5RYrmTRoClXT++1rOMBZ9ffqx7k/m7k2es0bhHomOkPXea5Y813K/JnIrJOwgs5DJ1gUzmPh6v\nBlhBfkKWSxqTx+7CiBxlPmWz2TE3R9e7HNDTBpzDswCOeLmeDhEar3Ux4IvJAJcVgDHkvIM+9F53\n2QScAoLJGo9ez7E8M+3HtdNIAd9nFMuex/LFxH08Xp+2NqeV5x3jXl4o6HMWGWWI32AkmFCc4wgY\npQNLFQOAhTYtdgYlhIXdF0LqxPU8+xmdRja32dlZ1et1SUfxiZVKJcSdffe739WFCxd0+/Zt5fN5\nvffee7px44bef/99LSwshBg/H7CwJ8ViUfV6PTy7JM3Pz6vT6Wh6elrtdltzc3PqdDp6+PBhSP5C\nmthWq6WbN2+qUqkEM/P+/r62t7f1rW99S5lMRl/4whdCggMy121tbenmzZt66aWX9NFHH+nGjRta\nWlqSJL3yyiv6/ve/r6997Ws6PDzUpUuXVC6Xw7YR5XI5bLL+7W9/W2+++aY++OADfepTn9Lbb78d\nrH6/+7u/qy9/+csBJC8vL+v8+fMqFAr67ne/qyRJtLa2pmq1GgYxcXvuAuUMofRkZkPGBe3HGHJW\nTjpOnAAR8J3vfEdTU1N68OCB/uqv/kp7e3uqVquamZlRtVrVxYsXdf36dSVJojt37ihJjq0WKKJk\nCcTa6YkThsMj185arRYsqSjDntUpVtTdlYNnIdbVxyfPQdvgPsx1ThO5vLiCYu9srqRgzXKX9HhR\n8cUQwOFuRNJ4Js+TLCMe9+wMcqwoA3Ag2vjflRYWfX5zi3MmkxnLRsk14/pAtDGfmZ8ABwAhlm0U\nHGQ7sXaw1rSRZ/N1xQp53mg0wtYzfi3AaK/X0+bmpgqFQkg4xbWQHygPAB2YXPp0Z2dHCwsLSpIk\nuHoCrmKg7+uTt6m/89lDDzzGjs9x3A7jgXWSduj3+wHYxbEu7gaFOyfjjnaiDu494O3jewa61457\nxrj8jcd/mkz3kqb0nAQIT8snV5xEictJimlaX8VjIe31tHP83I8ryLeYfHGvGa7n1qvYovX/s/fu\nMZJe53nn81X1va597+npmeFwOMMZirRJ6kKRpkVRNgQGFldwEtkIIvgOGNkA3thOsHGC/JusFohh\n+x8DaxjBegEtLFmQTSeQJTsmFTukSIXkDOfO4Vx7pqfvVV1VfZu+1P7R/J1+6vDrudgkJ8D2ARrd\nVV31fec75z3veZ/nvRy3IR0QMS6+Hr1hs6L7Yr1JH92L73YQeh09gP7j3lyXNe/h5uimJElajlVw\nQiefzwcvmbSl67ElqLNA1IanyrDmvWKon7Hn69/lIAZ5aaCPcQS4ofso1ALAI0IBkot9CluJME6P\nJuGabre5ly/+aWtrayna4hEN7t1Ns1l3ks/bye3fV7fdN9DHgLIBOshj48vlcmHTYNDYVNjoyVdi\nQuKStBzTsLGxoVwuF4q4IPSdnZ3BOI6ZGqn1gGAMNBhSGI9CoaDx8XH19fXpxo0bOnr0qM6cOaMD\nBw7o/PnzGh0d1ZkzZzQ2NqbNzc1QmKSjoyOUg+WcuXfffVdtbVsFUfr6+tTZ2RnOmaL63MWLF1Uq\nlYInEEGiytrw8HAQUvL+ZmZm9Mwzz4RqbJVKJXjdAIDlclmnT58OjHRPT09gxvv7+3XgwIFgFExM\nTOjChQuqVCoaGxsLZWkXFxf1n//zf9bKyoq++c1vhsqgTzzxhP72b/9WhUJBL7zwgp5++mllMhmd\nO3dOXV1dGh4eVi6XC0YbjbnBI4eSdU+YywWKCmPPFTihUyhN5vz48eOqVqu6cuWK3nrrLdXrdZXL\n5VC5c2xsTI8++qiOHj2q7u5uzc/P68UXXwyeZ87YI6QTMkDaMmzJbSK0+NChQ8rn86GPGxvb+aXI\nMoYoxY3wDnF2GMrTPZlu6LmB58+92z7+hiHkRgHsIM3ZZn8dez3YUH2ufdP0v+M5575umKVttHie\nPX+ru7u7hVxwY0dSyGFG73oYj6RQpIp1i6GFHpe2QSl7AFEV5PIBKticMWQIeXcG16tVep/5/Obm\nZsjdLZfLkra9kngYp6enQ0gm7LUTK5JaqoWS35zNZjU7OxtCPfFcMmbxmnTDJwZ6jIUDLw8JxZBx\ng809kTGBQMgmerzRaASw56GeHBmEfvLoBcbRvQ1+3ALPhjHEUQ3ocC904FU907zaTm7E5IPLr+/Z\nu7ru/jXXUf4ev/3HPdd3AnRxi2WCv50ki5vLTSwfaYa0121wOUwz4Fnb7jnzomwO5Nwr57pS2gaA\nPnZOymEb+H1Ym5BaHuXGdyGXsbHQkQsLCyFFh3sDegB6hUJBc3NzLSlFhMjj2SLKi0ImfmyPg+Sd\nZMSf93bzDzhjHgB6ADwi4ajjsbGxVSsDAos9Ym1tLXj1Go1GICAprsjRZbFudKCNriN3jyr3uVwu\n5PfFoPd28pkmj7ED4Hafvdt230AfgutMN5sVxv36+nrIr3NjhtcIuA8oGyKbMZtqLpfT4uKi+vr6\nQlhVe3u7FhcXg0cGQWUTdYOFjRrPEwASQRkZGdHFixc1NDSkyclJHTt2TO+++66Wl5e1sLCg9vZ2\nXbhwQY8//rhOnjyp+fl55XK5UGClvb1dV65cUSaTCYaIj0k2u5UrMTMzo56engAGYJrr9bra29tV\nKpXU29urmZkZLS8vq7OzU6dOnVKhUFBPT49WV1c1OTkZjlxIkq0cxM3NzZB31tPTo9nZ2aAsAKVX\nr17VtWvXVC6XderUKQ0ODurTn/60zp8/rytXrrQYi729vapWqwF0vvLKK+rp6dH8/LyOHTumer2u\nS5cuqVAoqLe3V8ViMRQ+kLbZFVeILBiUkxtzUmv4T2xUOgOFwV2r1fTOO+/o0qVLOnPmTADEhFkm\nSaLh4WHt27dPR44cCUbdr//6r6vZbAZPMYacbwrcA9lBnh588MEw7n7QupMX/GYNxMxjDAQYExg9\nlD+GlW92u+3jb2wUru9cPqVtQMbn/btphi3NSSm/Dp4uQIrLphsdfi83tDH+0T9+1IKHRbK++C4R\nCxAWHrkB0YZOpr+APfSchwkRceGGk4cjMUaNRiOEndKIoIi9ax7+xLokIsKNrmazqbm5OeXz+UAO\nrq2tKZfLtexBGFR+JAT501evXtWhQ4davAm+T7l3z40h9B7kKGvar8F8poVzMrZ8RlKLFy+ufkwY\nFGPjFT8BiYyN58O4THrRFv6GzOJvN5jSjMFY7nfy4jm5l2Yk7+q8+9d87JFlvGIO9OLfO3l0eH03\nnj5fHzHx4WvPWxzlwA8ecVKKvP+xTkYOHZSgi70/6C8AnOtg5D2WdX8PXUjxt83NzeCAgORiHTuQ\nw36FfMlmt45x4uzkbDYbyGk8YFQ1Xl/fOtaGYnteewDCO84jdlIw9oR6tJU/ezye8RxxDx8fvJd+\n2DrgL85HRoe2tbVpYWEhRDNgu0FwUcGT8XSSMX4WQC9ePvf0eQ5jbKf6c/nv2/0dt7+rx+++Vu/M\n5/Mt7K8zyWz+S0tLLYflspC8QIsn+Ht4ptR6DhuLl0mAmWbTJjkVRpK4ZgTFjQcq1LHRX7lyRXv3\n7tX09LSOHDmi48ePhyTO1dVVXbx4UZ/85CeDJwkjv1qthlC/Wq2m0dFRJUkSmHVnS2ZmZkI8NmFI\n3ubn50M4EjmIJ06cUH9/v/r6+lStVlWv13X+/Hnt379fnZ2dunDhgo4cOaKenh5NTU2F5z1z5ozK\n5XIAOmfOnAm5aefOndPQ0JD279+vhYUFTUxMqNlsamhoSBcuXFCz2QxHclChtbOzU08//bR+5md+\nRktLS7p69aqGhob04IMPBpDPIvVqUSw0zzHiPanVcMVYREacNfbwodXVVb388ss6c+aMJiYmAtDz\nioo9PT3a3NzUE088ob179waP86uvvqq3335bklo2B2QLQ4qNb2FhISgecibxXKCEnNhIkiTkQXqI\nBz+eT+UGfbwRsp5oXlhit338LVb0btQis3h8MS7SruHhmbznIILrx39DIrC+HPzFpAnfwdhns0VP\nSltAwqMtCGdGn6O/OaaFe/MZB7nNZjOQWL4JYhzgLQfMStsgyMGgAz/uh5GAweIh+2z0k5OTKpfL\nHzjnkvGu1WoqFArhOIdMZqtCsfcVY4zCYIzR2tpaqOrMZz0M1w2gmLz0MFW8iQ52PGTKgXHs/eB5\nnQlnXiGe/MBidBPGTvzayTh0ladSSK2hWx66jo71Z00zglweY1AXryFvjM3f1SDabX+/Fu9DMZjy\nFhu8sdzGn40Bkf/P75MGIqX0c9/8GugRZJh1Qt6wf8b/9iIi6BcHmq63/X++DiS1kClxH5FpdCu6\n0iMAGJvYExiDRhpgiYZupTI7gKirq6sl0oJxBdgAdrq7u0PBPjxf3d3dwfPvIbE+xzHBE88tYCwe\nf3Rao9EIgA/Ay28n/rDfvSCVAzquiy50gtHlyefNi1TFgM8B4k6khuvzOwG8mOz3sbuXdl9z+lZW\nVkLoC8IIQ8qDsYljmLMY+J7UmqsCGGSx8P2VlZWWPBSPjWbTrFargZnEEJG2FiPJ+gigL9a5ublw\nzl2pVNKFCxd06NAh/eAHP1C1WtXU1JSKxaLOnDmjQqGgYrEY8rK4340bNzQ2NqaVlRWNjo5qY2Or\nshKVf6ampkK+GAuPHD9Aw4EDB5TNbhdRaDQaIUQ2m82qUqno+vXreuihhzQ0NKTjx48H4DUxMRHK\njpMns7S0pEOHDul//I//oaWlJZVKJV26dEljY2N64YUX9Gd/9mfq6urS4OCgZmdnQ+VQmOMkSUJh\nlH/2z/6ZnnnmGS0sLOjkyZMaGRnRo48+GjxSAFhAjzcHcdL2AnAPLArTDSTCtlh0S0tLev311/Xy\nyy+HPB0KMeAVbW9vVy6X08jIiAYHB3X06NHAkDUaDf3Lf/kvg7z5cQ8AW3Iy3ZMBWzgyMqJyudzC\nmgPwvcom+UwcQ8LzIi8O/PCmSAreGPfYoPhqtdoHKi/uto+vOcPshjk/Li9uFEgfZEPTwFrs8fCN\nwI0Ifw2Zwr2cUImrodFn5JLv09rb21WtVkNIuIdfUggA8EkRFgCotJ3bSMEB9gT0I2QWn2VDJvyb\nzZ0ID0AQn0cnuq6ALd/Y2NDExESINvCiBxg8VCLu7u4O4AliyD1p6B7yZLLZrKanp5Ukifr6+oIc\nsN59HmkALQwSLyiGbkQHYFCRduDywbUBd57H5yGe6KP4uAZ0jo8tBK3LKPdnX+K3R1Z49Tov4BK3\n23lwYgPHjZ/YgEy7zm776NtO4/53BeG3A41p97gbTx9/02LvEfID6OO6HgUQG+8xWI0BprR95p2T\nSvQ31u28x/WxaT2CzXP8sEshZ+J1zGdd56+srIQjCSBwAFKuM9CHXpwJQEcl/Hw+H6LJurq6Qj40\ndlsclRXPy07y4UcrSNsVUp2QbDQaAcDyP86/dkcRkSaesxzn7i0tLalSqaher4dQTyfZ3WMNiUXV\ndq9K7MVb3Nvnz54G5NL0nL+OCZKYFLubdt9An7S9IbFhYFR4KW42CZovDvf6xZ4NBN1LiHv+icdG\nO4vhuVAY9hToIJ8KYwPgNTExoZGREY2OjmpiYkLDw8NaWVlRf3+/Vle3zn2rVCr6iZ/4iXCW3okT\nJzQyMqKZmRmdOnUq5OENDw+HxdDT0xOY2c7OTuVyuWAUtrW1BWHFWwhIXFpaCuXHR0dHgyEyOTmp\nsbEx5XI5TU1Nqb29XZcvX9bp06dVrVbDeGcymeDlO3/+vAYGBjQ8PKxqtaonnnhCf/3Xf62JiQl9\n+tOf1l/91V8FQP7www/rzTffDOCjVqvpgQce0C//8i/rqaee0te//nX19vbqC1/4gpIkUa1WC/PF\nPDOHzAtj76XMWQQoQJSZ54bAzklb7NZ//I//UZVKJcw5gGpjYyPEYXd0dKhcLuvw4cPau3dvKOKy\nsbGhr3zlK6GkeSaTCdX/iIdHKczMzKi3t1dSayL4nj17dOjQoRBegTGFlxejnf6xNvCOYGyz0KkI\nyHcwAJ0tZNzSjKvd9vE3lL4DLN8IvIoZLd4k05hwrnU7QyQNOLph7t9DV0I8Qc5hOHBsAQQELGpn\nZ2eIniBqQtpaf3jJkiQJjKvn3EF4eMVMZ9rb2raOSVhYWAjkG+DIjTkADZ8BXGHIbG5utuTYNZtN\nNRoNJclWuDW51TC3EFluVHFNisGwZyRJ0pK/CwHW09Oj6elpNRoN7du3L6xj5huDqNlsBiMDY1Pa\n0iO1Wi3of56Ztc3Y4EV1Q5IxxCBifGJGHPabXBjGi33UjQt0NEYwxh0hToS2A+x4TT8xlmK9FBvC\nsfzH4Zyx0eTt7woydtvfr6GHYh2WZuzfqcWePQdxf1dQnyYrO4EODxd0zw0kBzoR/cP76CIvzIa3\nyCM1PBoj7f70C0CGvkOvoIPIy0Uv+HErkG6QyTy/A7h4fEhzwrbgOSUFzz1gj/PocrlcOJMOfe1z\n5DrpdrJA/+K9Bt0E6ENfYYt7sRYHqkQJogfZz6jYyTXQhXNzcxofHw+1Nhh/nh0ZYFzI5+PsZcbB\nKxinRTTEz54mzzvZAXFLiwq6Xbtv1iCGLGDNN382WE/yJySOvBJnX+KDb1lgGBB4khj4tbW1kD+2\nubkZklvZvF0wYW89ZClJEhUKhcAY/Jf/8l/0W7/1Wzp16pT279+v2dlZ9ff3a3NzU5OTkyoUCjp8\n+LAmJyeVyWRUrVbV19enSqWiRqMRGOZSqRQ2fsI4Ec6+vj6tra2pVCqF8Chpy7uzZ8+esDiWlpZU\nq9U0NTWl/fv3t5wD12g01Gg09N5772lmZiZUbpK2j3rAwDl27JhmZmb0/PPP64033gg5b5ubm/rs\nZz8rSXrppZf0wAMPaHJyMoBgKjwtLS3p85//vH7u535OAwMD+s53vqP29nY988wzYew9XrpQKLTk\n2eDFo0BCs9kMoUgAJ+QCACVtg0UA2fnz53Xy5ElVq9VgIPFZFNyePXtUKpU0MjKijo4ODQ0Nqbe3\nV21tW9VUf+3Xfk3T09MtHg48ID09PSGsrNFoBLnu7e3V4uJiMIAfeOABDQ4OhtAv7o2x5sY418c4\ndAPIPUG8B9DzjQVD0kM8dtnv+9M8ZCc2Yn0+HbylGTjxHMbeDe6FHKC3/D0vlrITIy5tV5T06o3u\n9QPoYfxICjoImZS2q8B5TjTvQ1I4aHMCjz4TecBaQsd4v/xaGEeEljLW6BqAWFxUhrNXOcCdc6j8\nCAnPPyP3Bf3kObV4N9Hj3G92dlZ79+5tYcCZSzyrGBv1er3FeKJyNGONIef5Jv4akEfYJoYRc+cH\nFW9ubrYATsbJPSPurYYUlRTAHHsuhk5ctc5DoTwMNG7Ibsxg344RT/v8bvv4WxydkNZib8VO/09r\nOxFbaWDudvf2hm5wEi5JkpajS5Bpvu9h7ugC9Ct9i72Krt/Zp31d+ef5PzoQ25N1yVErADwniRYX\nF8M6Z4whvPwoG67J/SGM0Lnr6+sqFovBviYlCy8f59Hh1QMApZHMTtAwvmlziR3v3ko/XsYjEtyr\nSQi6R0D53sRewZhz30wmE56boi48u88VcwCQAzB3dXWF8fDD2F3PucfPZXAnwspbmn6M100cyXOn\ndkfQlyTJPkl/JGlIUlPS/9VsNn8vSZI+SX8s6YCkK5J+ptlsVt//zm9J+iVJG5J+rdlsfi/t2vl8\nPnhPMHAlhQqbhMXBqPoDuwGFRwiB5nMe/omAcMxAXOrbz5XyWFwPp6FoDGCSzezatWvBq3Xz5k2V\nSiXNzMyoXC5r3759mp6e1vz8vPL5vIaGhnTjxg319/fr0qVLam9vV7lcblEmntN269Ytlcvl8Cyc\nWVer1QIoYQxYEAsLCzp06FAL237lyhVNT0/rwoULAeDhjr969WoLozI6Oqquri6NjY3pv/23/6YT\nJ04ERVQsFnXz5k1tbm7qySef1Hvvvafr16+rVCqpWq2G0Kru7m793M/9nDo6OvTaa6+pUqnoy1/+\ncgCZVIaTFPIPpe24dg+/5LgKHxtpu+AEBgZGWXt7uyqVin73d39XBw8eVH9/vw4dOqTp6WlJW57R\nXC6n0dHRUE0zm82GAi6EGOdyOf2bf/Nv9MMf/jCw2TGLR64R44xBWalU1NXVpdHRUV25ckV79uxR\nf3+/pO24enI+3TPh8u2KmU0G0OoePg8VRf79dZwvtdvS20el62KPGu9Japlz/99ObLkTFjsZVh6p\n4KQAm6oTWx6eKLUaKgBDDiyPw5DQ25ubW+W65+bmgnFPVITngLk3GoDjhWD83oQzAhI9FD6TyQQD\ngBbnnMEIo8OdAIHhBZChT0gBYB8h1JP78hwAHKIQVlZWQkSAM/2AUb7DZ9jX0jwg5GpjxJFyIG1H\ndDCXGH6w9eiotrY21ev1FqCHJ4Brw4ZjHHp5c8Yb0O+GLTLLWDuj7RU6vYKnyz/6OY39juU9BnIx\n+RF7vR3A77bbt4/Srrtdc8Pe37vd53f6HV8jNoRdr8VtJ5LAv+fhf9iYHrbptgB7Ou+nXTsGhYxD\n7LlO+x9rzkMasffwevF9CrC4nYRObDQa4RmwD7nnwsJCy5nFccoBoAYijAgpr1bpBfMYC/Smj4O/\nTiOk19e3CtLUarWghyClsHVxAnheIxEH2ISQXw76wAZcCx24sLCgarX6gVoZ3ufY2+chnfG5fDt5\n+PyaTgSkjUe8NlxGYnm/23Y3nr41Sb/ebDaPJ0mSl/RmkiR/KekXJf1ls9n8P5Mk+d8l/WtJ/zpJ\nkkck/aykRyTtlfRXSZIcaTabLb0i1IcQSowHNqi2traWqpqEh7BxY2Qzuc5YMBhsRM5yS1vHF1B8\nAAAHm0sRFNgCDJ8k2TqTjc8z0F1dXZqdndVbb72lJ554IjC6KysrGhgY0KlTp7Rv3z699tpreuyx\nx/TOO+9oz549unLlirLZrAYHB9Xd3a3+/v5wNEMmk9Hk5KRWV1fV19f3gU0OgMYGSugPXs9KpaKV\nlRUVCgWdPXtWs7Ozunbtmtra2vTcc8+pUqnojTfe0MTERAsjsbq6qgMHDujxxx9XNpvV1atX9frr\nrwfm+stf/rJu3ryp7u5ulctljY+P6/Lly8pkMvrsZz8b8sa++tWv6otf/KJOnDih1dVVHTlyRM8/\n/7ykLUFfWFgIRh5jzT3w1PKcHEzP5xH6uAiEtHVkxWuvvaa/+Iu/0Nramg4fPhzka2BgQGNjYwGQ\nErrJ/2G/cdOXSiX9q3/1r/TGG2+E0DQPaZO2C8fEZeWLxWLwql65ckW9vb0aGBgIjCJ5pxhGbCgb\nG1vHinheEwYdAJfn7+npafGaYJi58Sxtn1GIIb3bbts+El3ngMvBVGzYuuKPw3/8/bi50ZB2Lf7n\nTHXMLtOcpYZYqNfrmpycDNXa1tfXQwXLhYWFUOSEfFZJwWvGNdD3DvykbTAnbRM+no/H6zifLJPJ\nBH2J7OOx8rwUWvw3xhLgizXt0QBEYVC0y6uPEh1COGiz2QwgEsOAUEYOeocd3qn4Cf0gSqFWq4Uz\nTvGMEhJP4SjClZgX9xCsrKxoaWlJjUajJV/PgR/hawA/DCLAZ7PZDHutjx/P4IYQ+y16ErAM880z\n8xMz/TFoiwFxvA+68YyM387DtNta2kem65ij2DsctzTwFxu5sYzEniLkPTaSY1IgTS6cZPK+0A88\nTB4lxvl0vlY9FNJTNSS1EFMOAhz88pr1hA3kkVA4AJaWltTe3h6cJaxxiC1JLa/R+zgvvJhhs9kM\nOdGQPhA4FJ7Ck+U/hUJBIyMjH8jn88qg6D6eJW0OfA5dBnBcVCqVsIcwHugnvy42ILYi+hg9D+CF\n1EL/UaVzfn5et27dUrVa1dzcXAtJ5Z5Wrs28k7/oOX3oOXcc+V6GvKXJ590QIWly7te+m3ZH0Nds\nNiclTb7/dyNJkrPaWvT/i6Tn3v/Y/y3pFW0piC9L+n+bzeaapCvMraG/AAAgAElEQVRJkrwn6TOS\nfhB3ntwIz+1C6DDOl5eXgzcEoQKksNHHIU1spq54PDSHycEQgA0olUrBIGMx8zkvlcuG5izyd7/7\nXT333HNqNBqanp4OlTyffPJJHT9+XM8995zeeOMNHTp0SOPj41paWtLg4GDI/avX62Gzr1Qqajab\nGhwclKQQJoRnaXNz63iFgwcPqtFohOICsAwcjbC5uamTJ08qSbZCCZ999ll9//vfDzks6+vr6uvr\n082bN4My2Lt3b/D+vf3220G4n332WXV3d2tqakr79u3ThQsXdP78eZVKJS0sLOjo0aP6gz/4A/3K\nr/yKvvCFL+jtt99WrVbTj/7oj+rQoUPq6OgI+SIYFF6QJJPZKoYibXv+crlcADSAQl9EgKZMJqNK\npaJf/dVfVblc1rFjx0IBmevXr2twcFD9/f0qlUpBCeNJlhSYesIVhoaG9Du/8zt69dVXgxxRbAUi\nwsOwUJr0m8IPeDGOHj0aispI25VrMQJZ9IAyZ+j8N/12I5jNByUFAAVY8n3WyG7buX2Uus5/p22A\nsJC02HMbfydtw2AtxIYPv9OIEzc8HGT66/b2raNtqtWqBgcHg4wTau/VjynSgpcLWWUDzWazLUWK\nAHXIKp9Fr3pIPey1M6kYZBCCECaSQrhP3ACXrH8KYTkIJgSdvuHx87wYwIzPL0foOMiDfea16x7W\nLuPOs2Bczs3NKZfLBTLUPREO8GDmmbs41DXO4QMAwpqjh+mX6zUMsdgL7LoYWcXgcyCIjmLfRlfF\nBrw3ZBgPa5o8+3fdSIpf77YPto9K18UtBnzonjuBvbS2k7zsJEtpoCImuugfa8XD3vGgsddjk2J7\nsr+jT9BLvpZYo752nNh2vR5/13NrPfKLXGtATb1eD6QQthXEDR5AqZU45n/oYmm70Ex3d3dwXACm\n0G35fF7FYjEQfQA+SBzfg/wZY5uGMfE54rnIU6zVasGOY5w9RDP2vLmMOMHukQyQXTw7pBhHq7m8\nulx6pAL7nHv5HPB5Ll+abrtbOU8jMOLP+JjebbunnL4kSR6Q9ISk1yUNN5vNqff/NSVp+P2/R9Wq\nCK5rS5m0NM65kxSMcVzPCCGGNAYrk4AwufsZBpVF+35/JW0vJkJs/H8AORYBRgWbqaSwWeFJ83wT\nUP/s7Gz4/9jYWKjoefbsWQ0PD2t1dVWPPPKIyuWyXn/99RAS1dvbG5huGsBqaWlJSZKoXC6rWq0G\nhbO+vq5PfOITWl5eVqPR0KlTp7SysqJPfepTyufzWlpa0s2bN/Xmm29qbGxMU1NTOnr0aDgrj4TY\nffv2hXy83t7eEI766quvhvCwtbU1ffGLX1R7e7suXryow4cPa35+PhzpALgslUr68R//cT333HM6\nffq0bt68qWeffTZUG81msyE0tV6vh7MGUXBU95MU5CIGOxiIDo42Njb0rW99Sy+99FKopveJT3xC\nExMTunXrlorFYljobpig4JhbknBLpZJ++7d/W3/yJ38SPMjIGqyRH6TOtfFeIMvEdmcyW+XdOzo6\nwvdhhpA9N743NjaC4oZwcOXtpZo9P9EZL56RMXImcbfdXfswdV2ago43F96LPXH+/Vjxpxm6sdcj\nNpDdyHAQiHHC5h0bKkmShI3YwR7n0nmIPQVFJH2AXMPThxcbMBGHOMFCuyEByYaex/gC+HmBFcKt\nvNBLDKozmUwwnjiaJpPJhLxbCB7fEwBzGH0APEjCTCbTktPhzC9eMJcD1rznfWA0AAhv3ryp/v5+\nTUxMBM8kuYTMFSSag3j2TAxXP6TYPQjMb+zxwJj1KoB8zp8tNm48IoJnQScB+gCVO60V11vxWoiJ\nDH8/bc3tttu3D1vX+Vzs5Om7kyfjXpuTYH4dZGQnj4iTCr4GkXNAAzaftB0NAGELIe3gw4kKJ19Z\nY95YpzQAF7rOgSBnPi8uLoZ1T5hjkiSBvEc/kyrlz+798IgTDlknpSqbzapUKgU9w/nRkONeAM/X\nt9S6flnDLguu/9g/eG68cEQxOMnOeG1ubobUJgf5gEAcDIyPF38hP3BpaUn1ej0cUA/hSPN9B7Dn\nOX0AP49qcDIMOYpb/F7avnwv6+BeQjsl6a4hYrIVAvAtSf9bs9ms+/+aWxJ7O6rmA//zRH8/QwMw\nEIc/wbpK2w/p5cP5PILhXj0WBP+LPUUYLp74isHvCessJlheDARyWF555ZWQEwKoJXcQt/g777zT\nsoGROEru2sTEhB544AF1dHSoWCyG/DSUwtramoaHh9VsblWgHB4e1o/8yI9obGxMJ06c0KlTp7S+\nvq6rV68qm906B3B0dFSXLl0KY5bNZlUul1WpVEK4wPr6ug4dOqS5uTmdO3dOMzMz6uzsDF7Iv/mb\nv9GDDz6oYrGoN954Q/l8Xr/4i7+ozc3NcA7gz//8z+uv//qvdeXKFY2NjenQoUMql8th7vBS+VEE\nKCwUU5IkoYywg6nm++EWKGZk51/8i3+hP/iDP1BfX5+efvppraysaHJyUvv27dPKyopGRkZ048aN\n4IFACQJGu7q61NfXp3w+H0J1//iP/zgs2L6+PiXJ9ll8Hr4bh6qRC0hFz83NTR0+fFh79uxpCZEi\n9wY5jRULc4tMey4RxhLGIp/B8HSiwxWrA8Tddvv2Yes6ZzNj9jlW2L4Zu167HbOXZkCleU5cnvw7\nMfPNBu6bNX1oNBqBWY69MRQ+yWQyIToDrxAkS5xPCFDzZ/cjTRzA8UzOCEMAORgkX8MLQ5Gf46DH\nc/6q1Wq4P9/LZrOheqe0ff4VegOgyQ/e+2w2GyrbUc0Oj58bJt5XnxM8ZD09PQEEXrp0SaVSSZVK\nRbVaTUmShLAkdEGtVgtVmzmTFe+oF29hbB10uTx4KBVGJ98n4sU9eK5r+O0hXs58+xjEa8Nl18mI\nWEb979izs9vurX3Yum7HDxph78SOg7XbefzSPHnx/+/Gq+KePZp7phw0Aqq86BHrydcq/cdOjQGo\nj4GDHvSq54G5hwqyxvMK/W+OFEDP8gyet+xgyT3/gCkntYlmQv9AhOdyORWLRfX19alQKKhUKqlQ\nKAR9hx5wAoixYDw8ny4eDz9jLz56AU/cwsJC0GuEtnqYJ3oSBxHgMT6GBr2/uLioer0efjx1IJYr\n3ndCLgZ8niblOtHlMk1vpemuO+mzv6+euyvqP0mSdm0phv+n2Wz+6ftvTyVJMtJsNieTJNkjafr9\n929I2mdfH3v/vZb25ptvhs4PDg6GIwvwBmUymVANEeOHQXXmwhcRHpE4lI0FAOjAkyIpVHjjMHTc\n+rCVLLA0rxOsSldXl5aXl/X1r39dR44cCUc3ULQE4e7u7tb8/LzW1tb02GOPBQAC23zz5s1wFAD9\nQhFiIBQKhfDM2WxWk5OTeuutt3T16lXlcjkNDAyEUCJir69du6bV1dVg2Dz55JPau3ev/vzP/zxc\n59ixY3r99ddD1dHFxcXg+bt48aKazaampqZ0/Phxtbe362tf+5pefvllFQoF/eZv/qZqtZrOnj2r\nnp4ePf/88+HYAkIKCJPCcJIUjC4UxPLysjo6OjQ4OBgKuXgIkZ/vNTs7q7/5m79RNpvVF77wBV26\ndEmNRkM/8RM/ofHxca2tram/v1/N5tah8eQ9Mo7vy3W437vvvqvf/M3fVKPRCMoeL6Hnoayurqq/\nvz8UrSAvyJlrQDRyTVhuJrN1dMbw8HDIIUUxMjbu5aR/Hh4Xl5vHM4PnD3nj/+fOndO7774bnne3\n3b59FLrunXfekbQ1Lxx/Im17UmIjwX+zPjxn0/ra8pvG5uoGTBoIdN3iAJP3nEDgvVu3bqlSqQQj\nns2OtQIQ44gZSl9DYkhqWfP0xT34nqyP7kaXsi6IDPG8a9ZqNptVo9FoCVVcWloK48h647m479ra\nmgqFQhgv8vE8L1barjxK1AgADQAL4+5FD3z843w22G4PX2f/yefzIST+zJkzOnDggKanp8OehReS\nnGJKtccePI9OwVjy8XCDDH3tBV8IfYNccm+HGzuMGwDPDSLft2NvkMsl4+KkVSy7zorTzp07p3Pn\nzmm33V37qHXd8PBw0HW8hzy6jtoJ6L3fx/DdtM+7HvHm+syJM17zXfSc98sBFJUw6QPr3D0/5BL7\nvksf/Lm9n9zbQUrz/SgFQJlXpOQ3BfzQZ6xRJ9K5p3vy45xm1ifh2w58iXxqb29XqVQK3j2OJiC8\nE33lOboO8pzYTCMqvZgK+h5gBtDmOAo8dx5e6XYZthfewenp6RawzjwC9mZnZwPgSyMj+dvnGf3n\neXz8IBMO9nby2N3J0+djlPZ93j9z5oxOnz592/WT1u6memci6Q8lnWk2m79j/3pJ0s9L+tr7v//U\n3v96kiS/rS33/2FJb8TX/eQnPylp2xPHwvFFA4vgrIxvXhjXHu6HMLnAwVqQh7K+vh6SPiWFMrOE\n1tEHGGeEwr2TvOZvjkb4/d//ff3Gb/yGhoaGND8/r5GRkXCQL+7oQ4cOtRj70laZXRYU3qPOzs6Q\ns8f5Vx0dHZqfnw+xzqVSSQcPHlSpVArlba9fv67Ozk6Njo7qxIkTIb+s2WxqbGxMDz74YHChk8/S\n09OjW7duaWJiQplMJlzvzJkzWl9fV29vr/r6+sJRELOzs/rWt76ln/qpn9Lk5GTI+fmFX/gF9fb2\nhgVHI9yAvzEIUBCzs7MhXOjWrVvBUMAg8TwYQgo+//nP68KFC5qZmdFnPvMZXbhwIdzzypUreu65\n53T58mV1dHRoampKR44cCUqlWCyqu7tbpVJJ3/nOd/T7v//7WlxcVKFQUKVSaQFZNORlbm4ueAuK\nxaIqlUogFHi+4eHhoBzxFG5sbIRQz/fXVvAOxkYa/2fMeI3Cxoj2cGbvJwr92LFjOnbsWFCw3/nO\nd+KluNvebx+Vrnv00UfD38yzh9qmGbX8joEf10jzFKZ5ReLGhoGO49rIDNdx2XKm0vUVG2CSJCH3\nGk+SpKAXPcICo4A+En4pbeUuo9MxdDBk0IN8l1BGyBTIJe7T1rZ9fqB7EJvvR2nEjffW1tbCEQyM\nhefyMhbsQXizHNRIagkBcqaYPc33uXguMTY8BxCP49mzZ3XgwAFdv349HPXjBWY2NzdDjjyvPfQ0\nHiufCwwwB33MQZIkLRWMIV9dLlw+/JkZIwfaMaiLQbD/HRvSsYHN/44ePaqjR4+Ga7700ks7roP/\nv7ePStc9/vjjklq9Wu/fL7zP/2JyKq3djrji/+6h8d87eVnS9COyhCcb/YzHCPnGARDrS+7hUWQ8\n307hdx62yX0ZF2xLJ164l3vTsGe8eAl6xu3pGPQ5OeMkHK/RO7lcLkQ4ceh6LpcLfYBw8mfld9o4\n+1pnjPnNeLjHkPfRTXweso48SzAEeXoU4XHwSDpUrVZTtVoNR//QL5fNWEcx9tio/ttzlW8nq2ly\n4PtwvA5i7ON6sNls6pFHHtGxY8fCfvvtb387Rco+2O7G0/djkr4q6Z0kSd5+/73fkvR/SPpGkiS/\nrPdL+77fmTNJknxD0hlJ65L+12bKqqaj5PGFDr0/oYAB3NHOXGxsbASw4nl9sUEhbefsedluj3te\nX98+FoKB57rZbDYsNibZDTYEG0Olq6tL169fV3t7e/DScd5bNpvV3NycJiYm9KlPfUpvvfWWyuVy\nWDgcrA7wZGPu7OxUrVbTysqKBgcHA6uzZ88etbe3hzCefD4vSZqcnFQ+n9cDDzzQArIo/c1iunjx\nokqlkpJkKyfm5s2b4aDharWqJNkK5err69Ps7GwAHNlsVk899ZRu3rypf/yP/7EeeughfeMb39Cn\nP/1pPfjggwHg+MJhcbF4eTaYcY5k8DGm3zRYfcA643Do0CFNTU3ptdde00/91E/p/Pnz4XgPP+oD\n9qyzs1O9vb3BA/fDH/5Qv/u7vxs+Lykw/ChT2DzPm0EG6vV6AKcUXOA7g4OD6unpUZIkIY9yYGBA\n76+TlmfEkHT5R46dhWfdxEYzhp8bcG1tbcF7ynPtttu2j0TXuXHKRsLm/v51wmdjRtv1UZpnBCM6\n7Z5czzeWtH45qPTNFnnyvmMsAC68YluhUAgRCuhDcv3q9XoAiOhpruP5L3j4Y93v4d5u+DSbzRBy\n5WGYhFjCmDthBwhhfCD6/EwnqiHz3IRpxoDEgZzntsD+ehiXe/h8HmMjges68PNrnT17VqOjo6pU\nKrp161bQ2xCX6+vr4Uw/xjsGS8yvg2IMSH7YN5vNZshzdHaf3w7o3GDmGXj22KPnc+hy6rKbJqf+\nXgyg/b3ddtv2keg6nwffj+J9bic9R4vBm7/v78XA/268HmmAxGXO0ybIAUN+Pfoq3pPdXrkTmPWI\nBX77tRwsuudRUks+Lp/lGu5McNDCZz3NxCMUWLukK3V1dYUaB6QmUb3TU1PYf7wvaWDe1zjPL7Xa\n++wJsU5hjn2sXJ/yv0wmE0JCiXjAEVKv10NF5FqtpuXl5RawDsByoIX+8h+8jE7I+TXi6IQYOMbA\nL01u7yQ7XDcNmN5Nu5vqnX+rnXP/fnKH7/x7Sf/+dtdlkMgDIZ/ONygqZWI4e24Tnyf3jkRK3ndG\nkeMZcJdLagm5iVkWvEosHs+vIuQTFoTNMpPJBGDye7/3e/p3/+7fBUO/ra1N+XxeZ8+e1T/6R/9I\n7733XjgXBMHEw0e/iVteWloKZ8o1Go3grq7VakGQqfzJUQp7927lV587dy4AH8aIqqIAu46ODj35\n5JM6ceJEyK0bGBjQ4cOHQyhho9FQqVTSxMSEjh07pmKxqBMnTmhkZETz8/P68R//cb344ovh8HlC\nJL2c8fty0QKkca1jWKJY44WB8UNxFC8HvH//fi0uLurgwYP6r//1v+pzn/ucFhYW1Gg09M1vflM/\n+7M/GwrirK6uamBgQO3t7fqzP/sz/fmf/7nm5uYCmIPVol/Esy8uLrYYhZRw58B2aevMSZ6rt7dX\nuVxOQ0NDam9vD0nCHM8htR7CjhJztoeF78eKAIphvbwKrXsEJQUigVBkPB+7bef2Uek6qbXQSpqi\nxtBIC3vie+55c1Y5Jrlig9evBShxEOgGt78fGw2E17jBMjs7q1u3ts4SRdYgTAjZBHzV6/Wgd5F7\nQpo99JAy4uhWfpNDiw4mAsLP0yJ/jusR2QGBg04jZJTPE7IIecLnHZBC0nlIlLSd+4f+IqSTsQWw\npRm1HkbrYw2rzPhxlMytW7e0sLCgkydP6uGHHw4MNmMOuQlRJekD59c62POCEXFYGSFncfimh2ui\nk2ju6XN54xpusDtAi1ntuKXtC1w/vt5uu3P7KHWdNwcuTiDFnqE7gbbbzasTPi4LO8lD7Bl0Pec6\nkb+JsoJg8j6SW+cFV/h+HOqIzsRDRTQD9pzvEdh2novmzclf1iUEMDYvHj1sDvQBgKlUKoXjqxg/\njpYiZ4/D2b1oSyazfdSWRwzEc+t6zYFRrDMYGyfFsPE8+oAwd55lfn4+OCbQMUtLS5qbm9P09HRL\nHmalUtHy8nIY0zQZcPIoBnJEphHmymH0XsTFIx7SiKc0ktfH4G4IC1os37fTnXG7b+X8HFl72Azv\nOwPL5kuIIv+jIRy+6Bh8d+9yrgjCisem2WwGgfLFhcdmeXm55SwpruGDDmsiSePj42o0GhobG9Ol\nS5dC1c1sNquJiQktLCyESpPeZzyOuKAlaXR0VD09PeGsJUDL8vKybt68GYz9RqOhPXv2BNBL5VMM\nolwup0KhoNnZWfX09ITcP0n64Q9/KGn7TKyNjQ29/vrrKhaLamtr0/z8vEZHR1Wr1TQyMqK5uTnN\nz8/r0Ucf1erqqp566ilduXJFpVJJ9Xo9GAqAc2eMcYlTQAYvGUqHYi0wTYR3eRgC8tLR0aG9e/dq\nfn5ey8vL6u3t1Te/+U199atf1cTEhA4cOKDXX39dn/vc58JCX1pa0ttvv62ZmZkQBiBthfjW63Vt\nbm4GQ5H+4N3LZLbzPev1elA0/OBxW1lZ0dDQUFBGfuQGsegelsZ6QHGjPBhHl1OMKMYMIE1zxgsW\nivFKy33YbR99S/NgINMxwye1enZjxR6z3ml/++s0o8e9Ji5D7g2KQal7kN3AghQC7AGauru7wwHC\nyF8mkwm6zw9vRwcApgCY6HiMGXJf8B5yjE9cbASSi36Tc83aYd15GJMzuKzP3t7elpBN1rfnzwBk\nIAel7Zw9X8c+5mnGEOPpgBovIjrTj+Sp1+t655139Mgjj4SwJe6BbvTKg77+4/AxQjjZE6n06URT\nbAB5iBPPHhvesfGTZmjFhvlOhnrMasdGjq+t3Xb/WuyBuBdj1K+x09+302vSB6t3+ns0B4neAFDe\nf/ZSSCcPk4awQmc5YMSuY625R4wxwWZ1x0Em01qIxHNr3e4l6orr+DM4eQiBRn4iOoVKws1mMxQb\nRJ/zDO7d8sgI7p/mtXKvXzxfrt/8fx7Z5nuFy5Lb8zwfhDfh75CJ5O9BCPrfzJeTbXH/vc/0w/P5\nAHrsF+4RvB3Y85ZmE9xJpndqO4XS7tTuzS/4ITYEzjdLGMlsNtuS3OmbF5Pu4MzD7fg+hwF7qMnG\nxkbIG+E1G7SHr3jOB+c+AUb5nrRdCbNQKIS8QgSAAyYJu8xms+rv71elUmn5zNzcXHCZk7DKZnvw\n4MFwMPjGxoZu3ryper2uJElCDp7nzVy9ejV4FynpWyqVApDA4zkzM6M9e/Zo3759mpqaCiAWw4Br\n4hbf2NhQpVJRX19fOGdwYWFBk5OTymazunLlSsvY41HCqHCGCZYLAwbmCwZ9aWkp5MIxpr6wMFZQ\nXpQR5qzC/fv36w//8A81Njam1dVVnTp1SrVaLfQJRQvY4/qcc8X8IwNuBBNGxqHQKOJmsxm8ebBA\nw8PDobgCY+o5jGnMEorYCRHfZOgPfeY1G0fs4YbcQNacKNltH3+LN4QYBDrjHb/P5x2o+TVoMTBM\n+0xMsLkx7mGkNAdJvjFzLcIJ6/V6ywHfePUAS2yKFLMij5scXowU1pWvUe5769YtNRqNlqgHwCbg\nkeR/fig0w5ohKoL1wFE+kDcUKEFvedgnOo517sYQOom/PfzJgV+aIetGZpwrwmuvAspcnzx5MhQD\nY1/EuINU8CqAcflymHTCoDA02Vtiw4fr0i/6xrPHxofLOPO6k9zHOjGWXT5zJyBxr6z5bvvwmpNV\n8Ty5dy8tquFO3r64pUU1eLsT8RXr0DQvjes8B2nIfuytZM35dRwMsF+7Xes5zNhAVLB0vRfbwD7G\nTgxxf7dh3G7C9opJJ66DXkT/SGqxMXz8PDTcx4Jx9b0jJtxc3/mPk2DYhvQhrmTKePlRVh7VF1fx\n9L75PKfJocsPe4JHOaCLY/I+bS9Pk8t7abEsxzJ6L+2+WYGNRiMwCAA4PE8U42BxsCm7MQt4YJPF\nyPCYZtgWKkfS8I7BFFCGn9AfF2zCjKRtg2plZUV9fX3hM4AAvDwASwyDJEm0sLCg5eXlUPQDNnb/\n/v2hH5VKJYwDRw7AvPrBxKdPnw4FB9ra2lSpVLS6uho2+8nJyWCMDQ8PK0mSkFMzNTWl9fX1kIsm\nbYUvcBYgC57jC1BspVJJjz76qJrNreMERkdH9aUvfUmNRkODg4MhRJXiJhgiLFSANeMJ0FpeXtbQ\n0FAwAAFLAHJpO9E3ZnxYfMSlJ8lWTlBXV5e++93v6plnntH+/ft18eJFHTt2LOQDlkqlYDhSHdPn\n3D17KLXBwUEtLy9rbm6uxZBdXl4OhnhHx9YB9BypwdzRx56enhBKTEl7FEqSJEGOfIPw39J2jqoX\nctnY2AieD2cnGS+80x7Pv9s+vubGqrPfsXHAe/47bjHwi70nkEfSBz0radfy/tEwXByMIM8rKyuh\n0IlvNmtra6GyHDoDIJDNZoOH3IGI35Oqyg4OPAoCfYZ+X11dDR5DQBzeKZ4BlltSIFQgZgAtHrrj\n+YKEkbonFJIKA4u1xXcAhU5S+VzxLGnhP24EcT3YZTeI6CdFvprNps6cOaMnnngihOx3dnaGY4AY\nOyolA6Qx1Pz4CqpI02fXTf6aH57VPX0+rtyH38x9LDuxIXY7+Y8BodsEd8Oa77aPvqWRV/H/HCC4\n90u6N6PY9eVOZEq8zvy376tOlDhgQSfFRJKkoJPi5/IQR67DM7LGIPOpFyBtAU+OMMAu8WJKDpjd\no4au8GObnFhnTUNuUV24UCiEiK62tjb19fUFm7i/vz9UkydKzj1wUqsXywGf67FYr/nrnXQgOoWc\nca7r45AkScAHzAHzBNiD0GKs0+Qibc91sgtgCtDz6JAYyO4knw4GY6B5u73Zr5Om7/z33bb7Sv2z\nAbMZsVETmuIPDjBhYyb8p9lsBrCH0LW3t4eKS7x2rxxhQQCYeIIBjYTWcU88Yhgb7iKXFJLnKWZA\nGGOxWNR7770XDmUnrImNdH19+9DN3t7eUI1oc3OrAAttfHxcJ0+e1OrqqnK5nB577DG9/fbbIQQR\nb9f6+rr6+vpUqVS0vr6uAwcO6Pvf/77K5bJyuZyuXbumyclJPf/888pms3r55ZeDwcbYzczMhLH7\nwhe+oEOHDml5eVknTpzQT//0T4dcw4GBgRamHjc7RoSfsyVtGV+lUkkLCwuam5sL1TJHRkZaGG5p\n2+uaJEkAeQBCQGVXV1d4LkInaeQYXrp0SU8++aQqlUqIYx8fH1exWNTCwkLLcR3NZjN4iQkvLZVK\nAdy1tbUFbyxsmiudzs5OPfzwwxobGwuKnBh530SQc98s3LvA5gEAdRmFueNzSZKE9eOeG+See+56\n+u5fi3NXfAOn+QawExvO5zzM0kNLpA8yfzsZUcgL4AVdhr5zsoF74EnztUm/lpaWAkGEXtvc3Mrt\nxQvI/Ui094gPdCdeqCRJwmbtjDPsd6PRCEQTf/v3+by0pXfQTeTrcT+AlEc8eCluxoQNHtACWeih\nW948rNI98D5HaWw4Y0pkALnthBZBcqHvNzY2dPbsWR09etuCFTIAACAASURBVDSQWTw3xJSkwHR7\nRUD+xlBykgB96h5Hxs29fO6B9AqfPCPjkNbcWIkN8TRD5nZevnsxfHbbx9fS5t6JL5qvodiQdbl0\n4IZe4D1/7aRXHHrs69BJFt9DeQ1Z1GxuhUIuLi6GHF48T+gpQKCnpfAs1GhAf+HpW1paCmcxd3V1\naW5uLkQrOHmCgyQGfdiqnucnKQAmbKdSqRR0WrFYDIVayMfu6upSb2+vVlZW1NvbGwpzcV4fc+SE\nNnaPzwt9ct2GfodQi3P6aABS6imgW6RtTx86l7oGhNkS8caYclQDZLjrJSczeS7mib6i5zynkZw+\nfgMAIfr8WRzUpZEgd6PL4r0/7TP32u5beKdP1ubmZqjGGRssnt8Bc+rhRRhA0rZQ+CA7SnfG040K\nhIjqjs5UAhYxgPgOSsQ3Smd4JycnWwoDnD17NnjkWPRsxrDgvb29YVMm9piStGtra6pUKgG4FItF\njY+PtwAA+nvz5k21tbVpZGQkuL8HBgZUqVQCSJufn1etVtOjjz6qF154QZ/+9KfV0dERCjPwHMVi\nUV/84he1vLysc+fO6fHHH9exY8cCwxwvZhYAcydtLWoK37Awb926pVwup+7u7haQCyBCyTK2eIFZ\nlIAy5rZYLIZFisK9fv26stlsANTNZjOE287OzgbPgJdDRs4wXlD0cWgDIaAYfvR17969wRBlXkql\nUpAhKrF6GBxGkQM2AJ8zWNzbjS83Kl3JSgqAmw1it5DL/W2xkmaeHAi6dwudE3+PNeFgyN+nxbkV\nscGDvnUPpDPd7iniN3rSwzBdZ1My23Wrn3MVe8YajUZLtTVJYZP3s5v8nD30J8n8kCvVajXoAIwy\n9D7riaNzPCTRK222tbUFcIUBQlVlNwYYT5L5Y6bXQ79jT5+PvY8t4+sGh3v36I+HGqEP2tvbdf78\n+VBoQVKItIg9sugCGHDIuThs2PP23HDjNeQA7ztIdCMojcBwfc//vJgRfbid0ePt78J477YPv8Xe\nLp9zf30317jb+31YXt3bkWZEOex02LdXGXbwx3PzHp5C/o+t5zl8HqLooaWxl4/3M5ntkE1JLV4o\nSOl8Pq9CoaDe3t5QbwA7slgsqlQqqVQqKZ/PB68eEUpERsTEI2Mf7y3uxYsdKv4/J7tiMgkQ6kVS\nfM49NNYj4dBtgD63m/z7sQzFYamuj2MPH7o3BpE+LjutAR8/v/+96Lm0veRe2n0DfXg2stms6vV6\nmDQ2fPLcPBdE2g4DImzSw2eYBA8dwviAjeHesDQwIYThwYogZB5q6OwpybYYBIBNDIi33347gKBK\npaILFy6EDXlhYSEYP4A8XOyMSa1W0+zsrCQF0Ds4OBgE8cCBA7p27VoICSREFE/l2bNnlc1mNTs7\nq/n5+VDIpaurK7js3333XW1sbOiVV17RzMxM8Jb5Ictf/epXNT09raWlJX3iE5/Qiy++qEqlot7e\nXs3MzIT+zc/Ph7EnPIE5lbaALcVuyHcEALqbnOa5mCg1T6R1gw3WCrBGP/A2ErKQz+dVKpWCIbq+\nvt4C7vDwoeA5gB3WmyRh7yveuY2NjZBfyD14dmQZGWPMarVaS+gBm4bLsr9m83BgICn8j7WAges5\nRyQ877aPv6E3kC3pg8aKv74bhe4ewZi19g0r3iDi8Cb/O+6f1MqQszlLCoy3/49+kB9Gwak4dwXd\nR//YpNGLGxsbIRLDvVKAGC9msLi4GI4uuHXrlqrVagAo5XI56A6eq729PVTCZON24BfnbLD2nQzk\n+s5wA3aYb4wy1nQM8NPm0o2h2JuG8eVhp+wnGDrZbDacS8pcUnnY59Zz5b1IhM8j8+7hnGnsvYef\n+rjF7Df6yfvhOVIx6PM+3YkZ9899WABgt/39m89FrOt2+kwc9ne7+YwN7Z3u7e/Fay3+PO+nGeUA\nPAd/ePqQXT7vZG0M9hzMeb4t12ItcF88au5F5D6sfewdrstPHMaOBw3vHUcyYBsB9iSF9Swp6GDP\nP/Q+xaS4AygfV3cSpOk51yE4BLwyMnNDLnLsWfX30/RFPO9p/4/BKH3xSs9OhjnhFwO4NPAXg8B4\n3NJ+btfuVefdt3ivbDYbzhDD+4KXx41dDw9cW1sL5brd8GZTJRSTEDxpy6DhaAVCiZydJkwHIc7n\n82o0Gi0bnDPUhOV96Utf0l/+5V+GCaG0P5vl6dOnVa1Wlc/nNTk5GfL9+vr6wkKv1WpaWlrSwYMH\nA6CoVqtaW1vTiRMnQknx1dVVDQ0NaXh4WNVqVXv27AneThZSuVwOOSxra2uqVqu6cuWKBgcHNTs7\nq9XVVR0+fDgcAr+5uamZmZlw1MDJkycDEF5fX9fo6Kh+4zd+Q0tLS7p8+bKeffZZPfTQQ5qYmAgx\n37lcTtPT02o0GiEUYGpqKoQldXV1hQ2cHLZXX31VQ0NDyufzwSDDY+dAD5DtizxJtsM8mX8U1vDw\nsMrlsqSt4xNmZma0vr6uubk5DQ8P63vf+56+8pWvtHiNC4WCms2m5ufnQ56Ss8uUKN7Y2CqMA3Bl\nkfX09LTkDQ0ODmr//v3q7e1VtVrV8vKyBgcHW45WiOPP8fKiyJ1cQJbjMEA3llE4ni+AV8KPcdhl\nwe9vc+XtRJU39/SmzVXMEvra8PAmN1zwjKHzYu8Sv/nb81n5jkc6QJg1m81QyhwSyY0wiDcIGIwk\nryZHfwiXlraq5RYKhaDL0R/OqrvXCYNnampKQ0NDWltb08zMTCDI+vv7W87ZIr8VXScpsOGwy4wD\nwEpSy7qHWHIDAa8bY0VjzUNuxXMbs98+Fzw/fSMvmLxlzjf1fJX19XXduHFDg4ODYZ+M83sltRhM\nyAB/Y4gxp0mStBg6jAt/8z4eSdIeMOTcGMYQjcPT+ds9we6B3mk9xUZ6GpO+2z6+hlErtYZwut6J\nvX9p35W29VtMRMTeI96L5cb/H4fe+ftu4Mfr0K8vbUfPkO4BmHPZ5W/AkB+L0mg0gq6jtsLKyoqq\n1WpL6hL3jb17Pjb8dgIH+82jFnCecAQDuiSXy6m3tze8j70JgYQudJKGdQWoYg26Y8b7h06MwV7s\n8XNbFuDnYZTYkvTHQTY60PvJ3KJ/mI9Y13pf+Zt+MgboXX4cAHoFT49QiNtOY5PWB9dt8frY6fft\nQkXjdt9An2/+nmCJ4DOpAAhfpM6ystnSWHAkurPAAAuwAh4PjRFGPlsmkwlnQBGGRF87Ojr0+OOP\n6/XXX1db2/ah6hgWzeb2uUzf//739aUvfUkzMzOhzDhGB7l+fX19YTMcHBzUysqKyuWyDh8+rPHx\ncbW3t+vChQtaXFzU7OysNjc3tWfPHl2+fDkAhIGBgWBcsMi6urrC2S/kFq6trengwYMqFAq6fPmy\narWa5ufnQ7ET+tjV1aV//s//uTY3N3X16lV95jOf0b59+zQ7OxueD+YboAUYLxaLIaeEBYZX9vLl\ny+HAclqSbB/JQSgshgqKhHuiONwLkc1uV9LL5XIhj69YLKper6tarWpzc6vi5osvvhjA3sDAgKrV\najBmuB8GDZ5BD9egoVT5DiCrXC6HZ0iSJISRFYvFUHACQ01Si1HDWWUeZoZSZRwgLngfw9XHkPu4\nEchm6WHAu+3jbc6Exh4PV/y3U96382b43LrBE4e7+//9b+TMc/tcz7IROnjMZrOBXCsWi0Funemm\noX8Ab8imtK2DYZMrlUogAru7u7WwsPABlpsN3au2VSoVlcvl4OEiJ7dcLreQRawdDAmuhe7zsFa8\nahhOzJHnrmEs+h7FRsxeFodOxgxvbDR5PwFVHukAEOR+MP70b25uLugd7hHLH6/d60v/+PEoDA/b\ndJaevVPariJIn5Edv6d7p/2198+NHsbTSTnaToBwt93/5nO8k966Fy/FTvN+J3nwz7m3ifunAULX\nob5e0V98DvvAUyzcu+ZVw9FxHonmuX0QQ5B0Dpp9z/D0I9YGfcXuQpdJChWO8/l8AC2EcRYKBRUK\nBZVKpQC2sGvSPFnxnDl4iv/n45sG9tKILuYGHQK4Qu94yCykduxtdU+oA9K7lTXvE8DOK3e6LZoW\npebevNvJvP8//j6/0zx9afot1uG3a/ctvLNQKEjaDh9yYOeNCXTXqOd3eZI4A4Tgwn5wXSpWEhbj\nG7Wk4HlKkiQIvgMODAXOAUEYWIiwnxgO77zzjjo6OrRv374gyJwZ2NXVpb6+vuCVI9Sxt7c3bNjD\nw8O6evVqAFQwQJVKRbVaTYuLi2pvb9fQ0JDm5+dVLBa1uLjYwmTjEers7Awhl8PDw9q3b5+6u7t1\n/vx5PfLIIyGnZn19XU899ZQ6Ojo0Pj6urq4uPfTQQ8EbBmBhTKrVqjY2NlQoFALb64YYXrKLFy8q\nn8+3hA0RtoTBxQbPWDnLFhtGAPhMJhOKLnD/YrEYwsHwFvf19YV55xBnz8fjAFOYoba2NlWr1RaA\niYcWuXFWv6enJxxoyrOjXN0Lw31i2cOoRLER189vDEAUP/dwZtE/4yHPu2Dvf44WG7G0WPnH//Pv\npwE/Z9Dj6zhwizeL2OsX94Pr+eYGiHGv0NLSUjifM2a7kVE+xwbtxpAbFYSGzs/Ph++jY9nUuQb/\nYwMmUgKyZmlpKZAhEDDkR0OGwW7D2MbV2SS1GB2QXevrrWfYxYYFc+1hPT7GDoBcBtKMT2fI0XGe\nP+eyAqFJ5AhzzLMgA/G+mWacxd/l/nF4lgNAruNhoVzDnzv+SQuBciOO993oi78fv7/bPv62k5Eb\ny/W9GOFpzW0Dt+XQBTvJM9/z8ElfgzTkz3Pz+K7n8XkxE7dRWAPIMM8bgzy+7/dz+Y/JmjTC0HUO\nY9Pe3h5AXrFYVLlcVrFYbElBIeWHUE8OHCeM3HU9/XSnyU6gxOfI9QN/pwFDfvyz7vVDz7vedBDu\n5J3roti7GANYf4ZYlrDp/Vw+z692ciuNKIjxTBqYc712pxDQWE+6N/lebLz75umjOIYLMpsxb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/NzMYHkGmxcaAeYYcAXLc4WnGfELOudzWarWQ9oMOJw1nbW0t6PabN29qYGBAHR0d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mK8ONG/MXnhsxTGAJ8B2LtCKinsh2O/CeQin88rnU6HRC3dbjd4zfHI9ft9VatVjY+P68SJ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\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lTD6LPSfxufyabkT7HHWiRVKfDSMp2CZOlPA9sk4feIEi7rfZbIZ1G++62yhOeGC/eYi2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\n5Joz5xwWFxd9PVBhsRPu7e35SZWdTokUgK4Yda7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"text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Gaussian Filter" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy.ndimage as ndimage" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "single_dot = zeros((101, 101))\n", "single_dot[50, 50] = 1.0\n", "gauss_kernel = ndimage.gaussian_filter(single_dot, 5)\n", "imshow(gauss_kernel)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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AXVDemePSzmHOjezktdw+jnOQkxzgdfZzurKXs6U9XJobo3IxDxcIy0BnqYvn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\na8BfAv8HMAp8WdKHCGOF925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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "fig = figure()\n", "ax = Axes3D(fig)\n", "x, y = mgrid[0:101, 0:101]\n", "ax.plot_surface(x,y,gauss_kernel)\n", "fig.add_axes(ax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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WG3QtMUe7IBEEAfX19bjxxhtx4403IpPJYMmSJdi5c2fJNpIkIZfL2d7HyZMn0d7ejlWr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\nUzz94x9/Na/r/PnzQaVC+fmFnDr1LUVFb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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(abs(fft.rfft(gauss_kernel[:, 50], n=512)))\n", "\n", "twinx()\n", "plot(angle(fft.rfft(gauss_kernel[:, 50], n=512)), 'r')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 25, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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uzb7LfpStefPS01am9jo71QNz377ittrb80WlSbJ8WZFkHps+TwJAen+NjChi\n5rL4P+k6Wwj7KzttldYXcTVmHR3qYZMnQKjXVVGs74qZ9hkeY+E+sXVv+1b3mWdBzsknu1XM+vvV\npuJ5AgRBpWheYtbfnzltdTydGbY1Z47aQTxYTJmnTYB6qHZ1qRMAitoqstrKxzRr0kOmrEgyj82s\nilmV6bQoaGJmM0A4cGBigFC1glV22iqNjMQpZvq6vPfa1Kn5FLOy+p5Z/bSFpouov3eZipkP96S+\nn4J9YbLh+cgIcPrp5T0z48hs3g3PBZWieYlZjrTV8QUAaaut8rZJwweiYbPmwAUxs2XLxiKHLIpZ\nkbRVljYFkTa+RkbUEVzd3fYChIUL05fo+0hS8yKOjJjUmAHF7jXfFLN6XfVDcJubOJ/hPslzTm9R\nxazMACGqbbWaUm+TAoQyiFmaYqavk5WZTYfmJWZA/gUAzUQ0qla5bNpy1V9F6/KyTAJTpuRPW2Vp\nUxAmNWZ5jsSJUgM0enomnttadZ2T9lnGJGxCRtIUs7yp5KlT1b9J9aBRad2y0lZZ7ttwn0ybpsZO\nlnN6bShmZY3DvM8w28QsTD7LyCAIKsOkImb6QPOxY5bUJJ+Jhs3FBM1GzGwoZqaTQFGfpm3K4k9P\njlnHdFyfAtEqog+KWVnqSFxfzJ8/nraKqzEDigdBtVoyyYoKEMpKW2W516L6JGtf+Fxjlve5oxfk\n2MykbNqUfp2szGxKpBIzIlpOROuI6Bki+njMNTc03n+UiJYGXt9IRL8iokeI6OdRnzWGhQmxrQ24\n+GKgPmqJtPhMNMpWzPJspGvz4VF2jZnpJKB9uozQTYr/p061MyFqRNXdha/Pk7bKAteKWVRf6LTV\n1q3l1Zil1TnGta+scZglaIzqExsBgi91n3mfYcEFOVlWxsf5mz1bLQxLu04UMycgopuJaAcRPWbD\nXiIxI6IagBsBLAewBMA1RHR26JqrAJzBzIsBfBDATYG3GcAQMy9l5osKtdTSg+jSSwE+2kQKUNV1\nYTZt+UxkgzZ9V8zSVlsFiVmW+6OoYjZ1ava0VRb4QEaCPsskZkl1jnHtc01STVKZedoVl8o0DZZ0\ngFCvm/ss0jbATMXu6QFmzlRpm6L+wsGjELOq8W9QPMkK0hSziwCsZ+aNzHwUwC0AVoSuuRrAlwCA\nmdcA6CGiBYH3Q0UaOWEpjbFsGcBlEw2batJkKf63qb5ljUrDNvMoZi6J2ZQpaqVkXNoqb41ZUcUM\ncF947ZqeiIgPAAAgAElEQVSMBH2WrZj5Tsz6+tTikmA744hZ0QAhi2LW0aEUpTIChGPH8j3DbKvY\nbW3qGafVaSn+rxTMfD+AHHtRRSONmA0ACCSysbnxmuk1DOBeInqIiD5QpKG2HkQXXQS0cR1Hjra4\nAlS2YpYnKo37jr29wMGDasuSorZmzFA/e/aY2wLGH3JpaSQfyAiQ/LcsI5VpopiltasofCAjQZ9J\nNWZ6P8OsAUKRVKbrerv29okBQlk1ZlkUszw+i7TNxJ/tYInoRPIuillLoT3lfdOnSpwq9mpm3kpE\n8wDcQ0TrGszyBKxater4/4eGhjA0NDTRkqWbr7MTGEMdv3i0hmWvCbxRRp0T88RVXVlt6aj02LET\nD7POY6+nR9k5cEDttVbE1tSp41Fpf39+O8CJZ7+dcYaZrbjIFRjv/95eM1uAImVE6seXSSDOX5pP\nTcx6e+0qZqbEzGW9XTBAiGs7APzkJ8D+/cCb35zfl4Z+ViQpZtOnj6et5s0z8xn0mzeVuXatua+s\nbYqCHoeLFqnfy0plZg2W9Di88EJzv3nbpv1VsSDn2DFF+HRQGYY+nWFsLHq1tcAIw8PDGB4eduYv\nbabfAmBR4PdFUIpY0jWDjdfAzFsb/+4ioluhUqOJxCwWSQXoWQgQM9rA+OmDbScSs/nz1a74SQ9b\nkzYBivS0t6uJYPbsYraCaavBQTNbcfaC+7W97GXFbAHjD5mixCxoy5SYmUwW559vZitsL+8kUAaK\nELPgMVwm94fJJJB2vWuSGkxbJY3DH/8YeOYZO8RscBD42c/UZJf0rNB9kYeYNUPxf5TPsor/fQmW\n4voiuOF51Ptl1H3qYCkYVIYxfbqaj3bvVnOcIBfCgtH1119fqr80Cv0QgMVEdAoRdQB4F4DbQtfc\nBuC9AEBEFwPYz8w7iGgGEXU1Xp8J4AoA+VcsRA3QGTNUVJolbVWvY4za8NMHQoO4VlM3V5ZdxE3I\nQRW2kuxVWRvWLP2VdRIoUteWpV1hn3HfUadNurrUw3v//mK+gGyKWRXqYdo4HB21O77Siv/1dXnH\nYTMU/0f5TCJmpvdHnGLmMzFL2vA8eLB7GXWfaWqxpDObDonEjJmPAVgJ4C4ATwL4JjM/RUTXEtG1\njWvuALCBiNYDWA3gQ42P9wG4n4jWAlgD4D+Y+e7cLbVFNOp1UHsNDzwQ8ZywedNkXQBgoiZlgY/1\nb1ki76K2inzHrIrZ9OkqR55ltVWedgVhopilXWfqC/C3+B8w+44jI/aJf1KNmWm74vzmrTHTaSub\nyPJsiuqTrq5s5/TGKWY+rJTO8wwL9kkZdZ8mxEwWAJQKIvoGgAcAnElEm4jofUXspRYtMfOdAO4M\nvbY69PvKiM9tAJAhl5SCNOXANG1Vr4NqNUybBqxfDyxeHHivStXGlWJWJclL+47PPGPH1sCAqinK\ngiKKmfaZNW2VtV1BJD1so4jZuefm9wX4W/xv6nNkRG3IaSOtq9NWJ52UrJgVWZ2dRzHT5/TaTlul\n3bcPPzz+e5yKqP9Gc+bk85dVMXO9EAIY/47hura8gRKQXEsripk3YOZrbNprnmpAW+SgMdCPn5sZ\nhM3CTF+Jmc2tKVqVyGZVzPL6zNouU39VK2ZlpXWTtiowIWYvvQS8+KKZr6S+6OhQx3A9/3x5qcw8\nillen6ZtioJJKjNru2wpZlXU20V9x2Cf2EjramRRzISYNRUmHzFr2Dl+bqYFW5GoMs2XZM/nVKYv\nxCyPYuZ6ItDbMUSlrYKpkyzBhg3FrLMzW9oqC4qowKOj6l/Tv1HaZKd9+lRjpn3aHodFi//1dUXG\nYZxiFtzmJoisBMgU9Xr86vi4cRjsk+5updjaCBBMFTM5lqnpIMQsbKsVi9nLslVlHV1af+m0VR57\nWdMm2qdLxUynrXbtmvhelYpZVp+miJuATf2NjKh/bfSF9slcTY0Zs/qJ2v7AtWK2cOGJAUJc3V3R\nACGuP+JWJM6cqWo/9+4182mKPM/pYJ/olfE2gyVRzFoOrUHMcpCD885TmYgTAntfFSBfi/9tyvJ9\nfWp1bZJKYGora1Qatpc1bQKUR0biJuA4n2Njqu1TpoxfY0MlMlXMgHIidD3xx5GRtO84MqImapvE\nDDBTzPIECGmqbVtbdK2ca2I2bRowa9Z4gFBmKjOqP2wHtHnaluYv3Cc2gyUp/m9JND8xy6m0tLer\nUwAefDDwns+rMuPSVlnt9fYqwnLkSHFbnZ3qwWwalSZ9x1oNWLDAfLuSJFt6w9q8f0tfFLOkCVj7\nDI8xHZ3rz7SKYmYSuCQRIH2ItEti1t2t/n7Bw6ZN/eYZg7pdLvseOPFeSyJmRQKEOMXMdkCbp20a\ncd+xLGKmA0hTxayMuk9BKWh+YpY1bRWwM2EBQH+/2ocmqejWpE2AWn105Ig6aigNSWoAoMhPd3d0\n2ipr29raxneDLmoLsPeQKcNW3u+o/w5RRNilSpSnv8KpJNtpE5PrXdc5maStqiBmQP4ALY9qq/1V\nOQ59U8xcjsO4hS9VK2ZdXer9LAGCoFI0PzErUEw5oc5syhS12ipqk8AsbQJO3GW/iB2NKhcTmBx/\nVLRNVdqKshenWKSpRDaj0jzfMTwJzJ6tXjtwoJg/0w1m49pVFEULnEdH7RKzgcZxwEk1ZkD+cdhM\nilnweRJXY2aj+D+rYua6L+LO6Q33SRaybkMx0z6lzqxp0PzErEAx5cUXAw89FHr+2arJ0bZM2mVK\nzHxcmGDrIaNt+UTMskwEOm2Vpa4ta5vCMCFmtgIEn1OZJj5HRoDTT7d7bwPpilkRYpZHMdN/66oC\nhDjFrKdHPWhN7o9mrTEDop9hVStmWX0KKkfzEzMgO5lqLHfu6QFOOQV49NGQLdfkoIyIxxUxa1XF\nzIeJwMYkoNtVlJhlTWWWMSHGbVOgfSZ9R03MbCpmbW3lEbM8W7YA5aStbBCzogFCVgU73C5bsBEs\n2a77LCOwF1SK1iBmBZSWCelMm+TAVE1yncqsiuTZrAvzTTHL4zNrm0z8RaWSbAQIWRSzquucojAy\nomorX3oJOHSouL8ZM1REV9Z9m1cxy+PTtE1xMCn+1+3K+zyMq7nzsd4u/B3LLP4Xxawl0RrErMBA\nn7AAwFfFzNetPHxVzIquis2jmNmeCEwngWDaKk4xKzoOsyhmPT1qEjWpazNF0bEzOqoW0ZgufDG5\nJ1/+8nQ7RYr/8yhm2mdVAULS+aFFxmEzK2bhPpk7VwUHRQOErIqZELOmwaQnZloxOz63VVHn5Hvx\nfzMSs8mgmHV1qQl8//7x18oiZlkUsyxpK1PYUMymTs3WF0mpU1NMFsVMBwhpilnecZhHMZs1S62s\n9rHu00Y2RRSzlsWkJ2annabG9qZNxW3lblczF//b7K+FC9U+ZvV6cVu9veZpqyh7PizPz/PAjZoY\nTYMNW4pZVLuKoqhKFCRmthQzE7iuMdM+XY7Dri5FJPfvTyZmRcZhHsWsigAhS92nrWCpjBplQaWY\n9MSMKFRn5uuqTNu77O/aZWeX/Vmz1Pt5V1sF0dGhtnfYubO4rSxRaZQ9H1IneR64cTVmLldlap9V\n19sFMTKi+sXmPWkCnbZ66SWz65tRMQv6LEsxy6NgZ/FpChuKWZZ2iWI2KdE6xKwAmTqBmMVtEpi1\nTQAwf75aHaXP6ctrB4hOW+W12d6u2rZ9u7mtuLROGfu1VbFgIkox8z2VGeXThxozwH2dU1raanQ0\neyrTBjHLqtrYUsyqGodpNWZFiv+zBkrBdtmCjwtyTP4+esNz0wBBUClag5jNnVtotdUJCwCmT1dH\nDe3eXaxNgFpO39enjlMqYkfDdnG8rylbmyqjS8XMtE+PHk0n62m+NMKTXRQxmz9fEfq0Y7iaWTFL\nI0C6X2ykdbMiDzHLu8Gs9mfyHT/3OeD++83blATdrzYUs6gNrfMqZq4DhO5u9W8wQPBBMSsjrSso\nDa1BzAoWU15wAfD004FFZDYf3iY3YBXEzNeUbVULJmwoZqarrW66CbjuuuxtioKJYqaP4SoSIOSp\nMau63k5jbEy1fcoU94oZkC8IynskUxZ/Dz4I/Oxn5m1Kgkkqc948s3N6bStmLsdh1IbncXWfNsoL\nTIkZIOnMJkJrEDOg0AN36lTg/POBn/+8uK1c7aqKmPmomLkmxXH2yiw2fuEFYMOG7G2KQvg7xqWS\nTPo1i2LGrAiPL4oZEP8dgwe7uy7+B/KNwyKKmWnaanTU/uKkJGJmek5vM9eYRfksUzEzTWVm8Smo\nHELMGsi1AKAKYuZa5UqbgIFqNtJ1QczCEwGz+ok7bN7Up+0JMW0SMG2XSXSuMTamiA6RWbuKosjf\nW9eXAaq0YM8e9VpRf6bIS8zyKmamBHRkxP44TKoxA/IHCM1SYwaYL8ixUWOWRTGTlZlNg1RiRkTL\niWgdET1DRB+PueaGxvuPEtHS0Hs1InqEiG4v1FJbknWMnWXLQsTMR8WsirqwtAk4i61mImZxqbu2\ntuJ9YXNCDI+JJGKWR6nQCPdHWtt6e83SVqYosnAk2Ce1GrBggdqWpag/U+QZh0WK/019lkHMkhQz\n03bFEbN6feKiLB+JmUmwtGABsHdvsQAhS/G/bpfUmJUGE65kikRiRkQ1ADcCWA5gCYBriOjs0DVX\nATiDmRcD+CCAm0JmPgrgSQDFTtW1VVeRQMzWrFFvOy9A97n4vwoy5cOqzKzF7ll8joyoFbFxikgW\nf3PmKHsHD47bLksxC7bXZOGL6S77JijS93mOxKmamBVRzEx9jozYu9dMiv91u/I8D4nUa1nvyd5e\ndW8cPpzs0xS2FuTUasUXhmUp/tftEsWsFJhwpSxIU8wuArCemTcy81EAtwBYEbrmagBfAgBmXgOg\nh4gWNBo7COAqAP8KIEFmMEDJqcx581QQ88QTxW1lbpfPNWauiZnpfm0mtkyj0ih7WYvdNUwI78iI\nsrVjR7Y2RSGctopLJRUdh1kVM+3TF2IW7JOi9XZZkWd1cFHFzOQ7jo4q5dBGgDB7trJ35Eg5ihkQ\nXXdnktY1WfhiCtvlBUWC9jyKmRCzsmDClYyRRswGAGwK/L658ZrpNZ8D8DEAY3kbeBwOiMbxbTMm\nw6pMvcv+WMqfxqRtvb1qSWtaVGpia+ZMtWXJ3r3FbZmmraLsla2YAeWMiyKKWdQ2BRpZFTNTn6Yo\nQkaqVszyBAiuFLOxsfT9DLMECG1txZ/Tcf6iVqr6OA5dLcgRxcwnmHAlY7SnvG+afgyrYUREbwaw\nk5kfIaKhpA+vWrXq+P+HhoYwNBRxuQNidumlwH33AX/wu4Pjqk1SPZHJDdHfr3ayP3YsfpNW0xtL\nR6UHD6q91pKQZnPaNLUp565dauLIawdQD+OBARWVnn56MVvA+ANr7tzitvS4OPnk5OtsKWYmUbCe\noDdvBn7rt8zblOQzSMx6eiZeY2sSyNI21xNiMECYPn389WDxv26XrfICEwTTVqecYubXRo3ZPfck\nXzMyojau3rxZXZ/WpjSY/L1Nx2HUszKPYmbaLlPYrvu0UV5g+veZPx+45BJFxpMWMAkmYHh4GMPD\nw0mXFCvVCiGNmG0BsCjw+yIoJph0zWDjtd8BcHWjBm0agG4i+jIzvzfsZNWnPpVMgID0wReMSpNW\nBaUoZn/zN1CbBLa1qeLlWbPytwlQN09vr4pK4x5+pjdWcL+2s85KvjbLA6soMQPGH0ZpxCwpzRFu\n1yteUbxdeQl7mZPAyIiaqMtYFBI3CfT3KxKeN0DIq5g9+2x6+01QJECIUsyO741TwF8W6HFhSsxc\nKWannWZXuU27vyeDYhY8p3fGjPKIWVbFrK0N+P73068TTEBYMLr++uvDl5hwJWOk0eaHACwmolOI\nqAPAuwDcFrrmNgDvBQAiuhjAfmbezsyfZOZFzHwqgHcD+GEUKQOglq+nIW3wmaatEuy87GVqg/Rt\n2+B2m4ssk4DrPcNsEiCbq4fKJmZ5J4H589PTVmVMiNpWXGASDBDy+MujmNlcnl/k7x2uMXOdyjT1\nGfSbpJglpZyz+BsddU/M+vrUqSpJ5/TarDED3I/D8IbnvihmgjJhwpWMkUjMmPkYgJUA7oJaWflN\nZn6KiK4lomsb19wBYAMRrQewGsCH4szFOvKknqutLVBn5nKbi6qImev6typs5d1jLe8kEExbxUET\nM5vkM20S0NflHYfNUGMW5zPcJ66L/3W7sozDIhvMAipA2Lcv+eivkRGlLNoahwMDydkKQH2vefPy\nBQhl1n2aIs89mbQgx8YWNkLMKkccV8prLzXRzMx3MvNZzHwGM3+m8dpqZl4duGZl4/1XMPPDETbu\nY+arY514RDQyLQCwRTSqJGYulSlbtkw2vc3Srqi25VXMTHyOjqoJ0WXxv0m70oiZ76sytc/wdwzX\nmC1cqIhBvV7cnymyLigqciQToKLM/v70AMH2OMxSqpDVX5l1n6aweU/aOI1DiJk3iOJKeeFHBaBH\nu+wfPwHAJdEwSU2Y2srSNp9VriRbJpveZmlXVNvyKmbaZ9KYLmNCNCFmRZTbMFEwaVtfn6prS0pb\nmaLI2An3ydSpaiHNzp3F/Zki6zgsqphpny7H4amnqsUEacg7DptNMUu7J4sGCPqezDJ/CJoCfhAz\nj4jGhRcCjz0GjM53qCZlVcw8IrKZ2tVMCmPeScDEZzCVmbRdSZbVVvv3qz2kkha/uFbM2ttV29K2\nYzCBzRqzuOvy+DNFHmJWRDFL8zk2puyfeqq9Z8B55wE/+EGxdiX5y6uYmdS1mcLmgpyODrVBdNJ+\nhqKYTUq0HjErSA5mzADOOQd4+rCnxf++7rFmO/Vrq79MotIom3knAcCMmM2apbY82b3bvE1xCKat\n0lKZaf0at2IzT/E/YK/wusjYyXOIdNXErOh2GWk+NYHXq1htBAiAUiKLtCvJX95gqVYz388wDTYX\n5ISvy+ovWPwfd98KmhKtRcwskYNly4Cfb5kExf8mu+ybtq3IaqswZs1S1774YjE7wHhUmpS2irJZ\npmKma55sr9bdssWv4n8Tn6awWWNm0i7bxKy/XykjpgFC2YqZHifTp6v0o40AwRR5x32RYKnKAKGs\ne1KK/1sWrUXMLClAl14K/GCdRQVIrwyMi0qz3FjBtFXRtnV2KuKyf38xO8B42iopKjW1FT5mKK8d\njTyEPWoSMK3lSPOnH9RlpGzLngSyts1W4XWRACGqT2wGSyYwSVsF/dpQzJK+Y7BPfFMPkxSzsuo+\nTVHGgpy8wZlsl9Gy8IOY2aqZsrTa6tJLgbsemgs+dEhtElikTUB6VJrlxtKHQxc5/DYIl/VctlK2\nWR9EeQh7UcUsrei6LGKWlDbR4yZPgNAsilmtNjFA8KHGzMRn0G+aYmaSukoah8Fx0izErMyV0qYw\n9bdggdqfc3S03AU5opi1JPwgZmNj8WkrQKXamNOPkShaTNnAwoVAZxfh6ALLqSabRMPXQntf+8uG\nYmbqt78/OUDQRMG1YqYDhF27svsropi5nBCjfMbVmNkaq6bIMg7LrjGrUjHLGyAUVcxcBwi6rs1F\njZkQs5aCH8TMZHC2tdnZHsFwEF96KbBnuiM1yUVqLk+7srbNVS2dK8Us7yTQ0aHO+YwLEPSkaLO/\ntK0kYgbkTxHr1/Vkaru2Z8sWdYxNHIoECD7UmJn4DPq1UWOm69qi7ATHieu0rj6nN67us0rFbMWK\n5GPEso7D555T/49TOKXGTBCB5iFmWSYoC5HwsmXAxmOO1KSsq2pcrqasKpVps8Ysr2KWdxJI81lW\n8b8pMctLeINk1faE+IlPAF//evz7thWztIUvVRMzG4qZPoYrKkAIK2ZVqIdZ7+8iwZJpgLBunfqJ\nQ9Zx+Oyz+e/HNH+imLUsWo+YWVTMHtvXQjVTeW1VScxsKoxZU79FJgHtM6r9x44p5bdWK4fIJqVN\n9HV5+zVIVk3btnChSuckbccAqFrOTZvi3y9KzMJ9MnOmSu3GndPrmoyE/drYYBaIH4dV1pil+Uwi\nZmXVfWqMjtq9J9OImd6uJE+AIIpZy8IPYpY2cdrcGd9wEJ97LrD+8ABeetpDouFyY9hWIGY+KWZB\nkqCvsaHa9Per1NChQ34pZjptFVfXpmF7QkxTzKKuy+vPFFlKEIoeyaSRNA6rqjFL85mUyswbLJkG\nCCMjdsfhhg3JgdKMGfkDBFHMWhZ+EDMPVZtaDZj98kHse7xFitnz2qqq+N+mwphnv7Y4xcw05RzX\nF8EJsbtb1U6+8IJZm5Kg01YvvJAeobtUzACz8WpzQgx/xyRiZitdboKsNWY2FDOTcWgzQDBFnnFY\nRDGbOhXo6Unfz9A2MUtTzPR1ee5JUcxaFkLMEnDypYOoP+ehApQnNZenXVnblhaVZrHV2wscOAAc\nPlzMDqDSVjNmxEelUTaLTAJAfL+GC9Ftp7iBcor/gXyKmfZpQszKUm6jiv/T2lUWGdmyxSxAcKmY\ndXUpf3H7GbaCYpbmU8PmOBwYKJeYyZFMLYvWI2aWiv8B4NwrBzFjr2U1KeqhnPXG0mmruAd3Fps9\nPWriOnCgmB1APYDyrLaKQlvbeP1FETsaWcdYWZNAWL2xqdoMDKh/k1S9ojVmeYiZSQrPplKh9zPU\nAUJUjRngnpjNmKGCBJNd9m0qZmk1ZkDyc9On4v8iwZLJOLSdUt+zp1xiJqnMlkRrEjNLsvySofmY\nVd+Lbc+NFm9XV5e6NiptlfXG0mmrpMOhTW3a3mXfRco2S0oxaCsLYS9rEgiTBNv9NXVq8rYySWkr\nE8WsrFTm6Kjay9DGMVzhtJUvNWbap8k4tLFdBpA8DsMBgsu+8FExGxtT9m0GCEByjZluV57nr6Qy\nWxZ+ELPeXrWHUVTaCsg28NLSVhls1TpqeGF6Hx66LUK10dF42qa3QcQ9JF0oQGm2mo2YZe2vrNuC\nFJ0E4tJWZU6ImpglISltVZZiZrIibmREEcoyxmEcMbOZRjaF6Ti0sV0GkE25rWIhRJYAoehK6bRx\nqFXEpA3Ps/jr6FCbzKbdk3nHoShmLQs/iBmRii48JAdHFwxi3b0lk6kyiJmtlaxVErMqiWxRxUyn\nrcIBQrjeyTUxA/L3a5mK2chIOQs+AH9qzNJ8AuP3rU3FLGo7hqqJWVeX+o779pn7K3NvQcBs4+cy\n7kkp/heE4AcxA7wlB9MXD2LLLyIIY9XEzGItnfW+L5tgN0ONWZzPshWztLRJks+qi/9PP708xSyu\nxsxlXVW4XUl+9fgrWpM6fTrQ2Tmxri1cY+YTSS1TMUvqe90ntus+pcZMkBHNQ8xs7YyfcRD3nDOI\nrv2bJ9ag5yUHUTe8D6nMslWuPLaq7K+ik0CczzBJsFl0vXgx8LKXmbUrT7/m3S7DZLuS0VHgtNPK\nGTtxqcxZs+LTVlUTs7Y29RO1wrmMAMF18X9cu5L8uVLMXAdLopgJQkglZkS0nIjWEdEzRPTxmGtu\naLz/KBEtbbw2jYjWENFaInqSiD6T6MjVdhIZbdGiQVy4cDPuu69gm4BqFaAkuDqVoGrFLIvCWHQS\n0D5dKmYLFwL33puvXSb+8ipmnZ1qcopKW2loxayMsRNHzPTClyifWUoBsiDLOIyrM/N9HGZpV5YA\nwdZpHHEBQlnELE0x6+5W/2YNEEQxawoQ0TuI6AkiqhPRBSafSSRmRFQDcCOA5QCWALiGiM4OXXMV\ngDOYeTGADwK4CQCY+QiAy5j5fADnAbiMiF4d68zTVCYGBnB252b86EcF7TRseUnMpPi/HMUsyme4\n3mnuXLVbf9QB3r4oFRp5FTPtM4mQlEnM4mrMALv3ZNZ2RSGYHYjbMsPGOPSFmGVNZRYJlmbOVCdR\nxAUIZRCzs88G+vqSr0kKEJKyRaKYNQseA/A2AD82/UCaYnYRgPXMvJGZjwK4BcCK0DVXA/gSADDz\nGgA9RLSg8fuhxjUdAGoA9sZ6simlWyYHC3kzhocL2klqlw/EzHYq08Z+bQsWqNqYogQJSE5bRdm0\npZiFx3R4QkzarsSXCVEjr2KW5BNQY2VkxG4qM0hG4mrMktpVVt8PDKgzQU2284nbZNZG34drzObM\nAY4cAQ4eLO6vSLuS/JVV96mh+8RmBuGtbwVuvDH9ujwBQnu7el+Imddg5nXM/HSWz6QRswEAmwK/\nb268lnbNIKAUNyJaC2AHgB8x85OxnnxVzAYHMWPfFuzZE5o7qyZmerWVjV32581T+6sdOVK8bZ2d\n8VFpVlvt7cD8+eo0gSJ2gOSoFJiYunJVYxZ3XR5/psirEhVVzJLuSSLg5JPtFl3rACEulanb5ZIU\nd3er72oSINhSzHwNELKOwyjFLGvKOWkcBhUz3+vtAPU3q9VUu4WYtRTSKuoTqnVPQHhHSwYAZq4D\nOJ+IZgG4i4iGmHk4/OFVq1ah68UX8cF16/DL4WEMDQ2deEGVxKy/H7R9Oy57Ux333VfD7/5uTjvA\neFT60ktKVs/bJkCRn64upSjNnz/x/Sw229pUfdLWrUq1yGtHQ/f/nDn2bJ10UjE7QVtLlkx8LyqV\n6aLGDIhXi32p7dEoopglqRC6T+bNU4TlyBE1vrO0LYxggJBGzNaunfh6WX0fDBBmzUr2W6ZiFtUn\nelycdVYxf0XaleSvbMWsjFRm0XaZ3JNHjggxKxnDw8MYnpA2GwcR3QMgKmf9SWa+Pau/NGK2BcCi\nwO+LoBSxpGsGG68dBzO/QET/CeBVAIbDTlatWqUG4I03YmjZsomtyHozdHerSPnFF8cLK/Pa6ugA\n5s7FlRfswA9/uLAYMQtGpWeemb9NGvpmLkrMgPGJ0wYx07bOO6+4rSgSUaS/TCNhW5OATlvp3fjj\nJkSXilkwbdXZae4v7wazgPqOP/tZ9Hu6T3SAsGWLqjcLogipTyNm//EfE18vMz2kx+E55yT7tamY\nmQYIruvtshb/Fw2WTAKE4Dm906cX82eKwUHgkUcmvm5yTwoxKx1DQ0MnCEbXX3/9Ce8z8+U2/aWl\nMqGgisoAACAASURBVB8CsJiITiGiDgDvAnBb6JrbALwXAIjoYgD7mXkHEfUSUU/j9ekALgcQMfIa\nqNVUTVE4bQVkvxnSiilzPOB/+8zNuOeeQGlIUTJVtE1xtoI2bWwxUnXK1mV/2VbMotJWUYXorolZ\nXNrKJDovo/g/SBLKGDvheqqoa2z4y9quKISJmQ3FLKruM6pPXPfF7NnR5/SWrZjFjUPdJ/qc3map\n+5RUZjMh4by8cSQSM2Y+BmAlgLsAPAngm8z8FBFdS0TXNq65A8AGIloPYDWADzU+3g/gh40aszUA\nbmfmHyS2xsW+VTkVoFPaN2NsDHhal/DlvUGjIjYXRMPElo99b5OYZSnqtTEJABPb70ONWZzPqor/\ngyTB9th5/nn12SlToq9xrRIl+Qz7tbVdRne3IhvBc3p9UG6zBghl1X1qlBUgmKDIaRyimHkNInob\nEW0CcDGA/ySiO9M+kyqpMPOdAO4MvbY69PvKiM89BsBoz47jcLGdRE5btHULrrgCuPvuRglGMyhm\nWR9Yv/lNcTva1oMP2rE1MAD84hfF7eh2RaWtomzaUMy0z2DayocJEcgXIJRV/B/sE5tKxcAA8Oyz\nivTFHeze26tSuuG0Vdmk+OGHo98rQzHTPrdsUYe7A/Hj8O677fgzhR6HwY2RkxSzMuo+NcLj0Idt\nVEzuSVHMvAYz3wrg1iyf8Wfnf8D7dJomZrntxLWriALUTMcfVa2YZSGyZSpmPhAz14pZT4/6bDht\nBZSbytywIXmDz7i0lQ+pzO7ufIfNm/hsxnHoWjFzmcrs7VWLwg4fzuZPFLOWROsSsxLUt9e/Hrjv\nPpV5sVqAbpto6C002jL8eW32l+2+D/dX3l3Zs9aYlUHMomrM5s9XqwdHR4v7y9KurOMwqFhk/RsQ\nxQcSZROzPEfi+EDMyiwviKoxc11XpdtlOg5tKGazZikbUduVlJVSN0HU/cGsfpKe46KYtSRal5iV\n8FDr7VVpzAcfzGknYKtwm+Js5bXnq62FC9WCkOB+bXn7Ky4qjbJpYxIAJpLUqBqzWk3tDh4+kNUX\npUKjiGIW5xMot8bs2WfzHSLtmoxE+S0zUI1SzHSAMDJS3J8pwt8xKai0ESwl7ddWZY1ZlE8TX6KY\ntST8I2Y+FqAHHmrH05k+Ff+HdxHPY6+vD9i1yw4Z6emJjkrz2Jo6VdnbubOYHUA9lPV2DGHU6yeu\nYi1LMYvbusEH1abMGjPt07ViduBAOjGzeU+aQB/DdejQxPeCfsusuY0ah7Ua0N9fbYCQ5Cuu7jPL\n6nPt00diFv57m/gSxawl4Rcx87X4X0vMzMWJWVRUmtdWV5e6McN1KHnsTZmiNvjcvr24rbzbMcQh\nzwMrDqbjwpZiFu4HX4hZHjJSlmIW7JO+PrvHcM2Y4Z9ilhYglKGY+ToOsxCzsuo+NaomZqKYCRrw\ni5jptFW9fuLreW4GnbYKR6V5bM2YoXbq37MHl1wC/PrXwP49OW/QqKi0yM1e9vYbPtbSuSBmtZpK\nqwTVyLJqzOLaVeYkMH++IvRZAgQbilnahNjebj9AMKkxc1n8r32mjcMyywvi9narOkDIo5iVkVJf\nsADYs8cOEczbLpM6TlHMWhJ+EbOpU9Wmg8G0FZD/oWxztVXjpunoAF73OuCXPy9IDoLtKko0ylxM\n4Istm/1lMtkRTVTN8vgNp63iDtR2vTIwT4BQVDGLU8TDJMH22PFNMYvzGfZbZmlHkmLmchzOn3/i\nOb2+KGY2z+nN2y5TxWxsTIhZi8EvYgaUv52EBaJxxRXAQ2sskgPbRMOH+rcylTzbRDbOZngisBEg\n+JJCivLpQyoz7rpWJGbhcch84iTb36+UQxsZhDlz1KKXl15Sv8eNQ9f1dsFzetN82VLM4gKEMseh\nCfIEoLq+TohZS8FPYuajAhRaAPDLn9fBrUbMfO37KlKZwMSJwAZJbWZi5qL4P6pdef1pW2nEbMEC\nVdcW3K6kCsVsbEwReb0ZbuOcXuzYceJ1rRwguFLMXI9D03blUcwAIWYtBj+Jma/ptIatM88E2tvq\nOHTEUl2YT8TMR1s2+yvLAhMbihlwYl/4UmMW5TOrYpZ1Ndy8eSemrTTKJmZpNWbt7RPP6S27702V\nqbKUZ19qzMI+0xSzMlOZZabUTaDr2nSAIMRs0sI/YtYExexEwMWvPIZde1tQMStLfcuz6W1cu5pN\nMQv2RVyNWX+/UkaCaSvX5KBsxSycttIIT4g2SxAuvBC45JL062zWMZrA9F4r6570STELjsM0xcxG\nKrO3V22jkhYgVFH3GQwQJJU5aeEfMfOZaARsXXJRHTt2e0DMSqqjs27LhsqlV0gWsdXXZ77aqgzF\nLG5CjEpbua5zKrvGDIgOvMpUzF71KuAv/zL9Opvj1QRZiJnt+3tsTNmIOti9v18tvrIRkGRtV5ov\nW4qZDhDC/Vp1KjPsUxSzSYvWJmYlqm/nnVPHvhdr2LMnu6nSVxnmtafVDFu77L/4otlqqzR0dgLT\npqn934raCkelGnGKmStiBthN2WZtl4m/oopZlE/AvwnRhb8FC4C9e9Pr2soIlrRqG3Ww+5Qp1QYI\nLhQzwH2AYArTvtAQxawl4Scxsxkh2rS1adNx1WZqex1z5tVwxx3ZTR1PWxWd5AC12urIEeDgwfHX\n8tqbNk0dnLxrV3Fb4ai06AMtayRpaksjTjFzVfwf1S7fyIgNxSzqngz3ic0AIUu7XPZ9rabU27S6\ntjIC1bj6sjifvqhEthQz7TM8DquuMQv7FMVs0sI/YhZOWwH5bwadtrKx2qq7W0WY+piheh0LFtZw\n223ZTU2ISovc7FG77BdV4MpQ83wiZqZKahmKWdKk6HpCDKetqlLMwn0ybZq9Y7hM4VqtBMz+3mWo\n/knBgWm7bCILMbOlmJkotzbP6TWFab2dhihmLQn/iNnMmerBvHfv+Gt5b4aotJUt0lKvY8FADffc\nM/HMX2NbZSlANlOjFvvLGplqNsUsmLbySTHTAYLeZd+VYpY2IerrqizGd0HMTMhgGcX/vhGzvj5F\nwo8eTU9l2lTM0sZh1IbnvpBUDVHMWhL+ETPAb6IRuGmmzajhnHOA4eHitqwqQD72l8nxIqa2XBEz\nW4pZMG2VRsxckhHt07Rfg4pF2cSsinq7Kvs+zmfgnN7CbZs/XwUIaQe7B/sivOltGQie0+uTYgac\nOA6LrCzP0y5RzCYtWp+YlUVaGnZWrEC+dKZNNcnmpFJyf+WG7f4yVcxsELOgT5+K/3W7TPs12B9l\nFl3rdrnsi+A5vczqp8wJGDD7joFzehOvM0GtptLXGzea15jV6yduelsWtE9XilnUOIwqM7D5DDNB\n1uecKGYtidYnZiXXTF19tSJmwYA2r63c8FVhLCv9aJvIxtmcM8fOhAiovti0ya8as6BPEzXARiqz\nr08tLgkqH2kTYhF/pgimrbQvF2TE5Nlk+5589tlkxczmfWsK3Re+KWauiVkwQBDFbNLCiJgR0XIi\nWkdEzxDRx2OuuaHx/qNEtLTx2iIi+hERPUFEjxPRR4xaVeZ2EjaJRns7zjoLmD4dWLu2QLt8I2at\nXvyfZQ8pm/363HOK+MTZCKetXBIz00mgaCozmLbS8EExA8bvb5dkxOQ72h6HGzaY15i57gsTxczW\nwrDdu09U4HwgZh0dKiAMBghJEMXMexDR/ySipxrc6HtENCvtM6nEjIhqAG4EsBzAEgDXENHZoWuu\nAnAGMy8G8EEANzXeOgrgvzPzOQAuBvDh8Gcj4asCFHGTEuG4apYJZRaze9xfuWGzv4JRqYYLYpam\nVOi01e7dxf2ZIgsZsaGYARP71Yfi/2C7XJER09S17fICE8Vs61ZFgHwiZm1twKxZwP7946/lbV97\nu6q5MwkQbJVQmCLrPQkIMfMbdwM4h5lfAeBpAH+e9gETxewiAOuZeSMzHwVwC4AVoWuuBvAlAGDm\nNQB6iGgBM29n5rWN1w8CeArAwlSPPhezR9ykuYiZr8X/tnfZ11Fp0e/Y06PUmgMHitvq6DBbbWVb\nPUybEMM+fSMjNhSzoE8NH4r/dbvS0mk2sXDheME74FYxS6oxmz5dbeq8e7d/ZKTMIDQqpV5VWjfL\nPQkIMfMYzHwPM+s9V9YAGEz7jAkxGwCwKfD75sZradec4JyITgGwtNGwZDSZArRsGfD88ypTZQyb\nUen8+SqK1Pt2FLHX1aWiMB2VFrEVjEqLfsfgfm02HpAm48L1hBj26RsZsaWYhUlX0oToa1rXBnTa\nKm0/Q9epzKBP38hImUG7D6lM7TPLPQkIMWse/B6A1G3p2w0MmZa1hytlj3+OiDoBfAfARxvK2QlY\ntWrV8f8PDQ1h6Pzz7d18wai0Vitma+5c4NAh9ROw094OvO1twHe+A/zpnxrashmV6tVWW7cCp55q\nT4GbPduerVmz7JEpW8RsyxZ1yHXclgC2J8Tnn1f/JiE48RTdYsQEuq7NxJdLxayrSxGXffsUeXFF\nzO6+290ErH1u2aKeU0nEzKZye/hwOjHT43BgwC8yUuaK/STltoq07steJoqZJxgeHsZwwr5YRHQP\ngL6Itz7JzLc3rvkLAKPM/PU0fybEbAuARYHfF0EpYknXDDZeAxFNAfBdAF9l5u9HOQgSMwDjE+WL\nL6od94vcEMG0VX9/MVtE48cMhey84x3qrGRjYgbYJxqbN9shZvohee659urfOjv9I2bB/YmitgSw\nGZ339ys/pkpFUX+mmD5dkaDt293WmD3yyPjvcVuI6L5wScxcqkRBnxde6G5VJmA+Dl/1KnepzK1b\n0wOEskpTxsaU7/DB7vqc3r173RKzJ54QxcwjDA0NYWho6Pjv119//QnvM/PlSZ8nov8HwFUAXm/i\nzySV+RCAxUR0ChF1AHgXgHBF1W0A3ttowMUA9jPzDiIiAF8E8CQz/71Jg6CMlLNvlY39iWIe3pdd\npjIEGzdmsGVzFZjvKyAbq1gLwXV/zZo1HiAkXWeCjg51AoBvxEz7fO45vxQzfZ3LejvXqzIBs7/3\n4OAJ5/QWDhCIzFPqNu5bE+hzerdtq6bGTKfTo7ZIqWpRiGmNmYt95gS5QUTLAXwMwApmPmLymVSG\nwszHAKwEcBeAJwF8k5mfIqJriejaxjV3ANhAROsBrAbwocbHLwXwHgCXEdEjjZ/lRt+mjFWL9boi\nZUUGcYzk3t4OvP3twLe/nbNdrUzMbNeF2bBlMr50gGCzL0wmxCpWgZkQs7JWZcbt7eaapOq0rkti\nZjIOI87pdRIgVNEXaeOwrO18TE7k8K3eDlD3pKhlvuPzADoB3NPgQP+U9gGjUIiZ7wRwZ+i11aHf\nV0Z87ifIu4ltWapNieTgne8EPv5x4GMfq6Bd+qEG2OmvNWvs2frlL+31/R13qC0lXBFZ/VBessRO\nXwRXghZpl03o+jeTScCGYrZwoUpbjY2pQCluUnS9Ik6nrXbudKuYPf64+n/aONS1mjbGoW/F/9pn\n2jgsq/jf5ESOs85yFyiZEsH2diFmnqOxjVgm+LnzP1DOdhIlE7PXvU7dT08/ncGWTTXJ5wPDbX5H\nl/1lO0AwKbrWaSsfU5k2FDOdttq1S/2eVmNW1F8WmPaFTX+m49BmaYevxMxEMbO5MGzbNhUgpClm\nLvti5kxV+2kSIIhi1pLwm5jZPkuyZGLW3g68+93A175W3FbudgF+pTIdkeLc7UojQLb7Im1CDKat\nfCMjtlKZ2qe+vyc7MTNVbm2Ow7SUelX1dml9P3u2Sn0fOKB+L9K+qVOVArlrl9lRab71BSCKWYvC\nb2Lmo2qT8sB6z3uAr37V8OxMn4mZLVKso9KjR4t/x95e9UB+6aXitnRUmrbayrZ6mEbMgnVtvpER\nW8X/2me48DrqGl/r7Wz608dwuSJmK1ao1UpJ6O5WaeY9e/xKZQYXhsVtc5PV5+bNfilmQLa6TyFm\nLQd/iVmTptMuuEDNMT/7mYEtm1Fpf7+Svo8dK25v9mz1oDp4sLitadNUVGqyHUMa2trU9zSphzKB\nSf/bnBDf+lbgr/86/brgGHOxIk5vVeBaMdOKpW+Kma3xZYIZM1SAsGePWYBgY2X55ZernzS47ouB\nAeDIkXR/elzEbXOTBabEzPVCiCx1n0LMWg7+ErMy0mk2NuxcsEA9RGMeIERKNfvKVwxs6ah0dLR4\nu6ZMURvg+rrLvi0VwuZkYULYbY7Dri7g5S83a5euMysyAZticNBMeShDMTt2LP5g954eRQT1akRX\nfeFSMdM+TcehjZXlWdrlOq0LmBEz26Upvilmksqc1PCXmOm01eHDxW+ILMWUaajV1BmQmzbF2nrP\ne4BvfUtxt1SYPoxMYPOBZbs2zCYxO3zYLTFznU7T/eVqAu7uVqTRpWKmx1fShEjkPrXYDMSsVfvC\n9Flo89mkbSXVmM2apQKI/fvdLwoRxWxSwl9i1tY2nmKxRQ5sKi0JD6yTTwaWLgVuvdXQFmBHDXC0\nLUguWzaJGeCOyPb2qpSujQDBFK7JCKD6ogrFLGlC1Ne5TKcNDqpj0lz3fdo4rCqd5nIcdnWpIME0\nlelKMdMZBNckVbbLmLTwl5gB/pIDg4nz/e8HvvhFw3bZurF83ZrCJtGwTczS+kurNq43mPSRmNVq\nKuVpYysPPb6SJkR9nY+qjW2faeNQn9N78KB/Beg2YTIOy3jOmYxD1wECIIrZJIUQs7y2du1KtPXW\ntwJr1wK/+U2KLZuHBPusmNks2AfcETPt0/UqSZeTgPaZ5o9oXDVzkcrU7XJJDmbNUgX5vhGzqtK6\nPo5D14qZvs71al1AFLNJCr+Jmc91TkCirWnTgN/9XeDmmw1s2bqxfN0zbHDQXqRvU9Ew7a8qtq9I\nqGEsBaYBwpQpKv1oYyHElClqsYpPE6JOW7nue9MAwTUxc6nQAWbjsIztj0ZG0lPqrgMEkxNORDFr\nSfhNzHxWzIBUW9deq9KZo6MptiaDYgb4R8xMv6NrYjZ3rvLjm1IBqJq7nTvtTYobNiRPiL6m02z7\nMx2HPqbTbPtM8zdvnlqpe+hQ8bZ1dqrAIC1AcD0OTQMEUcxaEpOHmFVQ53TOOep4tcRFALaJmY+r\nMm2mH/v64rdXyIpZs1TNVNpqK9eF1zpt5fKBe9JJ6bvBA/YJ+4YNfilm2qdvxf/6Opd9MWeOkv5d\n9sXb365+klDGfoYm49C1im0yDqdNM7tvBU0F/4mZzf1qtm1zXuf04Q8D//iPCReccgpw7rnF2wSM\nF6nb2K9t/nzghRfsbE3R2alIkI2+b29XD2UbtkxXW1W1VYHLSeDyy4F//df062wTs2efTZ8Qbd23\nWdrl0l93t1pQsW+fX8SsigDh/PPTTyUA7GdATMahjf0ms7Yrzd855wDf+56b9gicwX9i5mM6beFC\nY1srVqhg7Fe/irlg1izg/vuLtwlQe7V1ddndZf+FF+w9/Gw91D72MeDUU+3YEmKm0N5u1qeuidm8\nee7raFyTkSwBQqurh6awTczSUupVpXXTTv4gAk4/3U17BM7gNzFbsEDtKWRyTEcaTIspTdDRodpm\nYGvKFOAP/gD4h38o7tYIPu8ZZuuh9tGPql3hbcAkxV3Vgc4+Tog2tw4xmRD1foYu+2LJEnV/u4TJ\nOBRiNg7bz7nf/CY5QOjtVePUZV985CPAypXu/Am8gd/ErL1dpdQ2by5+Q9hebZXB1h/8gaoz27bN\njutEDAzY3UgX8I+Y2YRJQXVfnzqGa2REiJntus8tW9IPdnfdF0NDwL//uzt/gNk4HBhIT3eW0S4f\nx6Ht59zRo8njsIoAYf788eyMYFLBb2IGqJvG5IBlE9i8sc48U6lwBujtVVtnfP7zdlwnwvZGukDr\nE7O0/qrVlILissbE5/6yXV6QRsxcT4hVwGQcapVeiFk5zzkZhwJP0BzEzOSAZVNbtm6sr34VuOIK\n48v/5E+AL3xBHf9ZKgYHlbrjm2J22WXAq19d3I5tmD7gXdeY+DoJVEHMfCUHNmFy39ZqSkFx2Rev\nfjXw27/tzp8pyijZSFvdOBnGocALGBEzIlpOROuI6Bki+njMNTc03n+UiJYGXr+ZiHYQ0WO5Wuhr\nOi3jAdOnnQa8/vXA6tV23MfC1z3DXvc6dbq7bxgcNFt56pqYLV2aspy3IvT3Azt22AmWZs9WC1Zk\nQjQfX6774vzzgQ99yJ0/U5jet6a2AAkQBKWAiD7d4EVriegHRLQo7TOpxIyIagBuBLAcwBIA1xDR\n2aFrrgJwBjMvBvBBADcF3v63xmfzwVdilgN/+ZfA//pfwEsvlejEV2LmK7JMiICdw+ZNMGUK8IY3\nuPGVBVOmqNw8UabAJBK67lMmRH+Jma+wuZ9hT486hkvGoaAcfJaZX8HM5wP4PoBPpX3AZJa5CMB6\nZt7IzEcB3AJgReiaqwF8CQCYeQ2AHiLqa/x+P4B95t8hBJt1Tqeeqm7AinDuuSoz8M//XKIT23Vh\ngDsyUgVMV1sNDGRWSVsWthfRpE2IFd+3TmB63/qa4naNKVOMV8anwjRAeNvbgD/8w+L+BJMKzBws\nYOoEsDvtMyYz7gCATYHfNzdey3pNPthUba64AvjKV4rbKYC/+iulmh06VJIDm/3V3w+8+c3F7fgM\n0000JVoeh82+GBhInxAvuAC44w47/nyFaYAg43ActsdhWkr9pJOASy6x408wqUBEf01EzwP4vwH8\nbdr1JsSMTX3n/FwybBKNtjZV11IhzjsPeM1rStzXrLtbbTJro7/a24Hbby9ux3eYPOBlQhyHzb44\n+eR0NYxIHQ/UyjDdzkfG4Thsb1p96aV2bAkmHYjoHiJ6LOLnLQDAzH/BzCcB+HcAn0uzl7KtMABg\nC4BgsdoiKEUs6ZrBxmtGWLVq1fH/Dw0NYWhoaPzNDLvsNwv++q9V4PX7v682NrcOeXhnw+Cg2qMs\n7RrpUwWbffFnf2bHTivApF/PPVcdwyNQ/bU7NStkhiuvtGNH0JIYHh7G8PBw7PvMfLmhqa8DSJX/\nTYjZQwAWE9EpALYCeBeAa0LX3AZgJYBbiOhiAPuZeYdhQ08gZhMwdaqqJWihg1oXL1b7mn3608AN\nN5TgQEhENgwOAhs3Jl+zaJFi1AK746u7246dVoBJvy5ZYnam6WTA4CDwWL7F/gJBFoQFo+uvv974\ns0S0mJmfafy6AsAjaZ9JTWUy8zEo0nUXgCcBfJOZnyKia4no2sY1dwDYQETrAawGcHx9NRF9A8AD\nAM4kok1E9D7jb6Tx4x+ribGFcN11wDe+AaxbV4LxCy5Qq5YEZjCpMavV1FFQAilALwtLl8pO71kg\n41DQHPhMI625FsAQgD9N+wAx2ykFywsi4qrbUBX+4R+A224D7r1XFvtViiefBB5/HHjnO6tuSXNg\n/Xq1vHj79qpbIpjMeP554J57gPe/v+qWCCYZiAjMXNqsLcSsQhw7BrzylcAnPwm8611Vt0YgMAQz\n8MgjSpkVCASCSQYhZi2On/5UCTWPP175glGBQCAQCAQpEGI2CfDhD6vTAP7936tuiUAgEAgEgiQI\nMZsEOHhQ7W/2+c8Db3pT1a0RCAQCgUAQh7KJWQuftdM86OwEbr4Z+MAHpJ5aIBAIBILJDCFmnmBo\nSG04+573APV61a0RCAQCgUBQBYSYeYRPfUqt1Pz0p6tuiUAgEAgEgiogxMwj1Gpq09mbbwa++92q\nWyMQCAQCgcA1pPjfQzz8MPDGNwL/9V9qnzOBQCAQCAR+QIr/JyEuuAD4wheAt7wFePrpqlsjEAgE\nAoHAFUwOMRdUgLe9Ddi/H7j8cnVU6MknV90igUAgEAgEZUOImcd43/vUxrOvfa06Eu7MM6tukUAg\nEAgEgjIhxMxzrFwJzJihttO47TbgVa+qukUCgUAgEAjKgtSYNQF+7/eAf/on4MorgW99q+rWCAQC\ngUAgKAuyKrOJsHYtsGIF8Pa3A3/7t8DUqVW3SCAQCASCyQVZlSk4jvPPBx55BPjNb4BLLgEefbTq\nFgkEAoFAILAJIWZNhjlzgFtvBT78YeANbwA+8QngwIGqWyUQCAQCgcAGhJg1IYiA978f+NWvgK1b\n1WrNG28EDh2qumUCgUAgEAiKQIhZE6O/H/jyl4H/+A/gBz8ATjkFuO46YPv2qlsmEAgEAoEgD1KJ\nGREtJ6J1RPQMEX085pobGu8/SkRLs3xWUByvfKVKb/7kJ8CePcDZZwPvfCfw7W+rfdAEAoFAIBBU\nByL6UyIaI6I5adcmEjMiqgG4EcByAEsAXENEZ4euuQrAGcy8GMAHAdxk+lmBXZx5ptpWY/16dWLA\nv/wLsHAh8I53AKtXA089BTADw8PDVTd10kH63D2kz91D+tw9pM/9BxEtAnA5gOdMrk9TzC4CsJ6Z\nNzLzUQC3AFgRuuZqAF8CAGZeA6CHiPoMPysoAXPnAh/4AHD33cCzzwJXXQU8+CDwpjcB8+cD1147\njOuuA265BXj8cWBkpOoWtz7k4eke0ufuIX3uHtLnTYH/DeDPTC9O2/l/AMCmwO+bAfyWwTUDABYa\nfFZQMnp71dFO73uf+n3TJuBP/gSo1YDvfAf41KeAjRsVmTv5ZOCkk4C+PvX73Lnq83PnqtWgM2ac\n+DNtGtAmVYoCgUAgEESCiFYA2MzMvyIy2/osjZiZ7vxa2kZrArtYtAg45xxg1arx1+p1YNs24Lnn\n1M/OnapW7fHH1b979gD79qlVn8GfI0cUOZs+HejoANrb1U+tNv7/qN81mQuOUf1/W//6hqefBh56\nqOpWTC5In7uH9Ll7ZOnztjZ1tJ/ALojoHgB9EW/9BYA/B3BF8PJUe0m77hPRxQBWMfPyxu9/DmCM\nmf+/wDX/DGCYmW9p/L4OwOsAnJr22cbrsu2/QCAQCASCpoHJzv9E9HIAPwCgN7MaBLAFwEXMvDPu\nc2mK2UMAFhPRKQC2AngXgGtC19wGYCWAWxpEbj8z7yCiPQafLfVYA4FAIBAIBIIqwMyPA1igsbSd\n1AAABD5JREFUfyei3wB4JTPvTfpcIjFj5mNEtBLAXQBqAL7IzE8R0bWN91cz8x1EdBURrQfwEoD3\nJX02/1cUCAQCgUAgaFoYZQgrP8RcIBAIBAKBQKBQ6Zo62YDWDYhoIxH9iogeIaKfN16bQ0T3ENHT\nRHQ3EfVU3c5mBhHdTEQ7iOixwGuxfUxEf94Y9+uI6Ipoq4IkxPT5KiLa3BjrjxDRlYH3pM8LgogW\nEdGPiOgJInqciD7SeF3GeklI6HMZ6yWBiKYR0RoiWktETxLRZxqvOxnnlSlmjQ1ofw3gDVDFcL8A\ncI2kO+0jKq9NRJ8FsJuZP9sgxbOZ+ROVNbLJQUSvAXAQwJeZ+dzGa5F9TERLAHwdwIVQW8vcC+BM\nZh6rqPlNiZg+/xSAA8z8v0PXSp9bQGOPyj5mXktEnQB+CeCtUCUsMtZLQEKfvxMy1ksDEc1g5kNE\n1A7gJwD+X6h9W0sf51UqZrIBrVuEF1kc3xi48e9b3TantcDM9wPYF3o5ro9XAPgGMx9l5o0A1kPd\nD4IMiOlzIHo5uvS5BTDzdmZe2/j/QQBPQU1EMtZLQkKfAzLWSwMz65WUHVB18vvgaJxXScziNqYV\n2AcDuJeIHiKiDzReW8DMOxr/34HAyhGBNcT18UKo8a4hY98u/ojUub1fDKQapM8to7HifimANZCx\n7gSBPv9Z4yUZ6yWBiNqIaC3UeP4RMz8BR+O8SmImqw7c4VJmXgrgSgAfbqSAjoNVPlv+HiXCoI+l\n/+3gJqg9FM8HsA3A3yVcK32eE42U2ncBfJSZDwTfk7FeDhp9/h2oPj8IGeulgpnHmPl8qL3HXktE\nl4XeL22cV0nMtgBYFPh9EU5knAJLYOZtjX93AbgVSmLd0ahdABH1A4jd7E6QG3F9HB77etPB/7+9\nO1aNIozCMPx+wQQSsQuElBb2QkobGy/AzkAgRbrcgRZJm9IL0EKiCGkMgo3gDYgQSGDbCHZ29sKx\n+GdNig0hZmd3kPeplpllGT7ODIf9mfPrlqrqZ3WAV1wsJ5j5lCRZpDVlh1V13B221nt0KfO348yt\n9dmoql/AJ2CDGdX5PBuzv8NrkyzRBtC6WcSUJVlJcq/7fJe2NcQZLevt7mvbwPHkX9AtXJXxR+BZ\nkqUk94EHwNc5XN9/p3tYjj2l1TqY+VQkCfAaGFXVy0unrPWeXJW5td6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"text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a low-pass filter!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "gauss_blur = convolve2(src_image, gauss_kernel)\n", "imshow(gauss_blur, cmap=cm.gray, interpolation= 'nearest')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 26, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FpfNN5dHOGx0zi0vhI0XTy3VXIhJ5lZISGFZWViqMQUGhLVvImQKfPruCmQuU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JV3IA99xTTlcSMHX7H5LNqabFrkZkS8AwDiDCtOH7VExDkcK4YvllK44G2qy1xK6QP4JwA/hekt\n608D+FhE/ADAlwH8fER8cYrLiyIrpgG0VkwDD1bex60cvg3gfRHxnog4j+Pt5F58zGUYRR5oxemj\nlDiGCH8F4NVSyp/JX1NX5oi4TKY8IpYA/CKAl6exrABQSvlcKeXZUsp7AXwcwL+UUn5rWssbj2jF\ndCMTYIJ/GccM++sAPvu475+U58sArgPYxzEf8tsA1gB8HcBVAC8BWJXjPzco+2sAfmkC5f0gjv3h\nV3A80V4G8NFpLDOAnwDwH4OyfgfApwa/T11Zk7J/CCfRiqksL4D3Dtr2FQDf43x6WOWdpU/PZCYz\nSWWWITmTmcwklZlymMlMZpLKTDnMZCYzSWWmHGYyk5mkMlMOM5nJTFKZKYeZzGQmqcyUw0xmMpNU\nZsphJjOZSSr/B/6PBsXrgygOAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "single_dot = zeros((101, 101))\n", "single_dot[50, 50] = 1.0\n", "gauss_kernel = ndimage.gaussian_filter(single_dot, 20)\n", "imshow(gauss_kernel, interpolation='nearest')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ysUbyE+UMGc1RmlydSusOsqm4v7WfPs6p0n2B/dQr1H3Of9JPV4MAIctOoXLlulDYWEt1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\n8wcHtiJry6dGr5NH3/fXxAO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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "gauss_blur = convolve2(src_image, gauss_kernel)\n", "imshow(gauss_blur, cmap=cm.gray, interpolation= 'nearest')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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F8ySqezsSPp4DmMqsGDmP1yIo0IxQs0GTntSU8OiF1qH7ehEK9pHmWJU6/0iBg9vOwM3c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\nJSV6JaBQxpX8MVrXEpkDhk2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ZoG2t9veOeVKaS2Iu2jcFBn8k230PCtJcnVlnYhS8RvLD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\n9OCPW1gXJ/Wo9CbtiE0MrD5o5KZD8kmwPvdLuCwBcbfxR9h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"text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(abs(fft.rfft(gauss_kernel[:, 50], n= 512)))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy.stats as stats\n", "gauss = stats.norm.pdf(arange(17), loc=8, scale=5)\n", "plot(gauss)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "\n", "kernel = zeros((17,17))\n", "kernel[8,:] = gauss\n", "imshow(kernel, cmap = cm.gray, interpolation='nearest')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(abs(rfft(gauss, 512)))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 32, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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CRG4F8EsA/haA5wDcV0r580YZN3yem0fh2UZ5D14+Rf3ZixRE78/Y11T03mnrrcVtDuGj\n0Pet7rkzPWNLUVgRiOkaWhlY9bK+K60SojeZ6ftmpXB7C9dMLJVHUbOFFO53A3gawFSThwBcKKW8\nGcBv7rYJISec4QeFiLwRwA8A+M8ApsfaPQDO7z6fB3DvrNoRQjbBnKHHzwD4cQDfWu07W0q5tPt8\nCcBZ68Re58powlXrHGtfZp2BjOMzkvbe+hFRklfP+pqRjVe/zNqUFtHQQ8tzL2wdEa0f4Tks6/ZN\n7dZDEeDGe2E5PFvffWbIlklDH024ygwrlnBmDj0oROQHAbxYSnlCRP6hZVNKKSJituLy5cvfqMDp\n0y/5QRNCluPo6Cj11vYWo4ri+wDcIyI/AODVAL5VRD4C4JKI3FZKuSgitwN40Tr55ptv/vrnXmem\nJrIZCYtmEri0krDCoz1p3j1rVkS2GUXhOVKtSXB6zceoJ9MTrOrzvZcLR0QKRauEzKreluPZc2ZG\n3+fI7yQiWg1r7u8fOA6d17+DK1euNMu0GPJRlFLeW0q5o5RyF4B3APhUKeVHATwG4P6d2f0AHh2q\nFSFkUyyVcDV1I+8D8IiIPIBdeNQ7oWfclBnj9fgdolWTMmPPyEfhHcukeWd8HT2TzKJ1NaOeNjPW\n1r4JKwEpSrDyyEzi0itTWdPWPbVmrdMZfZ8tP0vGRxH5u3oSrub6KOaESWc/KEopvw3gt3efvwLg\n3NwyCSHbYvUU7khZZI71pHf3eKGtKIo3Tu1JzqqPZdbezKR7t/wPlk0m4SoTnYjSqKfz9WIvFlol\nRElU2ieRWYMzamdmnc7M5EF9zujvrWVr2Wi1YKmOOdEPpnATQprwQUEIabL6cv01PY5KbzsqL5Jy\nmfUoMs7RjETNODy9Y5lXBGRmrEbh0Z7w3kQ0g1NjhT69JfMt56M3nMi8hiEzpMwMw6JEPy/hr3W+\npjWEBvxhxRLzO2qoKAghTTa1ZmaPjZcC28tI2u1IaDaTFpxJ9InKixK4vASwnhTuKDxqJQ7VaqAm\nE/rsuW9WolTPfcv08hl1GoVFs9TnZJzAmdDnEuFRKgpCSJPVw6O99plzR9WFV77Xi+gU5/pYFEId\nSdyKxtHeWN2aiOZd0yovM46O1qvUNjq5y0r39lKvrbr33L/M92C1U6eh94Tle4hSuXX5vQlX+vwR\nqCgIIU1Wj3pkklEy5/ecE6VwZ2wiW8/jbY2fozFtK8IyN9Iyd+yeWQF7yfplyom+syia5ZVf492L\njG2Pwu1VzxnbLaxwRQh5BbC6otgnUe/kMTeura/dE0Xpscn4UmqV4CmU6NqZNGWd9xCVo8uzJl/1\nRJTm3D+rftE1ve3ssQnvNxn5JrYAFQUhpAkfFISQJi/roYdHJrSVkZiRnB0pJ3ONHudo5lo9sj2i\n515k6pdJpR9pr2WTaYNXztzf0kmBioIQ0uQVqSjWoKdX3sc15/SIvdfKXnOf7Z1jQ26EioIQ0oSK\n4kBkkl6WnhpsvRMjc82RFZGicrz9+2zvHBtyI1QUhJAmr0hFken9MpOcrJ5xTjmZa1jn6PUlM+VF\n+3t6/JF7kamftWZm5l70tGGJezH3t3RSoKIghDThg4IQ0uRlPfTQqyZl8unnSlV97YycHbHJyG1r\nvUlvJanoZcA9s0czLxW26tcaGmWuOXqP9e9i7lAyYuQ3uQWoKAghTVZXFJm1/jLn9ziM6qe4d35k\nE9l6vVPG+Whd0+uBrGt6PXe2HE0mMSpSMa1r9tavVU70nUXOUa/8qJ2eGsnaeGRC2tF5+wo9U1EQ\nQpqsoihKKcPJPD3jwJG1M3tClVPvWb8M2OvBMmqhpze2VrvW5dTrPUxrPur1D7yVsoGxFa6iek1/\np7pk2pBRFJn7l/kerO9+KrPHRzRCj/9s9Dpz6kdFQQhpspqPYnq6Zca/lk3kJxh5w9WIB92qi9fD\nZtRCXY7XG0flTfum9tcv7Z3uoacg6msv/aawqR66TXX99IuHe+6b7vUztvW+kYhS5ncyEtGIfB4W\nGZWwhL+CioIQ0mT1qEeNfvLpdRktm4zqyPQYUe/u9RRLRSB0bxods2y1/8FaCzJa/9KzbZ1Ttyu6\nF1NdtbKw2qD/1jbePbDUgqfI5kZaot+SFzXpUafeea1z9hXtmKCiIIQ04YOCENJk9fBoLZW0xO0Z\nVljHPNtIClpl9CT6eOE9KxSYGU5Mr9+btq1X7XnL4tfOQo0O8VovNJ4bHtVh0OlaR0dHN9RPD08s\nG29YMjJMseplfVet4WaP49Pbly3Hwju2dPh2WFGIyC0i8nER+byIPC0i3yMit4rIBRF5VkQeF5Fb\nhmtGCNkMcxTFzwH4ZCnlX4rIaQDfAuAnAFwopXxARB4E8NDu3w1kwqPatv48EqKMeoyMU24kUSqj\nFiwb3VtOSmLqaS3no36RbsRUP+uFwdYLenS5+v5HIUpPAUxtqT97trVNxjmq90WqY07iVvQ7iRTn\nEqHZLKuFR0XktQD+QSnlF3cVuVpK+X8A7gFwfmd2HsC9s2tICFmdUUVxF4A/EZEPA/gOAL8P4D0A\nzpZSLu1sLgE42yoo87TLhOcsMqncrSd8/dnreerxvReyq3tGT0nUNlNvrn0Slv8hE8bU7Z3qMG1b\nLyn2XvNXE/WerV7dUhRaWVh+DM8mk8Bl2USJW60wa+Z3EhHZ9CRTzVUdLUZ9FKcB3A3gg6WUuwF8\nFWqIUY5ratb28uXLX/9X/1gIIctydHT0kv9vo4wqihcAvFBK+fRu++MAHgZwUURuK6VcFJHbAbxo\nnfzqV7/665/n+iiixBe9KEtP2u3oZCTPt2BFA6b6afVgnR8lQfXcQ+2TsNqQefOYLjcTAYoUgFYU\n+m/9OZOc5UVPLMUT+Tpa333GR5HxsWUS/UbUwpkzZ16ieK9cuZI+t2ZIUZRSLgJ4XkTevNt1DsBT\nAD4B4P7dvvsBPDpUK0LIppgT9fh3AP6riNwE4H8BeBeAUwAeEZEHADwH4L7ZNSSErM7wg6KU8jkA\nf9c4dK6znKZN71qNnq3lnNOhwMycBW1rOSEjZ6YecuihSF2vTPKTNzTIOOV0XXQ9rO0a7YyzpL2+\nTzrMaR2Lhh6ZYYoXZs04M2sbb5iZGXpEYduRMH9P6HQrzkxCyCuI1VK4J6Iknsh+JOGqJ0xqOfem\nXtdzWFrHrB7bOz8zgzNyMEaORe3E1Ooommm6lDMz6t3nKIqovJ4Zq1Z41FtLI+P4jBhJuLK2R84f\ngYqCENJk05PCanv9WZ8fJb5o2971I7xQolYY9bU89VHbRCtJeQqiZ92NqLfzwq7156UUhecDqNWC\nTqYa8VF87Wtfu8E2mmSWSfP2fBNRWH5kykD0O/bOjVhaWVBREEKarL5m5uh5mYQrrSSsqEcmiUr3\nrDrF2Ypo6B4yM4mrtpnO83r1jE+mXh3cU0NrKor6HnsKoEdRROVlJpll0ryjJK+MovCiHqMJV4x6\nEEI2w4mIeoy+89KLekT+h8ziJXq167o31j3XVHfLR+EpFa/tve21oh5bUBRW76576qXyKLwIiVWP\nzHR1b7q51d6odx9J9+7Jo7Bs5kBFQQhpwgcFIaTJ6sv194ZH9b4eyWYlwmh5HTmgvLBmLds9B2UU\nHh2R+FFYLrOqlk4Es9LHl6qX5xCMkp+soULP0KNnzYqRVwREa3BmkrL27aikM5MQcnBOhDMzKqMn\n4cpK5c44M72eIuMIjNaP6HlRs66L1XPrMHDdk+kJaNO2tT6mt2JW9F1Zqk2HAjOrjkcrdU8JVV5y\nlpVwNTfN21MQmd9JxomZSbhayuE5ByoKQkiT1RXF3DJ6woVaWdToYz0JV5FaiN6tkSFKoprQPZkO\nhQI3rqIVhUeX9lF4Y/ZoZbDMKlhzQqn1+SNT0TOTwiw/RktJUFEQQk4sm4x6RE9AbzJYpBI8ZVF/\njqYIt3rYaBEZqzfu8VFkIji6R5xUR+13aCmJQyiKKBqg/Q49SVmZ94RkprZnojE9iiJKysokyXkq\nIVIUls0SUFEQQpqs7qOwPOk97/GIxmRaHViKRfsZeiaOWf4Mfa2MjyLTBh05sBSFfldHrRKmY5lV\nvXveE+LV19rnTQ6rj0U5DVptRBGNzDTzzDtMW9+99VvS7cxMGRj1P2jooyCErAYfFISQJpta4Wq0\nLG9fK0wKfENme8OU+rMelmSkee8LjlptsF4q7K0Kbr3qUA8rMincVlu8IWCUwq2/B8tp2JPmnQml\n9jgzrSFRK3XbcsiOODP3GR7VtiNQURBCmmxqhasRldHTG1tPeB0etZKytEMyUglLJVx5va/Vk3lr\nTVgJV15YNEoaGw2PttLjM5OvopcU96xvESmKzGQ671qZZKoo5Lm0otD7l4KKghDSZNPh0cxTMTPR\nK8LrLaOkrB6Foetp1S8ay2qfxPS3TqbS90BPJa8/a2URra4VvQclap/e11JH9WfPV1Gfl0n39tRH\nnZSVCcl6CiJKfOuZOBaFR3vSvL1tb18vVBSEkCabSuEewVIfuofNpBnr8jJqpMf/UCuAiZ7UXE81\nAL5vwpo63noDWX1soicBLhqPRz1ta4EYwPcp9ERIIrUQ+To8P0YmwSzjd4imps9VFEtARUEIacIH\nBSGkyerOzBo9jIhen9cqqz7W49QccYCOzufQx6wh0fR3GkZYCVc6wUqvXlXvi8KiE0st169tovCo\nnssytcmaS5GZydkKa0bHrDkomTC15+jMrIK1dDIVw6OEkIOzuqLoXTMzerVedJ16O0oKylzTSpHW\nxzL1y4TGvL/WzFB9rHZmeiuJT1jO1hFFUaNn1Y6EFq3ePeP49MKakeqwkqi8sO2IWrD29Tgqrf37\nTt2eoKIghDTZZHh0qQljuofN+B966FEWNVO7dK+eScyxQp+6ndHq4J6PwnrviLdttcXa7gmP9qR5\nt5RFbRMpCk9JWOn7LV9F1IZoUtgc9aE/W9tLMawoRORhEXlKRJ4UkY+KyDeJyK0ickFEnhWRx0Xk\nliUrSwhZBxl5AonInQA+BeAtpZS/EpFfAvBJAN8O4E9LKR8QkQcBvK6U8pA6t9QrSWcmWFn7oolL\n3qrZ1vg88/YvL/3ZsvXWprTWr9THrAQpbduTnh21s+f+ZejpEa3kop4e21MJUQLXiEKx6jWiKKK0\n7LmKQtta1MeOjo5QSul+ocyoovj/AI4AfLOInAbwzQC+DOAeAOd3NucB3DtYPiFkQwz5KEopXxGR\nnwbwxwAuA/j1UsoFETlbSrm0M7sE4GyirBv2RfkUIwoo8lXoNO+MH6OnDlFegZdibh2L7olO3Y7W\nwexRFCP0KIpM+rOVa6FzLHoUheV/iMrxFETG/2D9plpKojePYtM+ChH5NgDvAXAngNcDeI2IvLO2\nKcc1Nmt97dq1r/9b2sFICPkG169ff8n/t1FGox7fBeB3Sil/BgAi8isAvhfARRG5rZRyUURuB/Ci\ndbIVsyeELE8UWeth9EHxDICfFJGbAVwBcA7A7wH4KoD7Abx/9/dR6+TeFG4rQWtEYlnn6Bs3EkqN\n6jKVV4cf9RqX0dDDmwlrvU6gZwn+yGG51OxRbdMjyTNp3j2zUfW50fk9y/UvNXs0M/TQ+6N9Sw9B\nRn0UnxOR/wLgMwCuA/gDAL8A4G8AeEREHgDwHID7FqonIWRFhsKjsy4oUqwEJWXTPBYlBbVCqJmw\nYU8I1QpV6lWuLedjFM5sXasnmUrbWzZRKDpD1Mt5juJMb9yT0BTZWqFPrTKserau1RP6tPaNJFPN\nSde+evXqQcOjhJBXEKtPCqvx/A9ReHTEZ2GFRzMh1J7QqdeDR7ZzFUVGOXkKqmapFG69L/LJZEKL\ncxRFj02UCOaphqidls1IMlVPotXSIwUqCkJIk9UnhdVYHv16f32sR3VkrjkxPf17xuxWtCKyma6h\nox/WRC9tYymKCe0Pybz9yypnqYSrCa3EMorCivl7vbr1MmAv2mH5AOZEMnrUQtbGs9X7LTaVcEUI\neWXBBwUhpMnqLyn2jtf0viRo5AVC0YtwIkenrp+up+XcnD7ruRkWur3R0MMbutX2mZmhSydcaVsv\nXFofGxl6ZGwjZ+aIgzIayvQMPfTx1rFon8ecYQkVBSGkyaZeUjzR48zMKIvMNSe0erCOZcKH0bW9\nulshWY3gH/CQAAAHhUlEQVR2blrXmKsoWnWw6AkdjyoK71jGCTk3nJmZ7dkzI9RrW0Y10JlJCNkk\nmwqPTkQ9o9cbZ8KjI76L+jxvJl5v0pL2W1h+DN2TRZPComPa5qQoikz4sSeBq8enkAl5jkz4itq5\nVSUxQUVBCGmyegp3j0e9to98FHOmokf0REgyk9b0tpW45bXXUh9RMlUUSfLYl6KwtkeSsuaoj+hY\nj81SikLvj/b1/q6X+H9ARUEIabK6jyITrbDsMz6KpdO9NZZ60D1+ZKN9E1EbdLmRKrPyPVq+iUgd\njeKdH/W0nrKoP/f07j05DUsvNLOGkmDUgxCyGnxQEEKarD70sMg43nqcmUule/eghxzRClx6v2UT\nDbU8G6/smmiYMkJmOBHZznEWzh16LHXNaMjQGk5khiDZY0tCRUEIabJJRaGJHHc9zsxDKgvtqIyI\nHJ6tvzUjNlaq9NKKQh+bm4C0hBKoP2ccqD3l9bTX2/b2Rfv3CRUFIaTJKqtwB8d6ykkf65nE1dNT\nj9ouZdOyzbRvjnrIMtLTzlEWS9osYWsdy25nj/XYFq7CTQjZB5vyUWSiHdp2ZOJYFCGxrr1v1ZWJ\nZESqQZ/fO0nNO2cuczz8S/koonKXUBSZuo/6KDLHemzmQEVBCGmyKUWhiVRDxqalLCKbmlZEZFR9\nZNrn2UYp4S8HRWFtt3rsHlvLZkRJZFRMtG/rSmKCioIQ0oQPCkJIk00PPSYs5+OITWQ7MoQ5BF69\nrDaMDLEO0aY5knzUabivoUfUBu/YUmHNkfKWgoqCENLkRCiKmh4H4BLn1Of1OD6tcrbASBtGyp97\n7JCKIqrLiEM2w8h5a/6WqCgIIU1OnKLI0BrX94zdszbadmKNKe5rsjVFMae8TP3m2rT2bwUqCkJI\nkxOrKEb8Dj3lzY2iZOo5J9IymuS1bxUz6rXv6Y2XSlpaonfvUQ2jbEFthIpCRH5RRC6JyJPVvltF\n5IKIPCsij4vILdWxh0XkCyLyjIj8031WnBByOFpDjw8DeLva9xCAC6WUNwP4zd02ROStAH4YwFt3\n53xQRDi0IeRlQPgfuZTy3wH8X7X7HgDnd5/PA7h39/mHAHyslHJUSnkOwBcBfPdyVe2nlLKYbLt+\n/foN5UXl9xybtut/rXJatkdHR6FNpn4j/zLlWfuPjo6a92Yf97H32LQ991UGmWtviZEe/2wp5dLu\n8yUAZ3efXw/ghcruBQBvmFG3TXESvsyaq1evrl2FLk5afU/a72Eus5yZpZQSrVgFYJN3s8dRubVr\njjpxvfOWdgpbZWf3j5Z36DJOwjWXZkRRXBKR2wBARG4H8OJu/5cA3FHZvXG3jxBywhlRFI8BuB/A\n+3d/H632f1RE/iOOhxxvAvB7S1QyYjQcN8JS49JDceXKlbWr0MVJq+9J+z3MIXxQiMjHAHw/gL8p\nIs8D+CkA7wPwiIg8AOA5APcBQCnlaRF5BMDTAK4C+NfF+B9aBhb2JISsy8FX4SaEnDyY50AIaXLw\nB4WIvH2XufkFEXnw0NdvISJ3iMhvichTIvKHIvJju/1uRuoWEJFTIvKEiHxit731+t4iIh8Xkc+L\nyNMi8j1brvMu6/gpEXlSRD4qIt+0pfruO4v6oA8KETkF4OdxnLn5VgA/IiJvOWQdEhwB+PellG8H\n8DYA/2ZXRzMjdUO8G8f+oWksufX6/hyAT5ZS3gLg7wB4Bhuts4jcCeBfAbi7lPK3AZwC8A5sq777\nzaKek4U3kLX3vQB+rdp+CMBDh6zDQJ0fBXAOxz/ks7t9twF4Zu26VXV8I4DfAPCPAHxit2/L9X0t\ngP9t7N9knQHcCuCPALwOxwGATwD4J1urL4A7ATzZup8AHgbwYGX3awDeFpV96KHHGwA8X21vOntz\n15N8J4DfhZ+RugV+BsCPA6jjdVuu710A/kREPiwifyAi/0lEvgUbrXMp5SsAfhrAHwP4MoA/L6Vc\nwEbrW7FYFvWhHxQnJsQiIq8B8MsA3l1K+Yv6WDl+DG+iLSLygwBeLKU8AcAMPW+pvjtOA7gbwAdL\nKXcD+CqUbN9SnUXk2wC8B8c99usBvEZE3lnbbKm+Fon6hXU/9INCZ2/egZc+2TaBiJzB8UPiI6WU\nKaHMy0hdm+8DcI+I/B8AHwPwj0XkI9hufYHj7/yFUsqnd9sfx/GD4+JG6/xdAH6nlPJnpZSrAH4F\nx8PordZ3YrEs6kM/KD4D4E0icqeI3IRjh8pjB65DiBxPevgQgKdLKT9bHZoyUoGXZqSuSinlvaWU\nO0opd+HYwfapUsqPYqP1BYBSykUAz4vIm3e7zgF4Csdj/y3W+RkAbxORm3e/j3M4dhxvtb4T3m/g\nMQDvEJGbROQuZLKoV3C4/HMcO4a+CODhNZ0/Tv3+Po7H+p8F8MTu39tx7ND6DQDPAngcwC1r19Wo\n+/cDeGz3edP1BfAdAD4N4HM47qFfu+U6A/gPOH6YPYnj5RXObKm+OFaTXwbwNRz7Ad8V1Q/Ae3f/\nB58B8M9a5TMzkxDShJmZhJAmfFAQQprwQUEIacIHBSGkCR8UhJAmfFAQQprwQUEIacIHBSGkyV8D\nP9UgD9srA00AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "c = convolve2(src_image, kernel)\n", "subplot(131)\n", "imshow(c, cmap=cm.gray, interpolation='nearest')\n", "\n", "c = convolve2(src_image, gauss_kernel)\n", "subplot(132)\n", "imshow(c, cmap=cm.gray, interpolation='nearest')\n", "\n", "subplot(133)\n", "imshow(ndimage.gaussian_filter(src_image, 5), cmap=cm.gray, interpolation='nearest')\n", "\n", "gcf().set_figwidth(16)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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0uRpyvLlA9TW8A+RulbLpfRrJhWhB6FzYsG86ndrOzo5NJpOgC6r8XsVoxmUA4ZvNZhnC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QtcNahE7avDqy4KCZVynJ+fj83Nzdje3o7Hjx+PhHOK/l9cXIyIKKFUum6TYnYlknV6JZLRgtyf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"text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Reduce Moir\u00e9 patterns/Anti-aliasing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pyt = imread('maxresdefault.jpg')\n", "imshow(pyt)\n", "gcf().set_figheight(8)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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XBH70phiNRvTv3x/Tp09Hjx49ahCl2trIY+xyucS8Pn78eL1eJDnziogwfPhw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u3XHs2DFuyRLiqd4ta9xXFoOlclFCiqbnZXkntWvXRnZ2tmrtsrOzOUbGrXTf/6ff2pCJGKak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6/qDBZ+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\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P7vgNou/FEMvixYvB6/XCZ599Bj169ID09HTT+mX8KZAvvIhhHsSVidYe3+/27dvDlStX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Cnk5eXB6XSiY8eOQg8WXXvvvfcqSKuvvPKKpifKbDZj586dLEzsdDqRmJgonENZltGxY0esWbMG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\nx+PBxo0bkZSUVCYNELchPDwcQ4cOhdPpFAK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fz0GXwj8ial7yDo4Q0bSr3a9riJ8PE9Gv\nRJQmyaQZV5OfxlENBhlkkEEGGWTQdUfXionKIIMMMsgggwwy6LKRAXAMMsgggwwyyKDrjgyAY5BB\nBhlkkEEGXXdkAByDDDLIIIMMMui6IwPgGGSQQQYZZJBB1x0ZAMcggwwyyCCDDLruyAA4BhlkkEEG\nGWTQdUcGwDHIIIMMMsggg647+n/F6aCIetZ11QAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.misc import imresize" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "resized = imresize(pyt, 0.08, interp='nearest')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(resized, interpolation='nearest')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 38, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Uycrlpoph3nOZZZZJdeqETIqUU+5bINWxxqFj1hDNSl133nnn0nwAO0mFUjY+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\nKFf8+Mc/BgCceuqpTfufEeS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"text": [ "" ] } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "resized_soft = imresize(ndimage.gaussian_filter(pyt, 4.0), 0.08, interp='nearest')\n", "\n", "imshow(resized_soft, interpolation='nearest')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 39, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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fmGTciO1jJ6VhPyPTdvRSbkdBW/W1r32tX2eLZtITtGhtvvnma03Zbpvk2Jk8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\nbrh1wzBaOBcJwIamabO/uyhboVCYetQDqVAoTA0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MJKk5ubMt17ve9a6gbIFAoPfR0xLScAPyE7SPcJD1Aw44oNR5h2C7qAi30pLx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\nU3D9m2YyCy3pmetrmWmZgIB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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Uniform filter" ] }, { "cell_type": "code", "collapsed": false, "input": [ "single_dot = zeros((101, 101))\n", "single_dot[50, 50] = 1.0\n", "gauss_kernel = ndimage.uniform_filter(single_dot, 20)\n", "imshow(gauss_kernel)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 41, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another low-pass filter" ] }, { "cell_type": "code", "collapsed": false, "input": [ "src_image_eyes = src_image[150:300, 100:400]\n", "subplot(121)\n", "imshow(ndimage.gaussian_filter(src_image_eyes, 5), cmap=cm.gray, interpolation='nearest')\n", "subplot(122)\n", "imshow(ndimage.uniform_filter(src_image_eyes, 13), cmap= cm.gray, interpolation='nearest');\n", "gcf().set_figwidth(16)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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+jj4PsxBalNuzs7N48eLFRgRUKbhV7vhrywGdpumvRcSnI+IrEfHh1Wr1rVe7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\nt7N6DK2AAdYgLiDFOZ0a8dQ6HFU+ODu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kOGWkVzlSIQLabcTtdz1ViKnByZRbNjJZqCnl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\nXlU+s3syIuIiv4XbO2RtGgEjzswBZU6nV+Jzmq0+ewSUz0tqtOeAeqVbb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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This filter is often called \"Mean filter\"" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Median Filter" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def imshow2(im):\n", " imshow(im, cmap=cm.gray, interpolation='nearest')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "c3 = ndimage.median_filter(src_image_eyes, size=15)\n", "imshow2(c3)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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gk6bea2opN0WMgub792KErbp5sbAx1bQluGJLky1ftpS9pBTD4dBM36jfpTeb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"text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "noise = where(random.random(src_image_eyes.shape) > 0.9, 0.5, 0)\n", "imshow2(noise)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "src_image_eyes.max(), src_image_eyes.dtype" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 46, "text": [ "(245, dtype('int64'))" ] } ], "prompt_number": 46 }, { "cell_type": "code", "collapsed": false, "input": [ "noisy_image = (src_image_eyes/255.0) +noise\n", "imshow2(noisy_image)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 47, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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boZrXIr7OSIkIO41yvVw/P9edroMjo7y4gXg+udsqaM3Y2Jg1royayFrnjrYS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\n+WRtG1cG5j6RYNtp0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E7V1dWapltaWgrx9X7jG98w4iLEjffwww+rO6asrEz7ZMmSJUY2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\n3dUVbPS0tbVpxZG76oTDFXJed5hA5ktra6t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"text": [ "" ] } ], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "subplot(131)\n", "imshow2(ndimage.gaussian_filter(noisy_image, 5))\n", "#colorbar()\n", "subplot(132)\n", "imshow2(ndimage.gaussian_filter(noisy_image, 3))\n", "subplot(133)\n", "imshow2(ndimage.gaussian_filter(noisy_image, 1))\n", "gcf().set_figwidth(16)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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z8noo1FOVOvW+a5ke5ITmi7adgFopJJPotdH7PVjj87YZixRMer7wPOLXFZWF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\ntBhA1eqWbD//WuPLGgHDDKYsY2mQYZgFSi2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"text": [ "" ] } ], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "subplot(311)\n", "imshow2(ndimage.median_filter(noisy_image, 3))\n", "colorbar()\n", "\n", "subplot(312)\n", "imshow2(ndimage.median_filter(noisy_image, 10))\n", "colorbar()\n", "\n", "subplot(313)\n", "imshow2(ndimage.median_filter(noisy_image, 4))\n", "colorbar()\n", "gcf().set_figheight(8)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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xxexPYhSF5gH8uXNuAOAj3vvf2O9ChwbKccHrQDT6IW7wKL+sZqsNb6L5D+yF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5L16PfDPbT6cOtWmapQyNoxY+NjaWSCXXe/O35bz5HSmEycnJjkQQOvkI1t02PCWP/PnPfz4B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9UDhM9h+zOZTGJeAM2AtbOzYwcJ2//KK6+YaqlMhH/DDUcV8bwk49/c3NzDZBTT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\n", "text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Sharpening" ] }, { "cell_type": "code", "collapsed": false, "input": [ "title('Sharpen')\n", "subplot(131)\n", "imshow2(src_image)\n", "\n", "subplot(132)\n", "c = ndimage.gaussian_filter(src_image, 1)\n", "c = src_image -c*0.5\n", "imshow2(c)\n", "\n", "subplot(133)\n", "c = ndimage.gaussian_filter(src_image, 1)\n", "c = src_image -c\n", "imshow2(c)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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LOSiVSiqVSrbeNzpuGbiiVgGggPEBEPhUEMZC0puMdC6XU7FYNHCTyWSMBs9kMhbh+fzv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nMjMzg9RbMhq8B4uLi2hubhauJp2Xw+GAyWSSxJBBIoMBBmbcr6q+kFr6U4VxU6mUlMisVquc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4OpqSkkk0nMzMxgfHxcmqfOz89L6pA6wfVOJJLXYhiGOJRMTXLfZIHH2tqaUC54L8nd5Fgv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\nJFXn83mZ3UdHjilDNgqk48PFqDvwk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"text": [ "" ] } ], "prompt_number": 50 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Turn the Gaussian Low-pass filter into a High-pass filter" ] }, { "cell_type": "code", "collapsed": false, "input": [ "gauss = stats.norm.pdf(arange(33), loc=16, scale=2.5)\n", "plot(gauss)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 51, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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vKNmSwnvnnTB3a/586NEjdjQilalgPVtmVmVmS81smZmNbqLNTan9i8zs2NS2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\nkJItERERkQJSsiUiIiJSQP8f/SFg8CXdCb4AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 51 }, { "cell_type": "code", "collapsed": false, "input": [ "sharpen = zeros(33)\n", "sharpen[16] = 1\n", "sharpen -= gauss\n", "plot(sharpen);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 53 }, { "cell_type": "code", "collapsed": false, "input": [ "log_kernel = ndimage.gaussian_laplace(mat, 5)\n", "imshow(log_kernel, interpolation='nearest')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 58, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(abs(fft.rfft(log_kernel[:,50])))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 63, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 63 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Mathematical morphology" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://en.wikipedia.org/wiki/Mathematical_morphology" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def imshow2(image):\n", " imshow(image, interpolation='nearest', cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 66 }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = zeros((100,100))\n", "src_image[25:-25, 25:-25] = 1.0\n", "noise = where(random.random(src_image.shape) > 0.98, 0.5, 0)\n", "src_image += noise\n", "imshow2(src_image)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 67, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 67 }, { "cell_type": "code", "collapsed": false, "input": [ "structure = zeros((20,20))\n", "structure[range(20), range(20)] = 1.0 #\n", "#structure[range(20), 19 - arange(20)] = 1.0 #\n", "imshow2(structure)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 69 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Minimum filter (erosion)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "eroded = ndimage.binary_erosion(src_image, structure)\n", "subplot(121)\n", "imshow2(src_image)\n", "subplot(122)\n", "imshow2(eroded)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 70, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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7I+Laoi3rI+I0YDPw/cAh4ABwTmYek+4BMzSSJGkaek2IZOZGYGPHY+vb7u/h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\ngg==\n", "text": [ "" ] } ], "prompt_number": 70 }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = where(i[:,:] > 255*0.6, 1, 0)\n", "eroded = ndimage.binary_erosion(src_image, structure)\n", "subplot(121)\n", "imshow2(src_image)\n", "subplot(122)\n", "imshow2(eroded)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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VcEKdey7XXGIT+1m7MJnRUA9ERFrtEd/N3QpeipYT1PHEuaU3pKa1J3lNyczW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\n", "text": [ "" ] } ], "prompt_number": 72 }, { "cell_type": "code", "collapsed": false, "input": [ "eroded = ndimage.binary_erosion(eroded, structure)\n", "subplot(121)\n", "imshow2(eroded)\n", "subplot(122)\n", "eroded = ndimage.binary_erosion(eroded, structure)\n", "imshow2(eroded)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 73 }, { "cell_type": "code", "collapsed": false, "input": [ "structure = zeros((20,20))\n", "structure[range(20), 19 - arange(20)] = 1.0\n", "\n", "src_image = where(i[:,:] > 255*0.6, 1, 0)\n", "eroded = ndimage.binary_erosion(src_image, structure)\n", "subplot(121)\n", "imshow2(src_image)\n", "subplot(122)\n", "imshow2(eroded)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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9MJXctBwkvFSOi93cqrcaLqhzz+WaS2xiP2sXJjMajgMRtcdp/XrMPThzN7Rc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\nj18gIiKivnCFYiIiIuoKkxs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"text": [ "" ] } ], "prompt_number": 75 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Maximum filter (dilation)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = where(i > 255 * 0.6, 1, 0)\n", "dilated = ndimage.binary_dilation(src_image, structure)\n", "subplot(121)\n", "imshow2(src_image)\n", "subplot(122)\n", "imshow2(dilated)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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NOXLUZu9wVInfbTlOjzYrFbWZSyom/bHqw1JIeYLOSWzfOhSVK2xOf7cQXbXQ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\nMhT/HxY0V47wQYnzAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 77 }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = where(i > 255 * 0.7, 1, 0)\n", "structure = fliplr(structure)\n", "#structure[range(40), 1-arange(40)]\n", "dilated = ndimage.binary_dilation(src_image, structure)\n", "subplot(121)\n", "imshow2(src_image)\n", "subplot(122)\n", "imshow2(dilated)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 78 }, { "cell_type": "code", "collapsed": false, "input": [ "mgrid[-3:3, 0:6]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 81, "text": [ "array([[[-3, -3, -3, -3, -3, -3],\n", " [-2, -2, -2, -2, -2, -2],\n", " [-1, -1, -1, -1, -1, -1],\n", " [ 0, 0, 0, 0, 0, 0],\n", " [ 1, 1, 1, 1, 1, 1],\n", " [ 2, 2, 2, 2, 2, 2]],\n", "\n", " [[ 0, 1, 2, 3, 4, 5],\n", " [ 0, 1, 2, 3, 4, 5],\n", " [ 0, 1, 2, 3, 4, 5],\n", " [ 0, 1, 2, 3, 4, 5],\n", " [ 0, 1, 2, 3, 4, 5],\n", " [ 0, 1, 2, 3, 4, 5]]])" ] } ], "prompt_number": 81 }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = where(i > 255 * 0.7, 1, 0)\n", "g = mgrid[-15:15, -15:15]\n", "structure = where(sum(g**2, axis=0) < 150, 1, 0)\n", "imshow2(structure)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 84 }, { "cell_type": "code", "collapsed": false, "input": [ "#structure[range(40), 1-arange(40)]\n", "dilated = ndimage.binary_dilation(src_image, structure)\n", "subplot(121)\n", "imshow2(src_image)\n", "subplot(122)\n", "imshow2(dilated)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ZNkRE+/MaR10nN22cQR4H9yPRNKWeAO2thBXwPcfhUMmN5x1RG9qGCNu3Nat1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\niEL5PxtAMn8uqLMBAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 85 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Opening and closing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Opening is erosion followed by dilation.\n", "\n", "Closing is the opposite, dilation followed by erosion." ] }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = zeros((100,100))\n", "src_image[25:-25, 25:-25] = 1\n", "src_image[10:30, 10:30] = 1\n", "imshow2(src_image)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 86 }, { "cell_type": "code", "collapsed": false, "input": [ "subplot(121)\n", "imshow2(ndimage.binary_opening(src_image, structure))\n", "title(\"Opening\")\n", "subplot(122)\n", "imshow2(ndimage.binary_closing(src_image, structure))\n", "title(\"Closing\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 87, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 90 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow2(ndimage.binary_dilation(src_image, structure))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 91 }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = where(i > 255 * 0.7, 1, 0)\n", "subplot(131)\n", "imshow2(src_image)\n", "subplot(132)\n", "imshow2(ndimage.binary_opening(src_image, structure))\n", "subplot(133)\n", "imshow2(ndimage.binary_closing(src_image, structure))\n", "gcf().set_figwidth(10)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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N57kQwitTTl/SFyV9VtJbteemnH5QHjeSJRPzyETqPEhkoovJl0eqPFTTJhMj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\nKwAAgIgorgAAACKiuAIAAIjo/wFxK/cOhXLkVQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 92 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Grayscale morphology" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ibwlena = lena()\n", "ibwlena.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 93, "text": [ "(512, 512)" ] } ], "prompt_number": 93 }, { "cell_type": "code", "collapsed": false, "input": [ "min_filter = ndimage.minimum_filter(ibwlena, (10,10))\n", "imshow(min_filter, cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 94, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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2v6urK0CUXJGXNhcRNWa+7xsfnL6+PkxPT6OrqytWu1utFt544w2cP38+lh+L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\n9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"text": [ "" ] } ], "prompt_number": 94 }, { "cell_type": "code", "collapsed": false, "input": [ "subplot(121)\n", "min_filter = ndimage.minimum_filter(ibwlena, (64,64))\n", "imshow(min_filter, cmap=cm.gray)\n", "\n", "subplot(122)\n", "max_filter = ndimage.maximum_filter(ibwlena, (64,64))\n", "imshow(max_filter, cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 95, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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sFp/4xCcwNDRkvtarAeVEg6C8dKIo1nVwIyMjgdWRY3EonXpzS6WSrVBpNUXG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\nZrmjeqFvxE2cb1CvqdVqWyr/rqysOB7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"text": [ "" ] } ], "prompt_number": 95 }, { "cell_type": "code", "collapsed": false, "input": [ "size = (128, 12)\n", "series = ndimage.minimum_filter(ndimage.maximum_filter(ibwlena, size), size)\n", "imshow(series, cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 103, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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qqmbREGsQldewYa7ZbELXddRqNfzkJz9pO05eRnUinU6bu4r36x7uZZnGu7D3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\nYII=\n", "text": [ "" ] } ], "prompt_number": 103 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Morphological gradient" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The difference between dilation and erosion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://biografias.wiki/wp-content/uploads/2014/07/antonio+nari%C3%B1o.jpg" ] }, { "cell_type": "code", "collapsed": false, "input": [ "narino = imread(\"sources/antonio+nari\u00f1o.jpg\")\n", "imshow(narino, cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 104, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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w9GDwcuwCRXjOB6oat+2L1AADlGRlGtICDI5/x9gwDFdIwXkkknJ2UEqRS7pE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LKdxDgxE5CSA8BBI75C7BuNRg+kblpbW1Vbu9cNTJI1i62rq7MUCgQIz0+SGQHWNhQKWazLVN5g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\nJBKxHAqEmZSDEgnPExognoSwHJ1MjCuKYhDmOfxerwkNjPfy0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"text": [ "" ] } ], "prompt_number": 104 }, { "cell_type": "code", "collapsed": false, "input": [ "min_filter = ndimage.minimum_filter(narino, (20,20))\n", "max_filter = ndimage.maximum_filter(narino, (20,20))\n", "imshow(max_filter - min_filter, cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 105, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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wbUD7pwtd5fm1mIWMY68x6ZZeQGkPyRy/qJzLb5CkvM4gkMNKgvP7Hjc67TV6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\nwKYPU61ug61GHavobTAXG1tdAz+5meE4DhzH0Tty2E506dIl3L17V2s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"text": [ "" ] } ], "prompt_number": 105 }, { "cell_type": "code", "collapsed": false, "input": [ "min_filter = ndimage.minimum_filter(narino, (64, 64))\n", "max_filter = ndimage.maximum_filter(narino, (64,64))\n", "imshow(max_filter - min_filter, cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 110, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KfD81jDMgF5miIg1x0nVUkdKE7sSJE/J1vV5P3Oi5MbRaLWk8eP7zn4+TJ0+i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\nJQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 110 }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://www.ee.lamar.edu/gleb/dip/10-3%20-%20Morphological%20Image%20Processing.pdf" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy.ndimage.morphology as morphology" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 111 }, { "cell_type": "code", "collapsed": false, "input": [ "mg = morphology.morphological_gradient(narino, (10,10))\n", "imshow(mg, cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 112, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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55lKpFBjvYDDA9vY2AODg4ACj0QjFYhGVSgVvvfWWXbfb7QYAD0p/3WjcGEwL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\nrl+/PuKj+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67v70Uz3RaAc+r/5+CWIs+EHMfZOf43D+D/wcAc2DPGLAOAMWYFwP4zvqzf\n+e1nPnv82ROT4zj7zjFhgImlufNMrmWMCWPAcH/gOM4fHX/83J5PXe9f83rP+xmPr3EI4N8B+Ct4\nge/vRTPdLQBXjTEXjDERDCoSvv0sL2CMmTXGzB//PgfgbwB47/g6v3h82C8C+CPvMzwx+Z3/2wD+\nO2NMxBhzEcBVAG8/zYWONwXp5zF4vmdyLTPAs/1LAB86jvM76k/P5fn8rve8ntEYs0BT1RgTA/DX\nAbz7vJ7Pk54mCvMkPxiYfB9h4JD+2nM4/0UMok23AbzPawDIYICQ+RjAf8AARfOk1/i/AGwDaGPg\no/4P484P4NePn/cegJ95ymv9HQD/CsCPAdw53hxLz+Jax9//KQD94/V79/jnbz7H5/O63s8+r2cE\n8BqAHx1f78cA/smk/fG0a2r/nCbHT+mUXjC98OT4KZ3Sf+50ynSndEovmE6Z7pRO6QXTKdOd0im9\nYDplulM6pRdMp0x3Sqf0gumU6U7plF4wnTLdKZ3SC6b/HxRvnPeCPUleAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 112 }, { "cell_type": "code", "collapsed": false, "input": [ "mg = morphology.morphological_gradient(narino, (50,50))\n", "imshow(mg, cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 114, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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5vFV1dNIuBuVnNB3AfxJCPEVETQDfIqLHAfw8gMeFEB8log8CeATAI0H6GfiB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\n/j46nU6mNys/yInuECKLRKf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"text": [ "" ] } ], "prompt_number": 114 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Top-hat transform\n", "\n", "\n", "\n", "From : http://en.wikipedia.org/wiki/Top-hat_transform\n", "\n", "\"The white top-hat transform is defined as the difference between the input image and its opening by some structuring element; The black top-hat transform is defined dually as the difference between the closing and the input image. \"\n", "\n", "The white top-hat transform returns an image, containing those \"objects\" or \"elements\" of an input image that:\n", "\n", "* Are \"smaller\" than the structuring element (i.e., places where the structuring element does not fit in), and\n", "* are brighter than their surroundings.\n", "\n", "The black top-hat returns an image, containing the \"objects\" or \"elements\" that:\n", "\n", "* Are \"smaller\" than the structuring element, and\n", "* are darker than their surroundings." ] }, { "cell_type": "code", "collapsed": false, "input": [ "wtp = morphology.white_tophat(narino, (4, 4))\n", "imshow(wtp, cmap=cm.gray);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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eGuyOksCCkbRlUAEjKFzjjUgPhsOhlTIwMKw1M2f8VAFCUiInj3JK2gqTgfpB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\nyWTU0tKibDarU6dOGXmbDY0qa1QG4xmSX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"text": [ "" ] } ], "prompt_number": 128 }, { "cell_type": "code", "collapsed": false, "input": [ "btp = morphology.black_tophat(narino, (4, 4))\n", "imshow(btp, cmap=cm.gray);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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6IclDYQLTSbT9zd/8TZVKJfX7fWvwpJGz2+1Kkom9B4OB7t27J+lmlgjdDfl8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\nZ302Ozs7LZfJ3lhdXdXy8rLJ8zw09qmRvUjlbtd9qxxHFU99Ex+YjUR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JWPUCr8Wmb2tr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\nbsltJ4bq17e//W0dO3bM6v8CgYAWFhZUVVWlW7dua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NZrPwKhgfJwCYDzzG5eVlEAputLzelBgK4qDf72tvb0/1el29Xi9ibs+7wZp6Ip/6WQgd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\nRNdu7XbIrU107dZuh9zaRNdu7XbI7f8AVu3cJOEXDU8AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 130 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Handling \"blobs\"" ] }, { "cell_type": "code", "collapsed": false, "input": [ "n = 100\n", "l = 256\n", "im = np.zeros((256,256))\n", "points = l*np.random.random((2, n))\n", "im[(points[0]).astype(np.int), (points[1]).astype(np.int)] = 1\n", "im = ndimage.gaussian_filter(im, 6)\n", "im = where(im > im.mean(), 1, 0)\n", "imshow2(im)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 131 }, { "cell_type": "code", "collapsed": false, "input": [ "label_im, nb_labels = ndimage.label(im)\n", "print(nb_labels) # number of regions" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "24\n" ] } ], "prompt_number": 132 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(label_im)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 133, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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n77aBFDyrDhLf/+sRbNyAbqTNtO9uefXP1tHw1E6rzXDAmSZ3OlzDsyOWvMmz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\nscBNwBYRadmhuQ+YDSwSkan4XGt8Bm8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"text": [ "" ] } ], "prompt_number": 133 }, { "cell_type": "code", "collapsed": false, "input": [ "blob = where(label_im == 13, 13, 0)\n", "blob += where(label_im == 22, 22, 0)\n", "imshow(blob, vmax= nb_labels)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 135, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 135 }, { "cell_type": "code", "collapsed": false, "input": [ "blobs = where(label_im > 13, 1, 0)\n", "imshow(blobs)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 136, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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47ibStnk/Q8p15rAMWAecEhG34uNfgG+JyG0kLxk+Bv4JwBjTLiK7gHbgKvAd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\ndE17b7+NAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 136 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Edge Detection" ] }, { "cell_type": "code", "collapsed": false, "input": [ "im = np.zeros((256,256))\n", "im[64:-64, 64:-64] = 1\n", "im = ndimage.rotate(im, 15, mode='constant')\n", "im = ndimage.gaussian_filter(im, 8)\n", "imshow2(im)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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IDQ10WXtynfDEjovr3Ie56xWsM1BnoQ7B1s/rdqG9XPaoPT8cZPq159d12lj8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\nAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 137 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Sobel operator" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sx = ndimage.sobel(im, axis=0, mode='constant')\n", "sy = ndimage.sobel(im, axis=1, mode='constant')\n", "subplot(121)\n", "imshow(sx)\n", "colorbar()\n", "subplot(122)\n", "imshow(sy)\n", "gcf().set_figwidth(16)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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XSEmpd0bCI66AcyQoz77JXQQ/+Jtndvkk8DZjzFuBPwDeBXyr3sEY8+XA3wW+zVr7Gdlu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HAAAg\nAElEQVQWn7DW/k310DaLsI8BP26M+UHcMtgXA7889Nof+p4/ttMHfFboNwUAd/Lu2zZ3SIZS+Uyn\n0Ga5iIOBXk0c19jaOaEANFYIeCCyfRIuXTHdZw6WQdedoP0ijKFtQrzlgtbLVFoPJln6ULIoC3Wp\nz3ZnTr8tS1U2Z1lNKYuM9WJCtZjCIg4EWpPpJwTy/bT3t+z3FFhZaMTNX8TgIgKPcaf7CSxP4Z3M\ne06ph3NgZqhnUy5O50zPlt4j3A0AOSm1z9/vc048j3n7B9/8QCfQ/uL3/tLB32Mk4CNGHAYvRswN\nGet9kkXbYZAmdRIr1+Ss4wl2do6Z29CZ8QxOEjjxbeldU/sQOS6AxVM4kZjjZY3TVc00X3s54qY1\nUtAyFOd8pg0Ibi4/GYrNgrr32jrm23afRG3rrlQPx3DZFiuOoS2QQx+Sur0fYv2anE2ZsylSmjKB\nxjjyneKO+RmOXFtcnH0MrdT/BEe634dry/YK8AiS0w2T1IlbRPIjzjPC0XQzpLuCm8Tc6zLgXwP8\nWeCfG2N+zW/7LrZYhFlrP2GM+SjwCdzh/VZr7T1aDjs8xJ5I7kvGO/HiBplFD0pQGuNsCSPthhKW\niLqe1AnOX7xql+W05VP7mmoBpy8lkfthdhyy7GFGHPcuyGBFVPviSVn+E3vAgtxJSqqcYpNTrqaU\ni4x64QsnhURLpkFntHWWW9+WwLqBooRGxN6Syr7ATbULehYotGth9RvwB9OWk/MId+E/cZ+juJhR\nnmSUUdaxQ9THXLLfd7nK+lmgKkcCPmLEgfDCxVwt/NxHK60LC3V0LciDtHFmmJ5YN/w/Ak7g5ATm\nbzsCnhJSNWt8FCngRMsdFxCtLPmjgtTI+m5NSknZCln6n+367zNkB6i3wzbpJ21slpVoeUzLSkRG\norPaQxlukZc0nW1do4Rgi+ycUEoSKptSVimbIqUqU2zjP3eEI9tznNwTXLw9dcey3WeOy3i/jlu/\neR+Y1yvmj58y89bAOZv2E+wTa/c11Dg2rnNB+SXY+qkvWYT553wE+MgtP9dzgZtJdYtEbpO17GbB\nnR94X3Yip3RKSUFOHHk3lMjSNJG72ci3pd94oisXS9G+QkRNTURE6ADZv6DhMtkOBF6Wp+KOrEQX\nT+osd19WUrQ67kkrMVnZKevVhNVySl1k2EWKfRq5wkkh3Jp0e/J76b5qiEBjoblw64OtGPwcN2xe\nENpoFQQdoYi/p7gYFQETqCdQGEfmC4JrSgW2jpyXeCQDu26/G/klz5sPBO55DwtNPWrAR4w4BF6E\nmCvJoaiNUcH/W7zBb4IGg2mJZ9c1bOMTQMtpznS2Ch0xTyE9hdO3nSIxww3/FSGSXDQu1LR+4E/B\nLC3TsiDPtBPK9izstux3XzKi9++T8JDwCe4kw7KSELv16ngg3UHDreuz+o5kfa23zprLanfbfbqO\nqeuYcpNQavItK8pzghxF9OBikCD7SYHma8B7gTcgf+2C04mzBnYNkIIMRX7lm8BJie8exsipYHsZ\n4331330Ew8AaQ9JeNklLcd2sLqFiQ0oc160ERZxQJANed5aAElJKKmJiYqzS0vWzsl1ZSTfDrb0+\nh2bA2m6o78m9YuI0YHZCUU9YNxPKdcZmMaFcZHCRDhdOvksg4EOk+xxYNrCqoa4I9emSEpdM94Kg\n3Cv9Tbv4Sxk2uBFBbY+MGwDEezQBf2g6bkdB36ex7+V8yDLfO4JRgjJixIgbwfis5GHTEdJMr/ar\ns7IaW5oMe7LCnOBWPL0U5TSD6cZFiIhQNrTA2RGW55BLzFqCuYCsrMgy59MlMlIRb+hizG0mBv1t\nsn0oRouhgdsndHcWGioZ7m4M1038Ql3W5ax2fGm//ip34B3+da2nv75ZYF3FNHVEXcdghXw3kFmo\nFRkXLbjowEtcKMz97Qx4BcwrDekbF7x09jaPzBPVIK/oWDiIBvwmnUjvIkYC/gygCzSC/jsUYYrC\nW/4u1XOb2mXB67hbkRwKTdw98QIHiNrLRVqp66roGF2AIRevaMyF2EvXydJnEUKWO9gDlqSsiimr\nYkK1mlIvUpplhF3ELsvddykR/jyk5ZZ9SwtlAc2Kri7Fm7G2NzH6FuWebo4j1Zai+5ZWXLL+6P2O\nZECQJg0yME8hmRSkSWhLH2yQgpToPl/4B8V6HEZGjBixO8QD3ECHiIeO1Lvrw7X8JBBKSW+JTd6U\ncvaUTGQo/jbP4dTrwGMcAS9wKZ1zC8Ua8iWdGJUWJfl83fZjlnjrvs/lpFdfPtKXgGpJY9MekeHC\nSYnVsq98X52V1pnrrqZ7+P8++Q6yFU/srVuF73TprkOCsP1NvY2yMSW1NRDFkMbBeeyxP7DSHC8i\nEPMzMKcbZq9c8OjkHc6ip22HavFdd7G47sTiY2Bb/45jYIycCmFQkAYBSZsP3qfdtui/5aJ0poHO\nSqfE+ksjLGO5bov+JC5D9t1auejiTuVxoN+JnxE2lKTERPRbGegLedhSKFSOy31n4ySOJSmFnbC2\nzqmkWGVslhNYZI5sK51ch2CLY4kumtQa73MpnBQNt/Z+kiy3aLzl6hXCXdHNJuvWWzK1lh7EIvJ+\nBXgVpqkr+HgDt+z1mr89Ah5XTOcrpmbV+rbI0H617eBuEN/5B4Pd+maMGDFiBOCIqsRXt9Ic+e2h\nIzU3JEKhGDHILyRWrphSzFKy+aZjR5jN4PQ8+IFLZJEUz6qEM1WEyRKSVcPEFmRGsrJBl+y+lxDu\nYPe3zdwg1FwFx5LLFoEywdienRbC3I/rXRmK7mIp+4fX6pBuT7Q7ZLsJ5hB9JIl3KIl8t+ikxk4N\nVZlAE2HLBMqYTnYxAjJLlG9I5ytms5XrTI0j3ydc+Oz3mimrdlqls97HIOLPMrE2EvAetCfzIRHI\neCiRkJNJ5qlCoiPTECUNzSYs80SmoYwTEqXBLklbAg/uYpbFJLnU+9XO4UIUKYk01k18J6uEtZaV\nVDnrakJZ5JSLnGqRYi/SYAfYl5Fo3ba+yT5r6wonKyHVF72b1KBr0l3hrtzG3+QC0VnuBDeVFq23\njLK9rHc2c3++jqu6/kJ/+wK/7bWG/KUFp9NzZiyZsmp7cgYCHuwk4f41zjk4RgI+YsSIAyAQ8eaS\njHK35wdHEIlxhXfgKuKMk/kmtKU/hWQGpzGc1C5q9NvSPy3g9aW3I/QkPF7hrQYqv3JdtzFYIOTW\nKhKuybYk9HRiLGS5o5Z4S0a7q9PW0pH+7XIWXDpo93lA+7rW2wrXUZvRdpISf0w9EYdAsN1vZImS\nEAONseiWbK2Tm69l0wTeGEsUN8RRxSQtyOPCE+0lJyxa6YmLv0UnA677gN93jAT8GkjnriFf710Q\nU3ey4O41bXsiSeZb5qWR15NpNHVEHcVUUUplKkoq1uTt86VIMPXvowl53y5Qa7qdjCShYEJJwpqp\nk5dsclbLKZvl1DXAWRjswsCiJysRZYiWk4i+W5PxErBraPqFk+c4ki1VGaLnFsIt02V9ocWEtavM\n3yaEPrYnOLnJIwL5nroOXGfG8fA3cGT7DX97Hy4L/l5I37vg0eN3OeNpOwjkXnSjcwgP4eI/GEYC\nPmLEiBtCF2FKzJNYK3HX7JgMq4lIqBEXFEtFKMZ09UtFklLPDMnMtpLDWOwIaxdJElwGvMRFopUF\nuwSjWtKzgqzekCZlS3sFWgajixbFtaTWWeaWoA9bA+qstJaH2p6MxL1P0smQ9/cT4t76gluf5cY4\nsk0vw63CWxQ1RJHnJAbi2FsAxi5ZKAkpkeEM2R/r7L/uhyLpxNxPkzTpnrJum9xLulCmHvI6u2LI\nkOIuYCTgPTg/8Fjdj/xM/PZLHXGbX0/aUgnphCkkPGpPFXcFVL7AzVo3azSpkD+xbTJInyhRcuEf\n1e4lm54f98Zrudf1hKLOKYop1TqlWGTYi9yRbU20RTLSSkcI2W1tFbgAVhWUNdhNbwexB5QM95Ig\nK/H2I22WG0I1pFRJCume+NuMYC0otxMwU5faSKJ2qZGX/O1VnCXSKzgS7m/mtZr09QUvPXqbl+J3\nOMVVYGe+jl6EOdoyct9mAHd1MNgb5fW7jBgxYoSGmBy4+HpYSLdoIalrctZmSjM9B+mK6dueTzOY\nFS6SiBuKdJO4AIqlb0vvJSgsIV+VZKeFl40GaPs/kXNqaYl+/CpP7pAR79r/1T2Sre0Duw10RMud\n0FhPd20UstIq222tad1LpMGqiVyG2v9QLemOIyk4bdr/dd4+9scj9jVZ4X74zXVXcKl/y1ofNdcb\n2+m+y5Z8O619WHW+a97f+2Ik4M8I2lEl9K90t2AuH7bLheAujqijvTJpsNQRL86CSXshQDDgl6x3\n2+bdpqzLKZsyo1hPqBcT6kXsCiefmqB107xZF1D2iyiFU1cl1EuXLmifIHISnzZoe8NL8aTISsKE\nwhHujEC8c9zQOCX4GqluCu39DCYJzOKQAD8jFFm+5O+/hCPg8v/LkLy2ZPb4nLPpUx6ZJ63+TCQo\nKZt23UA6mD6UJbCD4G42JBsxYsQ9gtgRSmpDYuau46yzNmw60TXY5vpmMbkh66kTZ2fw6NxFkRyX\nDpLS/jWwXMNUQpgXh6cb2g7JYRU6OIiJaYHOXvf1232d9nCB5DapSTywX/D3Fh133cQtudZ6bvkb\nghwE8EWUTk4SRT5TbVzWOWStq/Z/42vZ4vao1x0uo2OlSGNlW3gdvTbvjmmmYm4wqKg7BP4hYCTg\n18CdMBWHa0svRkm2c1LJiRer9fyqjqmrpL1o6iqhqhLqPKbKU+ooYd2epHU7K5TZcGV9CaFN2ZQ5\nxTKnWEyxizx4cYsqpO9YMtR9stV6W9hY3FClGboUT0qqQOwBC0Kbg366tJ/lztVthhsWdZbby0zM\nCZi0raBuFSdyX7i5l363RPyRu5lHlujxmtnjc2azJWc8ZcayJd5zLnxz3XU7M5dZuG6JO4KjSFCM\nMS8DPwV8AN94xFr77sB+PwJ8PfA5a+2/3nvsLwPfijvx/ndr7Xce/pOOGDFiX7j4WrfxsZsVv7kf\neIOzEg5FmInPqboeFatJzsm8dGHFE/HoJESXHBexwEXqDbCo4BVh4/7/qAz2wm5f00o+pI5KW/YG\nu8Bu5lo04t2ukzHWf3YpqhSZib1EygPpBlo5ie5OPNSp2BhLnITMidyPIl+DpgoeNdlOKTvkuT8t\nkP20E5sm4rqLZfBpkecGiUni3cdS9T7AgyLfMBLwQfRdUA6JmIaG2g85TefkFhMivWRjG+Nau3oS\n3kQZ1TpnnVQssjlJUhHH8nw3eJV1QlPHVEVGUySucHKZwNJ0/bilsKTvUqLJ9hN84rqEcuNlJbo1\npaQGJBUuhZOi4RZ2Jt9JulJK8WRfx60tA0/9fa/rTnPIk+7DZ+rmyXXb+vaErsXgaU3yaEMy3zCd\nLphmK+bxwlsdrXzXLec56rpvFb5EddNmvh/qQHArrI/yqh8GPm6t/QFjzHf6vz88sN/fB/5b4Mf0\nRmPMvwN8A/BvWGtLY8xrR/mUI0aMOApuK0uxigo6R6+MVTSlmV0QneKSMj5Z82gOpwsXUqQhD6iU\nkXgTyoMlbfJMGxu4lM2EDRlr3w1ad5G8zhJQN77R/tu6GLMmprYhy62LHdtGONBdNRd3krgG46Ug\nPusdm/oS6Q70XrYPl34OZcTl71DrZnsEvEFnsmP12n0+pJscPcSYOxLwZwidCZcTW88KNcEDaKqY\nushgnUJpoPYtZkxKHeMupKR3QlaeI5e+aHKN48hayz2U2e5nuVdAU/vCSW3UrWUla0LhpBg4bQhy\nEv3ZEkJHSjEGzegQ7FZe8hg3FKaQGziJ3EOS2T5V9+Umj4vjYKtUaYhOCvL5mslszTRZMo1cYeWE\nlS/0KFrSLer41Fdd6yWwxA/LD3EguBWOU4T5DcCH/P0fBd5igIBba3/RGPPBgef/R8DfsNaWfr/f\nP8qnHDFixK1hMYg9q7SacbFSGq3vBklhSRZcMuGaHBfziOlp00niTE/hbOFChqSUJG9cA7YGIyVK\ntfs/2ABG3sQgEG8xNNCOZZfbumv9dtJm8HW3Stkmril17Yl37W0Nbch6+wPZYluG25huhrpvUtiX\nh1wm3lUrndXFlJpE6/ooWdWX+rQ+ARctOdg2K96XmjyrmHsMB7yrMBLwAcgymBRhNgRrQsvN/Zv1\nUpUu4JNst1EnnlxB7Wx2E8PKE2kRp1WmlU1bG+635iHSo2ZBV9OtlSI6630BrBtYVv5F+pKSC/WC\nsg4ndeKS5dYabmmEkxJ60ua4LLdISnQa+9QVTkZTSHLHy3Umu38TAt6rveTEYuY18bzBzDbk0xXT\nyYpJum4z2q7a2hV8iLxECHfmXc+TdjlMq+0OOwvfdqHfS2J/HAL+hrX2s/7+Z3F+NTfBFwP/tjHm\nI7iT9j+x1v7qIT/giBEjbgdDQ92Jr6aNj0P9h28CseALdrspayasJznT+aqzaho9gpffgUeFi3JS\niSRpIxN8fd3NhGL60kcR8Rtfey8PsfOVvhoiT+mS8GAdGFxPfCrOeg9xT7b7PtwiTZV6MYAoCfVj\n2r0kjmq/ihukr3oFPlKxLm7z8E2HiGv75Ki3XyjIDNMerffW/7tf1ba/eTxAtLv7PYyCyyGMBHwL\nnDXS4WdDYtfTdEidnhkGVGXiCPia4DAi3Fd4r74vS2RSLCL6biHg4mDy1O9TNlAtnEVgS7T1kxaE\nwkn9xjJR0BeG9HHXTiVSQClZbql+EbvACaQpzJKwy5Ce+4TL0pL2ZjHzkvSkIJsXpFnBNF6TRwUT\nIzZGQUqSKMsj6ZUWynTKzqDTL/p4FrPweznY7EnAjTEfx7VD6uO79R/WWmt0lNkNCfCStfarjTFf\nAXwU+KL9PumIESOeNW4z1kojHMkeixa8IGdlJpydrIilNugxmMdwNnVa7yXB7FYa9LThzYQHpdGP\ny65n3kDP3RbMW9lLaHKXMFSU2RJw67pOWmuom+DD3ffkFoiEpFNEqTLcrnhSS11LpIYpUmRbk279\nWNLeFxJet5KSrkyk2zKoLzORqUqsYlvfPaxvbKATlYfCXYytIwHfCj/N5bBZyfBaclLKrDRor8Dr\nt5oo2GPrzpLCi6XOcaX+l/01h34KLC0snBOpe6LOcLdpcPWiIi2RUpT+ySs5gghHtEVOIqT7VP0v\nhZOPwORBgaLJdV9aogn4XO9vMXOLmRfksyVZXjLNXddKMVjMWbeEOlcm/sFK0M3a5e/gPqNn9M9n\nCexeYpsN4f/zFnzira1Ps9Z+3bbHjDGfNca8x1r7GWPMe4HP3fBT/TbwP/v3+RVjTGOMecVa+/kb\nvs6IESOOiCHrX73q7Gx7d5vlOyeUuqWFklWuCG5gq2jK5uyc6VnlYsrLwGOYPYJXnsKyCXz7FDiJ\ncXkl5YZrpwRCz4S1FzSumHLBnCVzv9bqsuBCsrvt352OtO06qTLc2iawc6yUrESIt8ESx7XiEFqP\nLUWT3Xx7Sl+3XXpi3SXpKTW6TVAQxTSdWKnJtjYpENI9FD933XY43L34PRLwLYjapbHG69HCAHGb\ntvRyXy+tuJO7W1HdSPtWqXl8AnweeJuunETIuBiPaAOSTQWbDdhCPaCfKGo3KfHW6XTddVIkJXok\n0lnuGV0Nt2hFJpBkkGUwMdslJULChZDLfqfA3GLmFfGsJplvyCYrJtmaPCnITdHKSlIlJRHC7Yon\nQ4W1ZLz7WYChwpA++R5xBbYtFP1rb7qb4Ke/9yav+jHgm4Hv9///zA0/1c8Afxz4BWPMlwDZSL5H\njHixoF1CRIC4YsomTZieVsGa9jXg8/DqAsq3IfdD/iMDp5JDmtO2nigy05LvQpFvd5s5qYsXPlbe\nsLAhdl7cRC3BFj23cEPdKVIKJ6OoCfdNE+wBo1A7prPTfZJ9uWCy7khM5LFuZjxs064ml7Pc7kAl\nbRAIpHsoi61j6bbtLxJGAv4cIDPDys9MxcFE64JtY6CMQzeAJzjy/Tng93HdJt8hSFOe4otDNmAl\nBe67BrSe3MLWtaxEstuSYegXTooKLqVbONnLbrdMegpxBKdRV+YtBFtntk/V07Sl9xw42ZDO10zn\na7K8IDdrcrPxpHvdds8Se0ApmNQze5nNa1mJDCbaYmkoy71Pg50XFsfRgH8f8FFjzLfgbQgBjDHv\nA37IWvv1/u+fwBVrvmKM+S3gr1tr/z7wI8CPGGP+Be4k/3NH+ZQjRow4OHRW3HmDh26Z16EiJvFJ\nMzfSu6x62aZpchb5lLOzAvPYugz4q8BrkF7Ae2uYn7teco/mkL1MN17NYT13RL5Q2e9lh4T3NOBN\n6qQlXk7S9+QWiA83XC6clMxzrIixy2A3gxnufjGlsxGsBom4aYl7twXQUFIqItSthd9rWFLSx0PX\ndN8UIwG/AjojjT9xJCsefL1v9nr9TLj8b7z+W96zaaJQ5ygk/G0c+f4M8Af+/rKBuqLbC15kJSIp\nWaub+HHLzX0y/CfpupVoP25h0yLW9vejOSQTSK7IcGtJyRDhPnOFk9F8QzpdMckK8qwgjwrvVrJu\ntdsiG9HSEu1BKlISPUjpopBQmR0GDF3wcWjd2QuBI9gQWmvfBr52YPvv4ny/5e9v2vL8EvgPDv/J\nRowYcWhcZf3rHE1u3i1TOm7UnnxLR8wVE1ZmyvrsKdOXa0e+38aF0AJSAy9PgcZ5A/Aabp+XgEdg\nT2FpZix9qzaX6Z56L63cS1NCx+mmiaiqpC3gFNeSTtfJqKvnNljfddJ2iHKQS9YkHTJ9+X8dB/tZ\ncO1+MqTl7q/SiwQo7hFrTbT7sfM+Zbif1+cbCfgVEC2ZJUY6dN3u9QL51tvk5NcXWAsprBQ3wHcI\nJHxV+w1v+9u7BOG3bvMu1Zr9wkkh3CIp0Z0ntaxEm27PIEpc4WRuQnZby0hk98dcLpxsifeGZFaS\nzUqy6YpJsiaPXZY7uJQUJG19echwy+w97c3ih5bLIJDtfnW1/g3625417jXpP04GfMSIESNuBV3d\nU/losvZFkuezGdPH545cv0sImTGYM1x+KgdewZHw14CXoXwccW5OWTJjwYnPhOeqkbq4nsTBp1uK\nKDHBf1s8uTtdJ0Pskuy2lpgk9OUkl//vN7AP8pJAxkUqMuRYEsh23TKefjv5bcmqbRKTEcMYCfg1\ncLlvjcOcVDE1FcnWyt/W9KHBcWddXPkuPuv4hJAOf5tQTLlRN700JCXcGd0stxK3tdntKa5lpLcI\nNFFXm31V90ltD3iG13F7Lfd8xXS2Jss2TGNXODnxXtw5m0ta7suykrDk1l06C9214Ho5ySgxOSBG\nAj5ixIiDwEkttDXhPg3xakJnTaGZpXcrKchYMGdhZixfWTF7UoWw2eBC4jku7vowyHtxRqivwvo0\n5ylnLJh7+YlITaTpTtIWgFpr2tbuoGQlRlkEtjpsq0hy1UpArs5w90l5Sd9qMGS7Q8O+/krwUIZ7\nV1nJfYqlQ+zttg2fboORgF8L2y6PWSJiQtvcfaBlKDrrnSDdpvy2uHEJarE+EohVtxWnErmJxESI\nd8NlN1PJcEvXSclwz1FVjxBlkOWQx2EA0pntvmuJPL2j466Jz0qSWUmSb8izNZNsxTRak7LxC3Ub\n773dlZVIwaQuJOnq1YIWrl/0oQfqq7LddwGyonLTlst3DiMBHzFixC3giHJ86/g6BCHgla8WKjxp\nPueM2WRF/uo58doGN6cJjoDXuPD5Ei0Br181vJOfcs4pF56ASzTTq9tirJDEJbaJiFOfdTaadHcl\nJbvchGT3C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"text": [ "" ] } ], "prompt_number": 138 }, { "cell_type": "code", "collapsed": false, "input": [ "sob = hypot(sx, sy)\n", "imshow(sob)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 139, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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NaGIVjIZFmpkaLarMCwmS7hKnorSNGV997EJ/ZGcIB02gAfVpGzfVoEqLtDti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\nwuorWNEDsfzyzTqJeofYdpfoxiiI+clWBcrG9d1tmaTHTj9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"text": [ "" ] } ], "prompt_number": 139 }, { "cell_type": "code", "collapsed": false, "input": [ "sob = sx + sy\n", "imshow(sob)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 140, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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c5vbcTTzx1JM9Q+TLH/nind+JqzKDRyn1B5hkzv1KqW8B/wL4l8CnlFI/hZUO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\n6tUThOUy4uIt073EjYbpUgldKfP1Y0x801PcxUSaWMimCfW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"text": [ "" ] } ], "prompt_number": 140 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(sob > 0.33)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 141, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 141 }, { "cell_type": "code", "collapsed": false, "input": [ "src_mat= zeros((3, 3))\n", "src_mat[1,1] = 1\n", "print(ndimage.sobel(src_mat, axis=0))\n", "print(ndimage.sobel(src_mat, axis=1))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[[ 1. 2. 1.]\n", " [ 0. 0. 0.]\n", " [-1. -2. -1.]]\n", "[[ 1. 0. -1.]\n", " [ 2. 0. -2.]\n", " [ 1. 0. -1.]]\n" ] } ], "prompt_number": 142 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Prewitt Operator" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sx = ndimage.prewitt(im, axis=0, mode='constant')\n", "sy = ndimage.prewitt(im, axis=1, mode='constant')\n", "subplot(121)\n", "imshow(sx)\n", "colorbar()\n", "subplot(122)\n", "imshow(sy)\n", "gcf().set_figwidth(16)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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PWxrg9MsZg3JOd57TmZV0hRELkdbkuyUjaWS9T8GOoTiFYgqTKZzM6rsaWe4p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\nYdsKZ7+D4qHi/V2A5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"text": [ "" ] } ], "prompt_number": 143 }, { "cell_type": "code", "collapsed": false, "input": [ "pre = hypot(sx, sy)\n", "imshow(pre)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 144, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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gXBLktiMEddklGObU+zZh0k/TrNdoiDrDUpLC3giqUIpCUfeSXeglNJcBGaYP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\nCs2QCD1i7LBAmxTN0SJb/TQ7/RQ7O0k6laRpcSWaPzt+YKL1k6zvZCz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"text": [ "" ] } ], "prompt_number": 144 }, { "cell_type": "code", "collapsed": false, "input": [ "src_mat= zeros((5, 5))\n", "src_mat[2,2] = 1\n", "print(ndimage.sobel(src_mat, axis=0))\n", "print(ndimage.sobel(src_mat, axis=1))\n", "print(\"-----\")\n", "src_mat= zeros((5, 5))\n", "src_mat[2,2] = 1\n", "print(ndimage.prewitt(src_mat, axis=0))\n", "print(ndimage.prewitt(src_mat, axis=1))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[[ 0. 0. 0. 0. 0.]\n", " [ 0. 1. 2. 1. 0.]\n", " [ 0. 0. 0. 0. 0.]\n", " [ 0. -1. -2. -1. 0.]\n", " [ 0. 0. 0. 0. 0.]]\n", "[[ 0. 0. 0. 0. 0.]\n", " [ 0. 1. 0. -1. 0.]\n", " [ 0. 2. 0. -2. 0.]\n", " [ 0. 1. 0. -1. 0.]\n", " [ 0. 0. 0. 0. 0.]]\n", "-----\n", "[[ 0. 0. 0. 0. 0.]\n", " [ 0. 1. 1. 1. 0.]\n", " [ 0. 0. 0. 0. 0.]\n", " [ 0. -1. -1. -1. 0.]\n", " [ 0. 0. 0. 0. 0.]]\n", "[[ 0. 0. 0. 0. 0.]\n", " [ 0. 1. 0. -1. 0.]\n", " [ 0. 1. 0. -1. 0.]\n", " [ 0. 1. 0. -1. 0.]\n", " [ 0. 0. 0. 0. 0.]]\n" ] } ], "prompt_number": 145 }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = i\n", "sx = ndimage.sobel(src_image, axis=0, mode='constant')\n", "sy = ndimage.sobel(src_image, axis=1, mode='constant')\n", "subplot(121)\n", "imshow2(sx)\n", "colorbar()\n", "subplot(122)\n", "imshow2(sy)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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kgwFnE7x8109pevR8nNjAJ8ksfOTPBSzCJNA27oFpByiRp+Istju91IETlKlH\nvV7X8vKyxuOxOp2O+v1+xqF0QDQvzIS+8JymWMdynx9xMG98/VmeWxoDRrdd3O+Op/cvvx2Y8rfP\nER87B50OmNw+SgqH1Xob+BvAWi6Xtbu7G9q0t7cXSAvupR3efz5P6HNfS84kziMe3k+ODRgxcD4I\nLDi8bBrvSbXS0bAZAzYejzUajYJR4x6SwWLq1j3+GFHHaJ+/mYA+6TCSfp0087SYKA6MfII5qJKU\nSRyXlEn+5Xj6+BRuD8XQvw6mYuTvk94BAt97XT3Z08NOXOuLyM9J8YULQPLFB6XqysXBntPB3j+x\n4vV6OJBzBZ6m2UPunAlK08PTsAmXNRqNENKiX4bDoW7fvq3d3d2QB8T8mccuInw3Go107969oFSZ\nl+Spodyd3XsU6jeWHBh9vMVZz5itZdw9Ly02Uhgjz3GU5m89j9cr9zqI8jXHtR56c50XG0H/GwBA\nXamLX0c9nA2hnT4veQ4H9no7kyQ5coJ97BQDivxkbNrFWkNvc+wATqmHOZPkcGdqqVQKBxj2ej3d\nunUrAwjnRQzifnfnmb7GuXTg4g6260LqTp3d8aK+zi7Ffe33Usd4bBzM+lydlwDvDqvbVoSDHsll\njR35crmser0eXu/R7/c1GAw0nU7DlnyvA23BvnCmHDaWNvl89f57WDnW5GtJGaTL/1J2a6Z7EpLm\nGkkGuFgshrAECoc4pncePywEn3hedmx8AWAu7NzwieTGl0kzHo8zMVImm3sZUIwoDFggzwPgOh9w\nJoorWBIK43fteLt8YsdGnb+dPo1pcVda9GN8P+KMiPeHL5gH5dbMA0L0tY+fj0Hs5fphbr6Yva77\n+/tqt9sB/Ph8KRaLgTVivJxlc/Do83Z7e1v37t3TysqKNjc3ValUwhiyDRWA7l5VfPjco0gOjD7e\nEq89SRnj5c6AOzIO+GMgwbX8zfUHB7OTtJ0dcafGN00g6JLYAMf193CxOyVcJ80cTcAHDKkDHQd6\nDjS8TNqO0+khGJwvHMFGoxH+Rq/4DrNisRjeAlAoHIazsROE1qkj9xYKhXDicqlU0p07d4Jz5H3o\nfevONX3iEQxnynmW6w/vT3+fWewAOijyesT5mT4usd6Mnx1fgz71E84ZD7cp3s5ut6tarZaZx9Sv\nVCqF43Vu376tbrer6XSqtbW18Hx/vx96GGDnAMhZL8bP189fC2BEJdmxI2WT1Hwyu7GPUWlssJ3u\n8x1XUHJ8naw3AAAgAElEQVSU4xQrqJ3OjMFLTGuiCJgEw+EwU6c4mZGFhkH0RGoHLjBBoGxpls8y\nz9twL6tYLGbi//NCUL4wnQ6NPTlPiHZA4nkJ9HWpVMoc1OXK2YFQkiSBHnVw5JMVJRsvHn+ej3/s\n8cbh0tjwAMb8u9hLZs74+CKEBxnLWEmghF3ZDYfDoKQXFxdDGyaTwxcinjhxQtVqNZTnZ8w8ieTA\n6OMtbjiZVw6G/NBEZ0vcCErZIyTQl1zjIRnmVfy2eO4lhON142RhKfvqknkOiDMzrBFfrx66j/Or\n4nYUi8UQZqb9nHo8mUwC4GG3EpECdA9r2EP3xeJhrinX4eB6P3INxplkbYCqlAUUa2trWltbU6fT\n0dtvvx2OOPGwHPoZhp9dcXH6hDQ7syc+HgDBPvkOw5iFcZ3orKJ/Rj0o2x1EtycxGHW9FKdfUI7X\njfIBjktLSxkGiPpXKhWtrq7q1q1bmk6nOnHiRBhHwDTPdADKgZkekUDvMt/jvnpYOdYcI0d8UtaQ\nulFyj8aRt3T0MC9fYMiDPmcxAJAchDAAngvloMtDZx6vRxHxtx80SF3jAwWpmwMn9/zmtZc6g9Yd\naDj48+egfB28OEijf30C+XP84Ej6j8+pa+xp+PO8frGn7H/Hi5A+8oXs/eF1l47mOXh9Y1YtLqtU\nKoVzXmKa+uDg8EiGXq8XEjRj5eBjRj7C4uKilpaWQqI6fUZZsFP0tyuxxxUHaO/3k8vxSOw4MRZu\nsNM0DYDZ54XnC7nOkWavsACUuIMTs91x2MjfAcjz41y32LmiPg6UYLP91TnO3LoTy/c4puvr6+r3\n+5IOHUVOoEc3snvM9SrvSOO1EDi3hKlxWuhHvwcn1NMOODoD8IjBdX3G3wsLC1pdXdXS0pK2t7fV\n6/UCWKT/iGDQ17HzSH/Gn7uT5GsWneypCvS9j5OzilzjYVnmk9vWGCzFjmcMwpwNc0Do9ihNU+3t\n7WX61csBQJIDxjyUsu+g9DowfwG/9IWncjguiJ3cD5JjP8eICe6LXTr6PhcGM05SdePmb6l3xOsM\nz7w4Ns+NY+PUyylPPx8nNuDxEQTOgMFCMVl98fgAxpPb+8onk4O4+EDHarWq5eXlEBdHAfrWRZTk\naDQK97ErBlDFtbSZvBra5myO10s6upXfPRnvI8914P+4b/xe95b9s1jiReBhPQd78QFp7lXTnhhc\nEZrwZ+HZ+m49Fi0ebLzzDEUMEOYzz1t6XHkQQxT/5HI84vPdjYvrDOaT50tKyugyaeb4ofNi8O/O\nZMz28J3rM+Y37ATi+k86mqvoAIz6zXs29XQ922g0NJ1Otb29rXq9rk6nk8mx9PscyLju5KXP7CCF\nmfI+lmY2BAcF+7CwsBAcGXJV2REc7wjk7DL0VaPR0ObmpnZ2dnT79u3QZ4AFZ1gYT98lHdsE15nO\n7sdhUD7zeePzi7FBnK2Loy/znFIfe98U5PfzvT8vZu6Hw2FwKON0GZzIu3fvBofTnQXXya4Tvb08\nM05r4Z74dVsfJMd6jhFGxg0cXjXijfeBwHj7dUwSj1O7YfXJhiHzcJIvVh9cz1WRjh5u6PT1vCQ8\nZ2uos4M3B4O0zRehbz9HOOxqaWlJS0tLajQaWl1dVaPRCK8W6ff7qtVqWl1d1fr6up5//nldvHhR\nZ86cCaFFV64YaPciXNE548MClZRhQnxBuIfqk93ZLAfHPmY+Hj6GlBV7Mz5PvL7uLThTxXPjpHme\ni5LleYgDqlarFTxZr/Pe3p52d3dVq9W0srIyN2/N2+Fl4smiJB9XcmD08ZbYQXCvnHnMRgpfc1zr\njqPP7ZgJZC37mkOPeD6Le+aEx1ljfp0fDlkqlcKp9m6guceBU9w2T5RdX1/Xzs6OpGyIJj6uxR2W\nQqGQAW4YxTRNwzsQ2e4OoCNEVizODnVFR2AHlpaWMu/XdF2HHvfnOjgrlUra2NhQvV7X9vZ2eFEq\n7fIwo7fLy6AtsZ1CP1NnB1w+R2LWh3I8ZOjjSejO74lBibM1lMHvmJyIwZazje12W8PhUI1GI5Nz\ntrW1pe9973v6mZ/5mcwRE+6YSwosvrN7lM9ngFhJAbzSVzCRDyPHBoziRFg631kNaeal+AJjcJ0C\n5Ds8Bjfo7rGwiCeTwzcBO7Phxpdy48nrz/R6xgyIy3Q6DaeAei6Bh924xwEJC4JFvLCwEF4fwUK8\nd+9eyNMaj8fa2dlRrVYLbRsOh7p+/bo6nY6+//3v69atW9rd3dX58+f17LPP6uTJkyF85Gc0xePi\nfUD/s9gZHxYgk9XZqnixO4iKARDP95PJH3QP4t6v1x/gE1PXtCFNZwyNPyM+aj722AeDQcgFiEMX\nUPrkSfhc9XnooQ7qyALn78eVHBh9vIW55+fYxPrKQ/KuF2JvPPb0Xa+4F02ZznizVjE4rAuYoThX\nkXnK/XFoxBkoN7DO2FAea+DUqVP60z/9Uy0uLkqazV2YK3SbA7f9/f2MAUTXxYfh7u/va3FxMVxP\naEtSAID+YldAA+t3b29P1Wo1hAV9Fxt95w4MQGNzc1P9fl83b94MeU20ex7QpY9cDwE05+VO+vfe\nZ66v4wRvf5Y72k4I+HPm2bh4V3LscDrj7w4jz+n1eiGScXBwuDPw1Vdf1eXLl3Xq1KkAih3Qsk7Q\nse6wekTI15Tboul0mnmV1cPIsR/wyA90MMCFRvh27ti78kngcU7/n05yeo3FHR8EFsfS4wQ6aaas\nnInwBC+fJEhM58YTjr/jnRok6FYqFVWrVQ0Gg3DYWLvdVr/fDy9odaXg74CTDhUHWyA7nY6Gw6H+\n6q/+SteuXdP29rZOnz6tixcv6ty5c+GcD56PAox3d7gipw1SdvcYfR8rYVcEPp4xrczE978d+PhY\nxX+71xyzVggKxsGIe9PscInpbX5Go1Hm8LFer6dOp6NaraZms5nxZlxBMb4O0tkBg6Fxtu1xJAdG\nH29x/cZYwHKQS+PsiwMaxJ0YZ77nheRdt6ELAQjzHEMHbfF33B/n+rhj439Ttzh/jrDSyy+/rKtX\nr2o0GmXq7jq3UCiEHW04H87k+LWezF4sFsPLR1mHxWIxJG57/Zzd4X+OBGCzjrMmlOXMvzuJp06d\nUqlU0o0bN7S3t3ckMuH6zIET5Xg+Dc90fepjN0/PxoDbHTE/vobr/Bn0Sawz3SYyN90GxnOIunEP\n0Q9s1rvvvqtTp07p6aefzswtxg7A6/MfYEqIFVvteWTOknF+XJwL+n5ybMCIgXm/5F88BR84v8bR\nbezZ8D9HkvvR5AiTwNE/wkB4iExSZvJTR6eNKT9eMLTRF60zFZTrNCIUIuc7QB/7gVlJkmh3d1eF\nQiFQxdPpNHOeE0CnVqsFZmhpaSlc++abb+rtt9/WZDLR+fPntbS0FOoTT9J5Zxr5ONGvjvxR+k6f\n+1jyHMbDt67PW7xOp8cgie/da3IKHiDkCsXnkCsRZyARZyyh6klK39vbU5oe7uahbzw0QOiWshlj\nDB/94MrmcSUHRh9vcZDtjgZspZ/l5jqNeTWvrHmOQwz4HbC4h10szran+3VxGgHP8/u53tkOrnPA\n4LoPQ1koFHTv3j2tra1lQM54PA4veAYQ4YCkaZrZls/ntIH1RHLuZDIJ28UJVQN4pJmOwKnkM56L\njUjTNPMsdB/j5hEB1u7a2pparZbeeeedTF8CEvyoAQCZ60L6yPvdx88dR/rfc5B8/sxzKik3DoM6\n2ESP+TyLw12xkx/bbKRUKqnf76vf7+v69esajUa6dOlSYDXdQZZmKR44isxJnAfsG0CfurpdgdF/\nFH167KE0N2IsUqfRHNW7d+QTAXGviQ72sBoLNQ7BUQ+8EBYCYRLq5RPPJyAGlUntSc1eZ5/szlRI\nh0CRfCEYLknhnA5oX/qJWDjPIHxDWI3J68DCT8COc52Gw6F2dnZ07do1JUmi5557TvV6PbOw6D/6\nwXdS+Zgwselrp6+dnaNPHNS6J+ZjHT/fAQR94qDGwYcDHfeEHwQMnI1cWloKbYjrAUtUqVTUbrdV\nrVbVaDQkKdN2B1l8R50B7Shc5pmH3h5HmPMf9POA9reSJPlXSZK8nCTJS0mS/EdJkqwmSfK1JEle\nS5LkD5Mkadn1/yRJkteTJHklSZIvPVHF/5aI6z/mcpqmIczga85BiBs3Z0zmGUcMtTO7sWHGiLuT\nynr157ghBuD4qe+eFOwGHPG6U9f19XW9/PLLQeclSRKO/mA9oAu4Hwes0+mEk+fJh+KZvG5nb29P\nzWYzo/MXFhbCvZ6Ejd5xh4QQGtdhH7xublccEHq4Z21tTc8//7xefvnlsMvOwYuL6zPsF2PsutMd\nMtcVbr9cV6H3mHPSbAes97E/35l0+tBtJnPG282Ph75i0uL69et67bXX1Gw2dfXqVRUKhXDYrdtu\n+tF1O3OYM6f8HELAEXXv9XrhtSKtVktPPfXUQ6/PYwNGMCoMrBtxOgL096AQjO/GYgI4A8V1nvzK\nxHbvxicHxp7/HbU7++MT2z0FBs0PPZyntKrVqsrlslqtllZWVlQoFHTnzh3duXMnJJANh8OwkDzR\nzBf3dDrV4uKiFhcXlSSJWq2WarWaptNpONaexdTpdMLiYPfFcDgMdQF4dTodvf766zp9+rSeeuqp\nTGgPT8oXI2PHGHnfVyqVDGXvjBbXzlMO8W4wByU+Pg4+UWr0cUwrM87MIQfeXneE7xcXF0M/uhLw\nUNjCwkJgingOyX/D4TC01wE2fZimaQiFMt/xiB9XnpAx+p8l/bs0Ta9I+nFJr0j6x5K+lqbps5L+\nw/3/lSTJVUl/T9JVSV+W9M+TJDn2g2M/7uIAx0PWKHb0jqQjYajYSMShGZ+bccK134fhZb5yje9q\n4x53pjA8/B2DHm+j3yPNDP/CwoJeffVVnTp1KhhAz030Z3t/obPYiu/MznQ6Ddv1qb8fvgiwqlQq\nYVv9dDoNO6GctXG9gsEulQ4PCqaOvnvUHTXXuX4Ey3PPPReue+WVV8L9vtMvBrnoJ/rBgZDbL8T1\nk9tSZ6Jip4jnUE7seLozzH0OcOPxBbTF4T7K4/UfnFcEoPF5Th/6eohBE2CVdeNsEVEWwPOJEyfC\nZoaHkWNVYDEVyWcsNCakxx2lbE6KMwN0qBtKjDCUKkl0MVMRK6J4oko68jxH0yxUb4ODBX7D/rz3\n3nva3t7Wu+++qxs3bmh7e1uVSiUcApimafife6RDoNHtdgPDRZiImDltBOSR68LkpiyQuHskHqJK\n01TXrl1Tt9vV1atXtba2lmHuiNfPU9peTsxQeEgu7lOXOLTpi4E5ESc0x8mK7tHFc8vZRR9nX+y0\nwxPTXei/a9euhfwuxg5FBBuEcvSjAhhT6kX9B4PBka3SjyqPC4ySJFmW9Pk0Tf/F/XImaZq2Jf2S\npN+5f9nvSPqV+3//sqTfTdN0nKbpW5KuSfo7j13xvyXiOoUwAWsKgx7nCsVOHJ856KE8F8IRMYvA\nOkIc3Pi1PCdmm6VsCgPX8b+vA2d6C4WCarWa2u22VlZWAkCIdQn34mR4X3g9PffEWYS4j3gRN/fj\nJPf7/WCAvY/39vbCoZC0n+s9b9D7iXVer9dD/+BQNhqN4EANh0P96Ec/yjjiXk5sX3xc0W3eP67b\nuN9tF/PAbWQMePw8uniueuSBesRtj8fYQTi/2+22xuOxTp48GXS2v2svntP+LAeRpIo428V4F4tF\n9Xq9ECKt1+tqNBrqdDp6WDlWYERnEIrxCU4oiIXn17MgYqMm6cjAYYgxSlDEeD0xquYzAAMhNZ7z\noPwW7ueZseFh0Z86dUr7+/taXl4OeScsJAa3Wq0GBMx2WJRJmqbhTdIY7MFgEHaiTSYTDYdDSbOT\nUpPk8PUgq6urYQHUajUNBgOdOHEiLPx6vR6y94n57u7u6r333lOz2cyEiUDqKFzEQ5+xV0KegXuE\nDpp8MccLPf7flbMDT1fcjBXj6FQ5C9q9dV/IPqcAvrQZmUwm6na76nQ6qtfrmVAYc8NfA0MdHeDN\nU0rlcjkk3z6uPAFjdFHS3SRJfjtJkr9IkuR/S5KkLmkzTVMOaLktafP+36clXbf7r0s689gV/1si\nzr7iaPBORA93SfMP8EM8LyVmV1iD6AHPe2ODBo7YYDAI+sT1oK8JDz3FicF8TvgFA+mOCPotSRJt\nb29rc3Mz6BqcBw8PwmaRl0K/cUZRDNY8vIX+mkwmqtfrmXd1SYf5lsPhMOSeUsd4U83+/n5YizC6\n1Wo1GFl0WalUCmcxpWkaTsHGqedv9OOVK1e0tbWl119/PRMV8fGPgZqDHnfeY1s2jwHnHmyDJyo7\na05/unMfh9kclOGMe9+i05hnlHnv3j1tbW1pc3NTKysrkhRYoZiRYn76fGae+GYa5gKA1F+ZUizO\njrO5fft2OBLiYeTxXdInlHgh+ySQZmApRuVMGAaL+93rdgPoiNwXNwuQ35TjCw5AMi/Rzhkrnu1b\nC3mmG8Ll5WX98Ic/VL1eD4PsrApt8h0XPvE8/8o9iVqtlll07GSDRaIve71eSN6uVCqBcqb/SEqk\n7ijSXq8XDud65plndOPGDXU6nSOUrHsG8dh6XzrY9aQ+6SirI83YIE8KdM9Xmp1jESsQxsrZO7/f\nFTbP9/ZwDScQE3pM08NDyX70ox/p05/+dCZkx3jxN3PRFYjPZQCaHy0AG/Uk62uefOc739F3vvOd\n97u1JOnTkv5RmqZ/liTJ/6T7YTMrO02S5P0yt/Os7g8QdJMDD+Ywxt/nrXQ0XOE6ynNP3KiSNkCo\nwo2n54wAAuLdRZRJHT3hmjp4SNj/dv0Hg03dYHp8bcQOCzpy3nEahcJhuGRpaSk4j/G2e9bsdDpV\nv98PTlmpVAqnLHc6nVBPT9JmG3+pVAp5hORi+ni5PkKfOqPDOLuuh3m6evWqfvCDH4RXi9BH9J3r\nSbeNMQPuDruPnQNXH/PRaBQABKDPHVmAsYcoHRh5mdi9uJ7UifsHg4F6vZ4khTQBbIyvA/qPPC6e\ngw3z3C3YPCcp2NmZJInW1tbUaDTU7XZDmsjDyrFu13emAOABKMCAPIiKde8jRpsYYgypAxuMM2xN\nzBJA29LZlE2dYs/Dw3zuaXi8nGe+9tprWl5eDud1MFG5Lj5rhMXkYboYpI3HY+3t7WX6xsNMeHfk\nLdEnhBRJ2nZAEoMv2tTtdvXmm2+q1Wrp+eefD0CONjr7Q/soJ94JhiKiLQA0N+huCHxhxp6QNMvT\n8H5A0fp10lH6/0HlApL53Jm8u3fv6vXXX9fVq1czr4RBGdL3Xj/6nh0wzC2Al+cTPMphZPPkQQzR\nT/3UT+nXf/3Xw88cuS7pepqmf3b//3+lQ6B0K0mSk/f75pSkO/e/vyHprN3/1P3Pcnkf8fw08tjc\nseA7KftaBCkbMnP95cnPrME4vB8DZmcfcIQwSvP0ALrQy3X9Szl8h47gOnInMZo4AJRHm9mFRjK2\nJ5Kz/Z5Tqakn4UfuJ5xCG2AmBoOBlpeXQ56l6yjee4nuhTEaDochybtarQbn1jfpeF8wTrA58Rsb\nJKnVaunixYt68cUXg+5A17vj5mMZ6y4HBThh7ow6MGVMpNlhieght6WelxY7ji7MF2f3aDftpD57\ne3saDofa2NjIOLG0xdkrB2TMIfrBgSPXUTfPy11bW1O9Xg/vH8XePawceyjNwYEDj3gSePY7E9mT\ntpMkCVS0sxUsYlck4/E4JLs68EK59Pv9DEjhOe4BUX7MknidJAUlUCwWQ7KZx/xpu+8+Y4CZCIAb\nn8Sg/YWFBZ05cyYoj06nExIQURylUikccraxsRHaR2htOj1M4O52u+EZhNc4ARpknqapbt26pXa7\nrbNnzx55r1jcH573Q93pN0CGX8fYOUhAubknzLjF+WI8G8PihiCmpd3YeLjCaWWnq5kjOzs7un79\nuj71qU+p0WgEgMk99Adj4gnZPIeXBeOBOqB2Bfy48iBgFP/Mue+WpHeTJHn2/kc/J+lFSf9W0q/d\n/+zXJP2b+3//vqS/nyTJQpIkFyU9I+l9KalcZkAeB82dlnl5kv63Aw1JR67F4EnKGBK/x50I99Yx\n4g50ptNpJkThDm1s3AgPUgdfP4VCISQv+0uTPX/IjyNxdt+ZGM//dMYLQANIajabwZ6QIrC/vx/S\nDriWkA+g0J2pQqEQ9CVOLYCJH0+vcH3iAMeZL54jSSdPntT6+rree++9MDdoozM4/O9tdzvnBICP\nSTze7vBRz5iZ94T5ODWAutBW7yt3YD0cOxwO1W631Wq1MqksDhw93SCOKhAuo68d6PEMjrMZDAaq\nVqsB8HL2nzOvDyPHFkqLKxobRNBgjJDnTQbKi6lAR64YOWea8MS8DgCsmAWKjakbcldmcTyWlwze\nunUrlOvZ/v4WaZ7X7XYz4AYjDwghoZeFxq41XlTqNK57S/fu3QtMFJOGSchCpXwHqz5eDio3NjZ0\n5coVpWkawAIK0al+6XAC+3vZGFNXAPNyszxc4As0DjO5pxEzP/FC9O/j+qDAGVNndVic0+lUP/ET\nP5EJdzJn3YNDEfMs6uYHcLpR4JgHnre5uanHlUdVBJH8l5L+zyRJFiS9IekfSCpK+r0kSf5zSW9J\n+k8lKU3Tl5Ik+T1JL0maSPqH6TzElUtG3CFB8TPfAAwwua5rnBli7vG571aSsuCH8nyOwtb6tvT4\nxHfEn0n5vjZhfWIDSQSgWDxMiMVRIFRIPWnD0tKSOp1OYGH9XWXxM9GLzWYzOLmAMRwO+hUGCsfX\nAcZwOFSr1crsZltYWNDt27e1tLSk1dXVEGrE0aRdzpazAcNZFGfF0N+0hfo888wz+uM//mOlaarT\np09nnErKQ4/iVMf9TD9iLxxEeRiTuYQTPBgMMi/Elmb5ZNTX5xJ9Gs9l6sy1jNNwONTdu3e1ubmp\nM2fOaDAYhKR25oWzbcxP7zvKdEZyMpmo0Wio1+sFxr3b7Wp5eTnMc8Jq0ox4eFg5NsbI0SuNrtVq\nwSjTYdIMufrAMVAeQonROIsnTdPgMfgE4DwJR9DzDCoLXlKg7jzujUfgjIaXs7W1ldkuKh1OLn9l\nBHXCM8F789yVXq+XOWWZSbSzs6Nqtard3d2gSJrNpvb29nTq1Cn1+/1wpsdoNApvMPZj0jmxOU3T\n8I41wBP0LmdCnD17Vqurq+EU7oODA505c0YnTpyQNPOGHViwWwRAQH+558KWdv9hQccUMeDD54NP\nfB8/FIt7uQ544gWPkvX5wN8kbJKPBdAplUqhzxx08QxnLqkTnrF77Iwpie6PK4/LGN2/9/tpmv5U\nmqY/kabpf5KmaTtN0+00TX8uTdNn0zT9Upqmu3b9V9I0vZym6fNpmv77J6r4x0iSJPkXSZLcTpLk\nr+yzD+U8J+YGrCmfeV4GugfQ4XrOWXXmkwNyjIgDfAS9iDgw8bXloR+e45/Fa9DBW1wnDJWnL7hT\n6WvPnVnAj7OuOChx2A690+/3Q/jLGav4BGXpcM0vLS2p1+uFNTkcDoMO3dzc1GQy0d7eXmb3HA6m\n15+y0VXu9PlJ0x6pABxduXJF165dU7vdzjjafgwMwAYA6A62j6WUzd10AE1f+TyZd587xJ6bFj+H\ncfffPke2t7fV7/e1uroagCd2hr5wdh37Rt3BA4PBIHzP9ehdt7XO6JG+QL1IYXkYOdYcI1/ULBhQ\nt08G6cFv8vXYpysY7scz891m0Ms+kaXsser8T3nu+SdJEkCNX4fEzEO73Q5eIWDHB9gXD3RzHFID\nSHG0OUoBdom+cKUJsHEGyQGOK2fKrlarOjg4CPTjeHx4Au3KyoparUMbsLOzE15J8t577+nVV1/V\n9773Pa2trWllZSXTJn5jAGLPwBkWFp8zPL5A+d+VIflUHnb0MeA6DIr/H49d7IEBvAFtnAO1tLQU\nvFJ2QsQxeOa0K0eod9oKSMabTZJE9XpdKysrOnHixCPtoojlSYBRLkF+W4dnM7l8KOc5pWkazhkj\nXM3c9p08GEMpe0isG8R4DktZBt1zN+bNU3caHEixptyoez1ig+t1ineNEsIiBQCj77mY1INdaLDi\nOBw+X3lWqXT4agl3PjCu6M9SqaR2ux36FGOK3oShYlfvdDrV8vKy1tfXAxsvzV6WTR+4nnLWF8fP\n7Q7fubNOWZVKRRsbG9rc3NRrr72W2VXsugrxPufZ6MY4z8jtkI8TY099PKfHn8H4OJvpIUfsiteD\nesEONRqNTEiuUJhtNOCHXb/YPmdO0cO+McC/IzwH88W8xVaORiO1Wq1H0nfHyhjRSDdqdLY0e0WD\ndDR0FlN3PuiUTWfS0RirhYWFTD4SE4WO9smAsHD5AbBwHZOdZ1IeDI3HZZ2CRbkQw2dyQvniVcBS\nLS4uhsRczmjgXAx2UJRKJe3s7Ghzc1N7e3taWFhQs9nUnTt3wrN2d3cDiKG8YrGYUSDNZlOnT5/W\ndDpVu90OdLtPcPfqbt68qfX19dA2Hw9fcPwmZuxJ8Q6YER8jV4DuQfrC8bnEPdTFvRvGiPJpk3sh\ngJvJZKJOp6OVlZUwF3wXkecZ4WExR5wp8z4gCRuPlH6oVCrqdDqhvMeRHBg9uaRp+keSYnT6oZzn\nxOt5WAfohxgMObMhZdcT12HsPd+OteDGBHGQA2DC0QNQUDZ18o0M7lT6HI0dGe7rdDoh5wOQ5KEh\nwj+ub2EV0IsYQg9du3MxGAy0uLgYfo9Go8y2/pWVlbAW+Y6dZ7Dt+/v7arVaOn/+vCaTiXZ3d8NO\nKmen6CfagY52HQU74jmi1Wo19C92zx2+Z599Vs8++6xu3LihGzduaHd3NzzXw5Q8w8WBjOs3H/NY\n97Hhx8/88TkX5xK5Y+v5QHE7pEOweevWLdXr9fDOOIC5hxedXUzTNDjmrI3xeByS5GmHM1pEPWDY\nJ5NJ0LuwhKurqzo4OAj5bQ8jxwaMnC0qFouZXBsfEBrogMdpZTea0kxxEO6gDDeULE4vkxMyHZh5\n+Sh9ePoAACAASURBVBhkBzaU5QjeJz2TMGa1YK3cELIbggGnfI7L97qTTA29CNNTKpVCwuHS0pL6\n/b6azWZ4TQg08cLCgur1unq9XlA8nU5HBwcHWllZ0ebmplqtlvb397W1taVut5tB6ngPrqim08Mt\nsVtbWzpz5kyGYvazPHysOImUMpn0DqzoXwcyvgXej2Nwj9Png3vDDlBoD9Rr7GVR5mg00u7ubjhd\nHI+HOjBvUNTuBfsRDhgs6uueniSdOHFCa2tr4Sj7R1nIseTA6COTD+U8J3J5mNfO6hIW8lCZr4GY\nafbwjqSMfvSwDUyGjz16zZO0PVfJdQ/ius2BGvPY8wq73W7GMfFDe7mGttJe8o/QH9SpXq+HPoJZ\nqFarKhQOcyjZgr+3txdAEUw1uXvoT4ztaDRSr9dTmqa6cOGCyuWy7t27l9mIwkG63O8J4tPp4flv\n/X4/ABiYClh/HxtnxR280M6VlRWtr69rd3dXb7/9drBTPl4+frEdpO/RL+gqD00yP/gBTKDfXE96\nnk88/j4/nPmfTqfa29vTdDrVxsZGBvQ+qP4eZgQEAZ4gMRA/6gEA5TlN2CfGP06XeRg5tuRraYZM\noVbdO8JzRwk8SJn7oqNMJid/+8SJQRQTxmnSGHh5h7JIfYL7QAHCKBMUzsCzQAaDQVhs3W43ABS8\nt9FoFA5hZHH5cfgkzfX7fTUajZBIzTP5TXn9fj+Az52dnRC+4QW0zWZTrVYrsBeAN4w/bfdJV6vV\nMqEhSWq32+EQy1u3bknK0upxPlUcI44ZI+9fDznSz3hhzA0UbfxKFo+ToxwZF+7zXAwHvOQVLS8v\nZ+anhxTwBGGAWLTx9wA3H2+YwGKxGKh75tjjSg56PnpJ08c/z+mrX/1qmNPPPPOMLl68GJhJaRZq\nRUewDn1nE587wPJ7fb2ifwAICLrSwxvMUZ/frFPmlT+b8jC6sA/oIdYB9SDE5U6I193DJ6xnEoVh\nxjw0zw/JwvxmDcOmewiJcgBFFy9e1Hg81vb2dgjfcWYZYRl3dHGAPLmXvlxcXAzj6LrLdQ3r24Ex\nfViv1/Xcc8/pjTfe0CuvvKJPfepToc7O3rk+iwE2Y0SZzqj7uDlog9ljjnh0IB6nGNQ7WN7f31e7\n3dbGxkYANdT7QXlmPp8pn0MymS98ztgVCrMDSnntEs+h399991299NJLj+wIHiswkmbn/LhX48bF\nF5QPaIw0/X/3XngGE1XKshBOSbvR93Can1PjE8S9fiYnZbmHwmdu9AE1GFiYEBAwigEl57sNMOoe\nT8dr8qMC8NjK5bKWl5dDrlOj0dDW1pZKpZKWl5e1srKibrer3d3djIfp9LpT9vwPGKOveO61a9d0\n9uxZdbtd9fv9DP3qi4I+52+uo49jpox54vc4xYuHwbhxjTNxjJsvap7hyp+51G63NRwOdfLkSS0t\nLWkwGATjhGJk8TJ/vD/ce6a95Boxr+r1eqD2YdgkZebso0oOjD4yuZ0kyck0TW8lT3Ce08///M9n\n9BxCqMeNOIDJGaIYkPi6cYDCusMZcCbKAXtcDv/DNDtzRdIr13tdcQgcFKG7pOxhfe7AeZIsv5n/\n5EPiAPG/p1ywBb9Wq6nT6WhpaSkwrjiInGtTLBa1t7en5eVlVSoV1ev14Axyfa/X0/LycthBxfOl\nmU4BAPImA8JmACr0o9sM32BBf7jeY7yXlpZ07tw5vfjii9rZ2Qn5negrdxTpf8aWvovBiI+XR2TQ\nnbDa7HDe2dnJpEu4g+m6zkOg4/FY7XZb9Xpdy8vL4VpnKmMb7UAe20YExXftut6VFF4WTJ87ZkjT\nw/DapUuXdPbs2dDXX/va1x60JDPygS5p8hHtzKBj/AWjoFTvaDqFyej3OiXpNLLHY9M0DVusfdGP\nRqMwuJ60SxmAGDp+3lZYJpLH693jgUHwHBP3mKBbPXQU5xnQVkI6jUYjJAmyg4FroC+pNweZFQoF\n7e7uql6vazwea2trS7VaTc8884xarZbu3r2r4XAYQAzgibCfAzraCxNFm6k7/XPz5k1tbm4e8Tp5\nDxjlerjJQYx7Qc76ebydunBCbUzvMk5OK8cgib7mbw/xArQWFxeVpqlu3rwZQgMwSdzjxshDIh6i\noI8KhUIwNigD5pPnRz3JzrTYm37QTy6PLL+vD+E8p9jBQ2Ae3HN2Q+Lzms9ZQ3HZfM/hoc42Oesp\nzU4cdieIvJj4DecwJh5udgNfqVR0+fJlff/73w+G1cM3ngPlz/Zr3EFmnZF3xHXOaKdpGpgi6gyw\nc3aFNtTr9bANHwCAfoEx4lU/OLC+3d4BHm2YTCYZ5hdAJc2YacT/p8/iti0uLuozn/mMvv71r2d2\nECNxNMTBB/bQwQLPohx/dxwsNTla/X5f9Xo9kz4S61Wfu+i+7e1t7e7u6ty5c5nrPDfMQ5Oux9GL\nnFLtfSfN3lmJDWg2m8EuEkKjfkQSPEXjUeRhuPqPZGcGC9oXKpMNoOOoku89hOH0qIMpp818MTt7\ngwfP37413sMt/lzu90mBQfN4NEiXa2AJKMfP/IA9SNM0xFZJ2oatOTg4CAnSe3t7gSVi4e3v74eD\nrSSFLP1arRbi7YVCQVtbWxqPx3r22We1vr6uW7duaWtrK/R1o9EIC7Tb7WYWk3tvxeLs7e/EddlR\nwCQFaF24cCETKgUkejzaPVQfO/eifN7Qn3zu96Ng/d54gcVKyf9GxuPD98RVq9UAUEh05xksUNoU\ns19QwZJCMibPZ57wCgIPB8YswuMIZX3QTy4PliRJflfSn0h6LkmSd5Mk+QeS/qmkv5skyWuSfvb+\n/0rT9CVJnOf0B/qA85zcWN2/X9IsMR/wEIcpYoPEvejMeFzRN6y9GIx5uV6GM1UO6qk74mfQMO83\nNjb05ptvZvI8ncnyMBKOsYexpRlY8vqiH3zb/LxUAm9XoTA79A9nlJ2f+/v74RycXq+narWqXq8X\ncm0WFhYCc8RBgf4+O8bIDTupD/MYanfm3aGl/ZRBe+m3ZrMZAMe8MXJbxPjwmetIz4X1sQTUoCs9\nhBszOw6M/JmS1O121W63tby8nIn0MOZxno+z+7TdT/z3nd+SAqAqFAohB5YQmteNY1QAxtIMbzys\nfOCVaZr+UZIkF6KPf0nSC/f//h1J39QhOAo7MyS9lSQJOzP+9MiD7y96FoCHlOhQN8hx2EqahRpY\nkPGkY9AxNgxwfMiZ07KeVE1nutLiXiYudSIPxelAtpJiQH2Soaw4vbpYLIaDx1gQeB14AwAwj9vD\nQJGPRB4S4bzl5WXduHFDhcLh2ThPPfWUtre3j1C6bJdMktlZPU6Fc3I2TBtULXX38cH7YGfclStX\ndPPmTd2+Tc7q/DGTskrXFbiPz3Q6yy1ibriXiMLiemdsKJeF5Asc7xPlAKXMPYAXn1PUDc+cthFu\nYCHzO/ZsJYUzN1AaJJU+6a60XJ5M0jT91Qd89XMPuP4rkr7yKM/AcDh4cDbC56qU3aqN/oHluV+H\nwIK7k+nOg6QMax3rMl8rlElZ8/LwKJd1efr0af3FX/xFRj8DKuaFm7nf9QC61l/B5CCOc9kk6e7d\nu1pbWwun/ns4Cx3e7XZVq9V04sSJ8N4uzowjxYBz4njGwcFBODiw0WiENe3v56KfPdRIHigHU/o1\n8xxstw3uvHHtZz7zGb3xxhtaXFzU2tpa0Lvxay6YP25H5wFrj7K4/WUMOTrC2WzsDcxYv9/X8vJy\niEyws69YPHzDQ6zPISE4z05S0IPuzGJ//LVZzFP0Mecd7u7uZt73WSqVwhEYngc8jzz5IHnc7M4n\n3pkBQ+OhFs/tca8+ZhfcePoWSmcKnGmgw+PrmDAensHg+fMpC2aHspgkTvMyeQgXuUJxQAXgQIn1\ner0MBc6zyTkAcLgnwQQeDofhADLeC0ObdnZ2VKlU9Nxzz2llZUU3btxQv98P8Xj6m7pCB7PDDa+M\nt0kXi0XVarXw1mKPAVNvqP3xeKy//Mu/1DvvvKNTp07p0qVLYTxRkE5x+/+IGwoO+wK4MF4HBwfq\ndrshPu5jj3KOWRJX6tTJ2b29vb0QKgQwMVdggmAJaS/zl8XqL7GknrSTvucIBFeIsHFPIjlj9PEW\nB9m+fhD0IWsCjzsGMTgBrvdcb8bMgYf7PSQNa4C+cl2LDnLP3jdkuJ6tVqt69dVXtbOzo0ajEUIj\ntMPZCWcQ/IgAT0XwPCJ3RgAqns8kKeSaAEgAMbyodXt7O2xwKJfLYZ177kyxWAxMEmuVPsVIo2vI\n3XGbIs30C9EB2HWYZtrqgIT+pnyev7q6qh//8R/XD3/4w6Bv0InuWDrocUYI3YQTzfcxww7IhvmX\npIsXL+rEiRPB/riOX1xcDMz6m2++KUm6cOFCaCPAkWeR4sE8pCw2G43Hh29VqNfrGZDE3OEddZAA\njKOTAzyHOeO2/1Hkibfr36eLH3lnBpSoh7NYpL6IfNAcSPG9U3RuMAFeMTjCaIIqfVJStisff1ax\nWMy838tjzNPpNJy4yvNZHAsLC0GR+NkX0+k0w8BQNoqo2WwGipf/AT3QigAZaXb2R7PZ1M7OTjgL\n5/LlyxoMBup0OoG5qNVqYUcGdWJrJAuU3XLEzd2r9Rwt2k8/O+UvSdvb23rttde0tLQUEicBkPS3\n59k4g+OABZrVJzuLkBAfgBBxoOUeqT/LKWHGghi2zwsACzs3MCQAVGf14jAvDBTzk3NdHCwxB+KQ\n4uNIDow+/uKgBV0xj43GoMROI/d4uB9xR8/zIP06N8ToOQ/zu24rFGabO5yV8nqm6eErLd59992Q\nn+SMGOu+VqsdcQZYc7zUGuHZSZKEnbruWBG6Yi6zbX5xcVEHB4ebPU6fPq1SqRRe8UH/sTHF21Eu\nl3Xnzp3waglpphMAhLxY1tePMx8IbWKcfIcb/c9YOQsFy+WsR7lc1qVLlzIOtDNPsc51vUk/IgBj\nb4OzWTzv6aef1tbWlu7cuaO9vb0AFmu1mpaXl8MZT2tra2q32+HIGOaklN2R7NEZB37OSPpZSu7E\nsoEIQgBQRH+7XXFw6jb9URijx92V9sQ7M775zW8Gw3HhwgWdO3cusz3faUBvqJTdksi1Dp7cuLEg\nfasiygJD6rt/YgXioMsXJGWkaaqVlRVtbW2pUCiECY6ywVA6iAC1Y1i5lkXTbDaDlyHN3o/DlnuM\nMydYo4Q4AXYwGKjZbGp9fV3T6VRvvfVWJg8mSRL1ej01Go1AOUuz13JIh+CDF6T6mR/0EYxQ7MV6\n+/iMPKRXXnlFV69e1YsvvhhAMX3NeFJH5oKLgw2/1xcIfc5Y+3jF8XgHRJRFbhQv/HVvg8WKtykp\nk4wpZXPh8GJRvoCnRqORSRiUFLbsv/HGG3rrrbeeGLTkoOfjLcxl30nkYaU4v8gZRGcmYidOmo09\nBj82Qs408b+H3PzHw+UOsKTZWvXw3KVLl/S1r31Ni4uL4YwhAD/l8T/r1suQFN4RST/5sR6cIQSz\nwNoaj8caDAZaW1sLybuLi4thJ6mz7g7EsA0wwZJCKIjXJHGN74pCx3KgLmPJddJs17CnHtAed9Aw\n/DGLR5mM7/nz5/X666/r05/+dHDU4zkQpwhIs3AtuolnwXj5M5IkUbPZ1Cc+8YlwSCNOYLPZDPcy\n/pTz9NNP66WXXtLJkyczgI754s4lr1/xlye7rXWmEAB3cHB4jAGgiIR8bBF95WsmZtEctH6QPC5j\n9MQ7M372Z39WX/ziF/XCCy/o3LlzmcrTSb5DzQfcP2OixmyTGz8WQAxypCzSd4QqZY9Bjw2x072U\nRRI34SUQucdxPTco3pHFgYwkWDNJ2u12UCqEiniHGQaWMB9KZG1tTcPhMGzLZ+LQJo5ph0ZmwvF6\nkCRJQu4L5ybhAdImgCXl+5jRR7GntbOzo7W1tUxcnt8OYHxyIz4+voOL5wM8XIlyvYczPSRAmRiW\n+H1KHi6Fouc+NzgAUtgvQqV4g9JhUiDno9A/PIM+v3jxon76p39aL7zwgl544QU9ruSM0cdbnI2W\nsuPFWorDzbE4WPFrXJdhgKSZPouBkhtQ6sVn85xTr5uvWQ6VxeClaZo5lsLTJliTbtzQd9znRs7B\nYr/fV6vVChEDfmDBpUP2fH19Xd1uN2xAmU5nL0+FTeIZvV4v7MYlJwmmnrp5W9EvPmZ8xtqXZgnG\nOM2AJfS4O3o+NvQ1+iRJEi0tLen1118PZ/r4eMdsiJfNfPP+d0YQfVssFrW4uKhPfepTunnzpt54\n4w1tb2+rVCppY2MjjAN2hnKxeT/4wQ/CZ7QFxoh2MR9hHJmHvsOQjTU+twHW2Cn/jhQL5tSD2v8o\n8jDb9T+ynRleeQYJ401jHLQAmmJFQFkedospREfp88oGWfrk9wRIX8R4QtPpNHgNzkCxtZKF4M90\nQETZLGqAjifljkYjbW5uBoYHRYPiSNM0Exbb3NxUtVrVzs5OSDgE5HjYEG9td3dX5XJZzWZTy8vL\n4Rpn0aTZW67jF58CnhyESgpJ5fQ53tSdO3e0sbGRQfc+/oyZT3JXHj7mfO7eFwuVzzw5j75vNBoZ\nw8R86XQ6KhQK4cwQaXaSOWAJMIYy8fnmxu3g4CDQvVDFzE92U1Dn5eXlEEZwdvNJxGnl9/vJ5fiE\nee7iDgI6Cd3FfJ13j+eLuMfubAz3+ZlarDtPC/BwHvOEe9G9zFH3xC9duqRXXnklc6aXh8xYl2xK\nIESIM9fv95Uks52aksIaSpLD0D7GG4bIQd5kcvjG9dOnTytJEt27dy+0m7QC+rfVagVARHhoMjl8\nOTfpCbQZ/SFlN+5IM53EOuc0fwcgPjbuzDkD5foW0OH5VvTZj/3Yj+mb3/xmOOwS1ob0C2dq4vni\nIBP9z9g2m009++yz+uQnP6nvfOc7unbtmq5fv67nn38+RBZw5nxOQAAwn+7cuRPmBcASlqpUKmlv\nby+0EybINyjRt8w9znhbWVkJr2ihDqSpuHPtczpmOB9FPvCuNE1/NU3T02maLqRpejZN099OP4Q3\nbbsR8TdMgzB90DjR0g2RlH2DOh3puR+U40lfjlCl2TY+nzz8z2RnojFRSQiDGSB3x5kcKWtUJR1R\nFjBAlUolvNOM9pHszJbRjY0NtdvtzPkavNJjOBxqeXlZly9fDlQn6JrtjLQfz4mEbzyBfr8fJpKD\nLp9Yng/jTJef1eMJxxh/Fv1kcvh+oevXr+vZZ58NC5W68X+ckOrKz8few2eACh8r95DOnTunq1ev\n6ty5czpz5ozOnj2rVquls2fPql6vhyMG6vV6mJ9+UjV95vX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1rsfHx/Hyyy/jD/7gD3D3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KarWKSCSCeDyOV155BU888YQpL9/3bQsQNtK7LgvUbLZrAQEdXy0FjVaNi/qBDqXrglMAmJub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"text": [ "" ] } ], "prompt_number": 146 }, { "cell_type": "code", "collapsed": false, "input": [ "sob = hypot(sx, sy)\n", "imshow2(sob)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 147, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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TWE2dUTDqdDp2Xi13iChrUJ8NmQMZqR4srv4dAAZaCqD6fYJIp9PBiRMnUCqV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\ne6+ZpTwzhRFq+v64v/nd7952l3Outa4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GuD3PMyasypTPDrIoBV5GxZnOw+spG4PBAK96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"text": [ "" ] } ], "prompt_number": 147 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow2(sob[100:300, 300:450])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ul0Mul0Oz2fSwYeFwGPV6HUtLSygWi4hEImhvb/ekiywvLxsFxmyLlZUVFAoFY30ee+wx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7JEhXDvOPYKxSO41WpgYCAGUpZKJRWLRb3yyiva3NzUxMSEHn/8ca2urkZ1pbe3V08++aRmZmY0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\nxJzxvxSU0wAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 148 }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = i\n", "sx = ndimage.prewitt(src_image, axis=0, mode='constant')\n", "sy = ndimage.prewitt(src_image, axis=1, mode='constant')\n", "subplot(121)\n", "imshow2(sx)\n", "colorbar()\n", "subplot(122)\n", "imshow2(sy)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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9viSpXq/HoVOw5+6XfRx4u5/2rriHySeyweOjiFfAv9Ph7tjj+a4w0jGSxZFF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gVCqZpcMcGdzVwoBO9gUZHAq1QbRzt9s1ip5KggqEwexkEymkOVdcYMM2qytLv9NFqopEYwtU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"text": [ "" ] } ], "prompt_number": 149 }, { "cell_type": "code", "collapsed": false, "input": [ "pre = hypot(sx, sy)\n", "imshow2(pre)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 150, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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sNV2G11A54fkEJG3ee2tSuTfbQPtDcFRZUF+msjqez3ONMVhfX0e1WsXMzIxV\nuqFQCHfddRc++tGP4jOf+Yx1mWif6dOl9aP9r9frLkuHx1D+dG7U+riZbQ8Ad2k0hZTJMMpF9sWJ\np9Dxt+7GANzFCvhb018YNVTg4nG6k8O7bYzX9SZQE0zoX9PiCgp6yhqVCRKYuUgOHDiAD33oQ6jX\n6658RXXsE5zZB6ax8BnoUPcyWb4Rj/1k/T0uwFKpZPvE56KvkffTIp9c1GR+mpStTv0HH3wQx44d\nw/33329fzuPzDXeieFmzgoa6HSgT7Iea6urTUge/VuFW94XOi27B5NhxXr1BNTXRaW5qQEd9lQQc\nNbUpBwSg9fV1TE5OIhaLIRAIIJvN4qd/+qfxzW9+E08++ST8fr+rorYGqOgG4Jjr9ZU9K1PUvE6V\nx5vZXgkAGmMuGGOeNcY8bYx5XD7/d8aYF4wxzxlj/lf5/FPGmDPGmFPGmPe+XN/G+lY4wC2wsVgM\nyWTS9TYtgh5NVQUPL93nQtLj1K/ERUXtGI1GXc56NU12i+rxc5qMXme2prOoA10BXq/J70+fPo0n\nn3wSOzs7FqAUkAC4TEAuBC9wKTio4zuVSiGdTtvIIYGL1+QWOLLLZrNpn0GTjP1+P5rNJqLRqI0+\nqzIyxlgXRq/XwwMPPIBarYb3vve9mJiYsP5FDUhRFgg+ymipyHiMF9C8LAtw75BQBki5oKxwfnZT\nnqrkKHtsGi3nWOpcKzCpD5P95PiGw2HMzc3hx3/8x/Gd73wHf/qnfwqfz2ddFd5rUTFy/uniiUQi\ndsy9lg793KFQCNls1lVd/Ga2V8gAHQDvcBznBxzHuRcAjDHvBPABAHc4jnMMwG9d/fxWAD8N4FYA\nPwzgPxtjXhLjxp4Go2YvMHqpNAFFgUxNIa/vhexABRtwv3Rc8w0JrPpGMK3eoYtaiyYQGJRBEISU\nTeri5CJT9soATygUQrFYtJE/XiOVStmon7IAjY7TFxWJRBCNRi3TIiPV6imaQxaLxeyLxbvdrjWB\naVJGo1G02227uAiuWpqL91AAoiCzQGe73ca3vvUtnD17Fvfff/81z815UMbnHWcFAQIPgV0ZO+eK\njcfyM/WR6VhQMVFmFMx4TZVVr1+Z11elpsepXNDXmc/nkc1m8SM/8iMIBAL40pe+ZCPvtIoIcFSK\n9LuShfb7fWsVtNttqxz9fr9NTGfRDyatU3Hf7PZdMIG9zsv/DsBvOI7TvXr97auffxDAlxzH6TqO\ncwHAWQygQHBsAAAgAElEQVTfEXzdNrZEaFYtph+LLKxYLFoTTSOT1IwUKgAudgC40yzoByHLo7Oc\nPkC+aBtwv4tYhZb3pPmiibc6ceyPFi7VCd1tkrvdLu6++24kk0k8/PDDtu801xmJDQQCrhQdgj+Z\nGwBUKhXrEOfioYnu8/nQaDRcJl6z2UQkEnH5YMPhMBKJBBqNhu0/8woVoDToEo/HXX44Ph/BKZ1O\nIxgMYmVlBWfPnsVHPvIRbG9vo1Ao4Otf/7rLrNdAg+OMIut6bfaJ80nA5/PpjiEthqrKlSCozFD9\no6qw1FUyGAxsfh1lTZk/G+VV3S8ESp7j9/uxtLSE48eP45lnnrEBGCp4AikVhkalCa50b/DarAdI\nxRgMBrG9vY1cLodarQZjDN71rnfhoYce+ucs11fUXmGE1wHwdWNMH8DvO47zhwCOAvhBY8yvA2gD\n+GXHcZ4EMAfgMTn3EoYvSL9uG2tFaLIUTpiCBwWFwsA8QK+PRk0Wjf4y854BDo0A8ngubGWBNPv0\n+mreaDqIbtViHwG3ecYoq/q66JOp1+soFAouPx59QOyfmjRchNxCxRQeYAiosVgMvV7PVhuhuc8o\nbrPZtJ8RTBKJBGKxGNrtNkqlkgUv+gzJIpmCwjGhGU1/JP/vdDo21WMwGFhfV6vVwsMPP4x9+/Yh\nl8vhF3/xF/GFL3zBzn29Xnf5+BTwldnx+TUlh+Ovc6IMjaDkBRJvYEUtC3W9UBYot5xjNm96DF0Y\narLr94uLi+h0OnjhhRdc+401s4B95fV1XXDNULY5TirX3W4XU1NTdi6pbMfRrsfujh8/juPHj7/c\n6W91HGfDGDMF4GvGmFMY4lbWcZw3G2PuwfBl6Ieud/uXuvhYy2FxYumvYHoKHbfUiAQQZVsa8VJT\nWZ3lwOgdvtwyBsAuWE35UKc62aKCLUFKUyUikcg1rNAbOaT5oqa53++3wPPCCy/YoI/f77cshn/z\nvoFAwEat+dzKnpQZ0FztdDouc5NBCpq1NGOr1aplGu12274sXlNmYrGYZcIsNtHtdi0gEUw5f6lU\nCtvb27h8+bIdi52dHbzwwgsAgI9+9KN43/vehwceeACxWMzuZ+Z8chscgVWDYgoSXPgEZwIVTVFg\nVFiW4E72S/N6MBhcUzJKlSznTpO3+TndEbttrfSmUDmOg/n5eaRSKTz77LM2kER51znyulW4fZFz\nSR+svvQKgMv0NcagXC7jlltuwcTEBFZXV78LK/ef3q4HgPfeey/uvXdkof7e7/3ebuduXP29bYz5\nCwxN2ksA/vzq508YYwbGmEkAlwEsyOn7r3523TbWRGi/32/zyrrdrs1dY+FLMipvdFUd3ervI0hq\nVEzzAgka4XAYzWbTLm762+i/UhNJNbM3N0/NIfVVqdAbMyzASoBj/0ulElZWVgDAsgCeR1ZF9kW/\nH49VXxswcpAT9Mj4UqmUNWPZbwIiFUs6nbbXjcfjmJychDHG7jbp9XrWR0hFUqlUbFSdLGnfvn2Y\nmJiA4zjI5/N48cUXr3mzG/2Kfr8fn//857G4uIj777/fHqeMV31pXl8jlYMqAYKcghrHX4EqkUhY\nOfL7/a5AmJ6rjE/dBzrf/K0sUgMoVLAE7sXFRdx+++148sknkc/nrby2223bR7oUyJzVr83UMAIr\ng0lk0YlEAuFw2Jq8nU4Hi4uLmJycxIkTJ6y83ez2z/UBGmNixpjk1b/jAN4L4ASAvwTwrquf3wIg\n5DhOHsBfA/hXxpiQMWYJQ1P58WsuLG2sxRDof6KpqiYHhZGfEVzUJFHnuEZ+yYQCgYDNoVOmRjNW\nk2j5440oE3i9/3v3W2oUWP1DGjTgswwGwyou9XrdmuxkUz6fzzq1lXkpI6FZzegfzVPWlWMjk+Df\nHAcCRzAYRKPRsGyCrA4YbXljMU4CaCgUQiaTQa1WAwBMT09jZ2cHhULBnqu7fHQ86dSnSfzggw/i\nwx/+MM6dO4ezZ88iHA67wFCBRNkUx1ETqfncOk5sPIbXUp+y+oc5f2TkZLfq6uD1NPrvvYe6Jahw\nJycnMTs7i1arhXK57GL7lCk9n/5pDboZY2yEnr5sKkGSBco7/d+Li4u4fPmyLaY6jvYyAY6XajMA\n/uLqeAYAfNFxnIeMMUEAf2SMOQGgA+Dnr97npDHmywBOAugB+LfOy9x8bABIZhMOh9FoNFCtVl1A\nQg3HKB2Fnj45XSQURAqzppxoXpY6rJWtsS6esjZ+p9pJF4E2NYm8KSlc9Op3IttUM43PQebLoAZ9\nOOoH0gggn1HHg+MWj8ctU+VCchwHrVYLU1NTKJVKLnBiUKTT6diFxpy0XC7nCjgsLCyg3+/j0qVL\n9vmUEfJ6OjcEe87vysoKHnzwQXzgAx/Ab/3Wb1nA3G1seA6ZH8GFbgt1kyiDUwaqcsEodSKRsM9N\nJqaBC44b50DniqCrzFGfl0qt3+9j//79mJycxDPPPOPyK+8mP7yeRrvVGiJAGmMQj8cRi8WsMqUF\n4ziOfXtcPp+/JjB3M9s/976O47wI4K5dPu8C+NfXOefXAfz6jd5jbCYwEzNpUpHBab4T4K7wouaG\nCqcubgqQal/AvbNDzRxvQMQbbKE5zXtzAWueoJpv+jnBjH3jHlAA1kwhI6EJFolE7C4LggCZMvvH\nftEnSLbrXaiVSsWmRDAiSfZZrVYtOCjzISOkn6/ZbCKTydj8xImJCQDA2toaVldXbf+oYDTIBIz8\nqZrb6PMNK9EAwFNPPYWLFy/innvusePMSCaBhuPDvzUYwx+vj5WfkYFqYEQTzQlSnAven/1UJq/3\noqyx7dYnmr6xWAwHDhzAysoKNjc37ftuCHosPqu7N+jrZTCKhECzJ4AhGLNAhM/ns2XMjhw5Asdx\nsLW1ZXcEjav9c03gm9HGNirUcow8atKwLhaat8C1L0RSoVeQVI1PgeW5qrUJMJowej0TStkJ+0Vh\nJLjwb96TZi+vzdp8TF/g/QhC7COz/fns9OsBoxc50Wkei8UsyNMkj8ViLlbCBU2lw5wwZR6ZTMYm\nn9NdsLi4iGw2i1gshlwuZxmfMkcCifrBOAZkheoK4DGMhPf7fXz5y1/G2972Ntx7772o1+v2uGAw\niHA4bH3ClA1gtLHfO18EEA08cFypGPv9PrLZLPx+v1VEdD/QZ0fZ8ro+1J2isqAMi3M0GAyQSCRw\n991348SJEygUClhYWLDVu9lnMm5166h8cm7pFuE4pFIpW/HH5xvWbGw2m5icnMT29jbW1taQz+cB\nwFXS7GY39eW+1M842ssCoDHmj4wxW1ftbX6WM8Z8zRizYox5yBiTke9uaCsKhZFMjdqdmp+Cp5Uu\ngJH5oSkpwCghmt9Ry/MaqrEZZFCmQoFXPx4XruaRKePkffk8CswUUl00ygD5/Dr5TG3QxURB5/jQ\nLFLHuQKzMcNXLzLQwWP1ubho2Qem5BCk0uk09u3bh/Pnz+Po0aNoNpt48cUXUa1WXX2nG0OvyQCM\nFrQgENK83NnZce2V9vv9ePDBB3H//ffjwIEDdj6oGJSNaQBEE+A5Fzp3/FGlqmCoPrTdtsfpeLH/\namXwPpwrzSXkWC4uLiKVSmF1dfWae1LZ0YXAMdOgF3MduftGy7mR/bP/sVgM+/btg883LIrLrZW8\nHtn7zW7f6wzwjzHcVqLtkwC+5jjOLQD+36v/w/wTtqJQ+1LLA6N39lL7eVMBdBGoBqXPg8J3tS+u\nyBowSlTm9wRHRmHVgU3B5zneBUAQ9Zbm8v7NBRqPx1EqlVypLewXwa3dbttgUCaTQTAYtCkpGiEk\na6VPjmamAjPfA0tn/8zMjIvFkKHSz0fTe25uzpq/t912Gy5cuIDNzU0X4GrKhoKGmoscAwIkHf70\n+xKc6cs8ceIEnnrqKbz//e8HcO0b97zbwFSx6LxrUxcGZYnjQ0VCRRqLxVzMmzKlu1/YJ2WbKp+6\niAeD4essDx48iMuXh5kY1WoV586ds4qE/SGbVd8h+8agRjwedyl1rdHIEmjZbNYqGQa9OMb8fBzt\nexoAHcf5BwAlz8cfAPC5q39/DsCPXf37hreiEAy63a4rSOBNK+Df6ltTp7hGdwkCjNBqxJCCpvdx\nHMeaFAQq3X/MBcT7q5+NC1GDHRRIghUZ0dTUlNXW9P9oMu9uFXzL5TKMMTb3i6DChcj+MD+MJm4i\nkbDb4mKxmE37KJfLFrB3dnZsxJj+pVQqhenpaXS7XczNzaFWq+HZZ5/F1taW9fEp+/H7/a6tewow\nBA0qBya5a4GHbreLZrOJer1u5+qv//qvcfz4cXzqU5/Cj/3Yj1nfGIsxqPJT362CiPoRRYZtnzVh\nmAnnpVIJwWAQ09PTLrcJTVk1yVXmFEzZOB7ZbBa33347CoUCVlZWMBgM7Nv5OB60bCjPnG/KI5mb\n3+/HlStX7L35mcrd1RcKoVwuY3t728UyuW4IvDe7fU8D4HXajOM4W1f/3sIwXA0Mt6JckuOuuxWl\nXq9b4eUAUMC8+U9ekCGT0a1tjEASXMgKaHYy1UYXChcSv+PC0HuS1Sg4an/U9OOC5OLTxF3A7SjX\nRv8OMBRYanQmBDOdJRaLWQbJQrGaCE7zudVq2TJa9XrdjpOaZ8YM3wdSr9eRSCRQLpeRyWRw+PBh\nPPvss6hUKojH43b8mDytlUbIRKLRqA22EMB1G52yci32oCBC9vPss8/ic5/7HObn5/GzP/uzmJub\ncyk+HqvjSjkh0CmgALBASjcETWifz2cTw7e2thAOh10mPPP4tI8KPpQ9lV/K1sLCAkKhEJ555hm0\nWi2X6a3RYm/0mNcmWEciEdtHjRDrziD6gVutln1vC60E+nSZ9zqO9i8RAG1zhj1/qd5f9ztNbQDc\nJYuAkVOfk67v+/X6h7TRN6gBEl5DS42TOWiKhvrSFAAVLNWZrL40LnQKaDQaRTqdtiasmiFcYHxe\nXpO7MdS3aIxBKpVyJUfzc7IYRs+1QjQXfCAQsIEXMmrdsRGJRHDrrbeiVqvh0UcftWOgiqTVaiEa\njdq0DjJYAqvmJKoSYAFXgjMwyhNUBqfjubGxgc997nPodrt461vfauWEClILKXCc1A9IU5bXJfsm\nADDbgLLFBPx8Pu8CQJqilDMFfloCBG5+zz3Qi4uLeP7559FoNK6RY/UXqwLnWFIWKeNaS1FlHwDS\n6TQmJydRrVZRrVbtuLCoLv27Kp83u/1LBMAtY8wsABhj9gFgluUNb0XhQgZG71ogcHFhqFbkpKtj\nWv12FCiyNHWQk53RpCFoKptU4Sa48BoUQDWlvOdTwIHhAksmk+h2uzaPTqt9kBkqiACjV3XSxKbA\nR6NR6y8FYPfualCEAm+MscyN48LcMD4HMDTRisUiCoUCcrkcTp48aU01JmJz3DhPNNk0WZm7T5rN\npn0HMYFXA0U6Vwrgyor0uQHgz/7sz5DL5TA9PW3njseqktJr6j2AUbYB2T/nS9OMOP8sQDEYDJDJ\nDON6xgzTVPgcNCkpZ6o4OYf79+/H1tYW1tbWLHtmfwjOlC0WtCDj43f9/vDdzbo5QMG43+9jYmIC\n09PT6PV6KBaLLmDXXFEdj3G0f4kA+NcA/s3Vv/8NhltT+PkNbUVR9kbtSWGmOUqwUye2pssQhLzO\nXQ4oHcmtVsuC0UuZ1dTmZBwArDnHPvO3JheT8RHAYrEYfvAHfxDvfOc7bTCiWq3a62pyMp+p3+9b\ngPFGN/XVl8CoJh1ZFTe5E0RqtZotXw/AFWxIpVLw+XzY3t7Gfffdh7m5OZw6dcqCDxO1NYKtZpcx\nBpOTkwBg2SAZnrIxzedU9uQFQoJRMpl07UZpNBooFAr43d/9Xfzar/2aK6LsBVFlf/ye8+lNqeLf\nwCjCSiDf2dnB9va2rXIzNTXlYm2qfL3zxOvfcsstttIL+0BWTAVLOdKgClkiX2bU7/dRLpddO1So\nPFnJe2FhAZVKxYIfrQ7KoLp2lGXf7OZdY9f7GUe7kTSYLwF4FMCyMWbNGPNfA/hfALzHGLMC4F1X\n/4fjOCcxrMxwEsBX8RJbUZg7pgINwKXxyEC8kUW9pE6uHqc+Kpo0jDYrM9FrUNi4KIBr31DGReYN\nptAsdBwHx44dw+OPP45Wq2VNTqal8BpcOLy+LlIuQLItZYlcUASNXC7nMp+4t5pmGYGw0WggEomg\n0WhgYmICd999N1ZWVnDlyhW7JY75afT3kWUCo5w8MhbuJdaILH/0XcR8Xo1Sk+1z7DUJWMGS5vvq\n6ire8Y53YGJiwi509bt5c0FVBng9ApaCLseT801XBvtOcGLfyeT0fuqLnJ+fx9LSEtbX1+13BElN\nVeJckSVrsnyz2bTKh+uB16Ey9fv99sVZ3FrH+7TbbWQyGbTbbZv+RIaqgaGb2V7LDPBlt8I5jvMz\n1/nqh65z/A1tRdGonvo3KExqBtM8IOCQSWn0V/13vL5GgnlNDSJwn+fVfrvMWWWbFFpg5LdUQOz3\n+9ZZ7jgObrvtNmxubroKk/b7fbuNjOaJXoPBDwo1n18Xrka+p6enceXKFeuop3nLKi4+nw+VSsWy\nC9b6u/3229Hv9/Hcc8+5/Gn9fh/VahXRaNRVZ45tMBgmVEejUctMmLrDsSQ402zXXSA6rmQpCvrq\nulCF1u/38Zd/+Zd43/veB7/fj6997WvWpUAFo0CnLFCVmaZUkW3wmbQaUK/XQ71etyyXFX+obCYm\nJuD3+3Hp0iWcOnUKk5OTNvhw4MABdLtdPP/88y7ZptwwoES/rZrjKgv02+nL1NkXAMjlcsjlcrhw\n4QKuXLliU4tY3IKpVMAon5LPO442LnC7kWbG0TljjKPvoSUzAkbaotfrIZVKWYbRbDZdUVgFJ51Y\nAgud2FwoWnFFtbP6CzWfS3eMcJFoUq+eq0CcTqeRyWSwf/9+1Ot1nDp1yrJdLmzeR53cfBb6qijQ\nylTC4TCi0ajN7ev3+zbDnyYct0JxoXExLSwsIBKJ4Ny5c7byCwDLGLidij68XC5no4fK2rTvar6x\nP1QUNPkIgmR5uuWR/eQYcpyptPTNfOl0Gr/927+Nj3/843a8ANiiDBqhViuBbJ3g4TjDnDqfb5gs\nzHw5fR7OycTEBH7iJ34C1WoVjz/+OLa3t20wqN/v4+jRo1hfX8fi4qK9z6OPPuoKsFFxU1boZlF3\nBo9vtVoWcClPlE1gaEUwsbpQKODcuXP2vgy+dDoda1VwnjgOouRvmj1sjHEee+yxlz8QwJvf/Oab\n2jdgzG+Fo7By0rzOf/XRMcoIjHxxyhCVAdL05SKgiaH3BEZApA5iraZCHxYXsOaBkcGy0Ty65557\nbLFSBkAo+Op79LJW+jHZfwYu1JfW6/VsSoVWKFEmNTk5aaN+0WgUxWIRd999N3K5HE6fPo1sNotE\nImG3UMXjcZsjyEU4PT2NWq1mFQV3bwCjyLwWPmC/uYdZ5zeRSFhF550/NYXJCnldpquQWVerVTz6\n6KOuHTxkd+pD0kRlzg9BREGZ+ZMa7FLTO5PJ4CMf+QjOnz+Pr3zlKzhz5owt5cUdFsePH8fGxgaO\nHz+O+fl5XLp0ycokgY/jCrjfDULA5+etVsuVD8pn0X3xk5OTCIVCqFarKBQK9lxjjH2XDn2e+vzq\nHhhHey2bwGMDQE34pGByYdNHog5mnVSdUAKmBkV4PZqFrPSh11HTl9ciaJLR0DQiACjw6sIju+h2\nu3jzm9+MQ4cOoVKpIJ/PW7NLfZ18Tj4bNT8FX9ODNL9RmSkZmjEG9Xrd1n5bXV1FLBZDOp1GvV7H\nfffdh7W1NZw8eRKJRMI+SzabtWY5FyOToQuFgmVIHCMuVn3uaDRqfVI03aksyCQJfAzk6O4ZRlAJ\n7MCIsRDoNMD1D//wD3jPe95jQUKj1N6AmZrwOm5M1WESOABXxLrf72N+fh6/+qu/ilarhb/9279F\nMBjEwsIC1tfXbc5dMBhEOp1GMplEJBLBN77xDbzjHe+w80a5Yf9oYWjuar1et2NJGQHcycscg8Fg\nYCO+hUIBxWLRPjfHSNPJ1FWja2UcbQ8Ad2mqKZnpr8LMxUMgVGbmBQr1H/Kauv+XSdfq59lNK7Np\n2g1BkOwUgF3I7BOjjYuLiyiXyzYlhBFtr99Qo3oECC5qFQYuFPq8uDDI8pgeE4/HbUoFU2wA4C1v\neQtOnTqFQqFgwa/b7Vozi2ORTCZtrTpNo6B56vV/ai6h4ziu3SqMYtK5z/fW6tjyWfnsHAvOuabg\n0F8LABsbG3jXu95l8yqBUYBF/bwEQ95D/cW6S0QjxbQGpqam8MlPfhIPP/ww/vAP/xB33XWXBc1c\nLod6vY5Go4FSqYRWq2WZdKvVwgc/+EGXjOvzaaUXjrH6jZWBEjjJ9gOBAObm5gAMNxAUi0V7fSZL\nU7FpYFH92nsMcPc2NgCkYLAAgO4vJfPhDgllbxoEAdx1/QhUNG/IRmieUvCY7Epmw8WkwKqRaQUn\nHssUG2Wjb3vb2/DAAw/YfDhekyDLhez3+21ScSwWcznujRklPTuOg1wuh1gshkqlYrdqVatVu6A4\nPsoU77jjDkQiERw/ftz6Bmu1mq0WrKWWJiYmUK/XUS6X7c4RAK73DhPsmdOm6SqMRiszVN+hAh6v\nqyCnpjHgToZX85q7Vh544AF8/OMft2X8Of5aFYfnK7vi9ch2+f4UzlM6ncav/Mqv4JOf/CQ+8YlP\n4JFHHsEP/MAP2P4Ui0XrA/T5fNY/SVmoVCoAhu/7oOzwGI61ygAVKzB8axsVruZFUkEmEgnMz89j\nbW0NGxsbcBzHXpspUEzxUjBh0EWj4uNo39NpMK9WU/8X0wxUoAlQTLXQKB//1wlVsxkYpUBwUXPn\nBc0FZSCqMamNvaYLj9ctZcAQzOhUP3LkCC5dumTr7dHnp9va+OwMYGgtOoIL6/jpe1Li8Tja7baN\nFHOb087ODjKZDJrNJjqdDt74xjfahcLAQyqVwmAwQKVSQSAQQDweR6/Xw9TUlH0HiC5mjjHNSW51\nA0ZvreO8TUxMWIaaSCTs6zY5lprmoeYs32LG8SQj4nMRXGkNAEM/66OPPopms4n77rvPzpO6CjRo\nQHNTd2rwnEajAWOGO2mOHj2KT33qU+h0OviN3/gNHDhwANlsFqurq9ja2sLW1pb1yRJEd3Z2kEql\nbK5lKBTCE088gXvuucfFZjQCTVOfY0x2ze2IXt8mZXhychL9ft/OMZVKIpHAYDCwBX0JdN4ouNcU\nvtltjwHu0lS41bSkkGqFGA1SqGAAIxOWJp1ONAGL5gXZgJrN+q5ULlg1yajBFRQIgMpwuGczk8lY\n0OZ1CALs/2AwsDld3Kfq8/ksaNLHVK/XkUwm4ff7LYgx2kezLZvN2sIJCwsLOH36NK5cuYJut4t6\nvW7BjX1k1ROOrzrOOXZaTIF7fMkAWTE6Ho8jl8vBcYbJ09Vq1W4p0/EJBAKud6KosPv9fsv+1eUR\njUZtUIRzoKXev/KVr+Dtb3+73dZIxaZMU9OGKGeabcAk8vn5efzyL/8ynn76aXz2s5+11XdYiGBr\na+uagBMwzDaoVCquCPbq6ioOHDhggYwKiuNKedB3pdDK4S4UZWs+nw/T09OYnJxEuVxGuVy2VcLZ\naNWoL1wVkK6FcbU9ANylcdKoqQg81FZamZgTTgDSBURtD8AKY683LLbJKByd9ABc+ypVYIAR++G1\nyErYX68/hUyu3+/jzjvvxPPPPw8ANp9OzRj6MZnEytzAzc1N1xhw8dCE5/7OYrFoq3kwUZcv9Mlm\ns7jttttw5coVFAoFm6+XSCTsOclk0pbITyaT2NnZwebmpn0OPn+r1bLpIWStfE7OQTabtT4q+jwJ\nPHQ7cCsgQYCpIxxjst1MJoPJyUnrB+Wz8xWeGkzh92fPnsWXv/xlvP/977eKQDMHlNFrPihNQm5X\n+/SnP42Pfexj+NjHPoaHH34Yi4uLdvzOnDmDtbU1AO5Eed6L+4sZ4Wa0l/5SAjBLi3HXCX+0eAbH\nlnLOrYyRSARLS0uoVqtYXV21QScGoLjDSdkf1xSbulbYt5vdXikAGmP8xpinjTFfufr/vcaYx69+\n9oQZvhqTx95QPVK2sVaEJijQca9RV4IFgcCb2+UFI514mhcETF6D91DzjCzRu+mdETteR/1/ai7z\n76NHj+LkyZOo1+uYmJjAxsaGK2rM5yVgplIpVxqG7tNNJBIuxzlNVrKoXm9Yvy6ZTKLZbGJhYQFn\nz55FMBhEJBKxDKrT6djS88lkEoVCweYF0qTjvel4pynGoqV+/7CCNCPLoVAI0WjUlrPi3NFdwHFR\nJki2pX63UCiEI0eOuObVy87ZNJJOJn7y5En83d/9Hd773ve6cik1MMaxMsZYXyvn7Bd+4Rfw7W9/\nG5/+9Kfte3pLpRImJydx4cIFl3lOmVLmxgRy/pDNs8I5n4GypMpN5ZfpVQDsG/u4v5qVcNbX1117\niKmU1cep60GDblTy42JYHLtXyAD/PYa7y3jQ/wbgVx3H+QEAv3b1f5h/Qj1StrEBoBYGJSh5NTcF\niOaEmjM62YC7WCowEg4KmJraKqDAaG8tAUgTdZV5cDGoQFHIFhcXsba2BmOG72JlRJXCzMBDLBZD\nsVhEsVi0/WUycyqVsv0jGJMNMzeNCzqRSKBSqeDWW2/F6dOnMRgMUKvVkM1mMRgMkM/nEQgEUKvV\nMDs7i+3tbVv2ijsGaJozLUYjohrsCIVCNgLq8/ns3lMerwBOMGA/CWoaoXQcB9ls1r4fo1qt2jkg\nS6QCIDATcJhGY4zB5uYmVlZW8Ja3vMVVcYXXchzHMiljhpWy77rrLvz8z/88fud3fgePPPIIMpkM\nNjY27D0uXbp0TT4qlRR/vLuReN+FhQWcO3fOFaHWa2ilZyp4NU05pu12G9lsFvPz81hfX0ej0XD5\nZsk82dS81h/ND1WmebPbKwFAY8x+AD8C4L8AILXdAJC++ncGo4IrN1yPlG1sAKhaUMGGJhT9Vqrd\nvIVxvysAACAASURBVMyA2o/HqMOZQsLgiqaU6MvXCWbepF4er7lbNIGAkalHgKbPjMmqlUrFHkuW\nxKAEGS2jwKFQCPV63b6lrFAoWIHm8zABlkGNTqeDw4cPY3V11bLmSCSC7e1tGzlst9tYWlpCqVSy\nvi0ullqtZk0i7j3mouIeUvYzm82iUCjY9Bv648hECAicCwZ2uB2OPk4GVG6//XbrZ9ve3rZjzvlR\n3x0VHnc36C4RYwxWVlZQLBZtKXg19zh2/X4fmUwG73//+5FOp/HZz34WANBoNLC5uWkDS+vr664d\nKuwLZUQDbbpoCSx0g9B1QkXLqDiDNcoCqWz5N5O/FxcX0e127etG+Z3uV1dzn2OoLiJdD9/DDPC3\nAfwKAHVifhLA/26MuQjgNwF86urnN1yPlG2s7wVmPppSdgq8bhfS9zaQnTSbTVeBAAoB2Z5Sfw2u\n0Hwhs2DSrtbRo3/GK3S6KPWeBIZUKoVEIoGzZ8+6ChrQ1GXOFp+DPjomIzOfCxg5wcna6CqgSVyp\nVPDcc88hFovZgEGtVkM6nYbjONi/fz/Onj2LRqNhS2nx2XSLIMeCO0e419fv92NiYsIGZvr9vn0Z\nkuM4NjUpl8uh1WrZwE8wGLR+S93RYYzBoUOHcPnyZVQqFVu4k/uJ1Y+l28QAd7K7KhIqyqeeegrv\nfve7ceHCBZcc8X28hw8fxqlTp/Dnf/7nWFhYsGk/iUQCExMTrkAH76Hv21BFTVkgsKgPOZfLuXaD\n8Fm0so6aqDRnNWHc5/Ph0KFDiEQiWF9fR7lcts+pPnBV2LwXlQ2fRYN+BO5xBEOud89nnnkGzzzz\nzHXPM8b8KIArjuM8bYx5h3z1fwP4Jcdx/sIY85MA/gjAe65zmdfme4EpOBrNBXDN/4ySaXRWqbzX\n38QFoALA1z2SwTFlgiYVMBJU9dMBozptvB7vT0CJx+M4ePAgTp48aQWdIML0FB5rjLEpLWQ1jJCy\nwjMFPh6P2xQJAv5gMHw/b7FYtOkUlUrFvh3M5xsWQFheXkahUMDU1BTW1tZsojR9d9FoFO122xV4\nYJ4d03qi0SjW19cxOztrK8YQSAnkNLsHgwHS6bR921wmk7G+sEQiYRPdV1dXkcvlcO7cOdecMigD\nwKW8yKAikYhr94YGr7gFTEtHUQbuuusuOI6DU6dOWf8oAz+Tk5PodrtYW1uzFgIZE4FX5Yx9VVPS\n64tmH6j0aIkoG9VgkVoZVLrpdBrhcBilUgn5fN5l0vPF8WTqqjR07fC6BD3O8ThN4N3aHXfcgTvu\nuMP+//nPf957yFsAfMAY8yMAIgBSxpjPA7jXcRwWY/kzDM1j4J9Qj5RtbCYwgYsM0Oun0EADJ5p+\nQTIo3curgRJOtjIJHkMfizI6NbfZFzaN5OprM2mOdbtd3HnnnThx4oQFCR5D0FFWohVBmKTMvhSL\nRdtnvrfXmGGuWjgctlVAeA8GQ6rVKmKxGOLxOA4cOIBisYh2u42trS0Eg0EbpWUlE+5lJejwOTKZ\njI0Sl0olTExMYHt725UuxGAGz+MWumKxaIMbTNDdt28fjDHY3t7G+vo64vE4rly5gkwm42JPDJLo\n/mcdayb5EgDIAjkGfr8fKysr9lWXiUQCx44dw8WLF/HUU0/B7/ejWCyiXC5bpl6r1SxgOY5jfbVk\nVgQPAhaBjoCmwEPzmC89Z58AWPNVAzxkygpmjCJTBtlX9Ynz2TVPlWOkQKwuI8o4f4+j/XNNYMdx\n/kfHcRYcx1kC8K8A/H+O4/xrAGeNMW+/eti7AKxc/fuG65GyjY0BAu66eMAIbHSiNAKrGpcmpbI/\nYPR6QLIUmp/AELTS6TQGg4F9EQ5w7WZxgrP6lHg/7/awXq+HpaUlnD9/HnNzcyiVSohGo7YYgpq+\nFPJarWa1PkGzVCrBcRwkk0nbF7LBTCaD2dlZXLhwAaXS8P1UBKxSqWTTUvheCIIM+0kWUSqVrFnN\nZ6RTXdkB8/LK5bIdD44/05I0iq/XYbLuxMQEKpWKHf/BYJiwm0gkrCJilFkT4AHYFCGNurNRAbJf\nLDiRSqUwNTWFpaUlbGxs4Nlnn0UqlUI0GrUlo5igns/nXeYj76PBMt6HQMP5pkLhM9MsnpycxCOP\nPOJKb9GkdgBoNps2LYY/9AMTIHO5HMrlsqvYgY41n90LavxfU8pIBPj/uPyA38X78kL/LYD/yxgT\nBtC6+j8cxzlpjGE90h5eoh4p29gAUDUiJwvANVRdgxpchEx8pealBqHG9kbYyLAcx7H7SGmW0PRR\nE0jZJ4Bd76M+KfrU+Az0T1Kjx+Nxu4WKAr2zs2OBhOBFH06j0bDJxjSRi8WiS9gjkQjK5bLdjcAx\n297ehuMM3wCWTqft8Y1Gw5Zy4jPQ95bJZOyLgWZnZ+3iU5MymUy6ttHxuRnoiEQidl+yz+dz7Qjh\nOPh8PhtJVn+VmnT0g9FvyHtwHjn2zHWsVqvw+4dVvxmBpQmv40jFo8Ch5jLBg+OlrI3sk8/EYxR0\nbr/9djzxxBM295HzqGlCDLxRMTNXlPLKiHi1WrWsn0ERtZKU1am1omzVGyzknI+jfTcA0HGcvwfw\n91f/fhLAm65z3A3VI2UbayK0+lT0h98T/AB3mSNglBum1/KazF5gBUa+PrI/CpNGD1VYyF40hYPn\n0cFfr9ddeWjcoUB2wp0dGukERoLJV1nSzKHQs4rK7Owstra2LIDx7XATExOIxWLI5/OIRCIoFos2\nCRyA9ZvV63X0+33re6RZNjU1ZXMOudk/n8/bPjOVh+k0zBHUceZir9VqFgQJrgrYqjQCgVHpdk21\noX+PgMhiAfyM85lMJq3/0XEcW+IrnU5jYWHBRlS5dXAwGKBardrINJWNzj+BzBswoN/VGGPHnY1y\nEgwG8cM//MMoFAq2irUGy9rttquwgUbbNSCmxVUpTxroo1xrsjXXhZrmXh8gjx1HAATY2wmya6Nw\naDQVGEX+NNCg/g7Vgt6Qv9cJzGupwCizUL8hTTIKpDdvkMxSWRGFq1qtwufzWZOVQk8/G0FBnezs\nL7eykdXw+Vh+fmJiAmfPnrW+Q5Zsz2QydnEynYR959hmMhkXm+EY+Hw+V2WYQqGAfr+P7e1ta26R\nnXJsCJT67g4yWabvcPcGWTSd90xEVx+vOua5z1m3snGxEoiy2axNGeKcTUxMYGpqCoVCwbofGNlu\ntVo2uMKkZiosNgKKmpn8nApv3759dhy4LVBlikBz7NgxmwvJZ6c80/x2HMfu4ybbDYfDiMfj1mVB\noKZSYrBIgYLrhv9TbvijaWWcC66RcTTt20v9jKONtSAqo290nNNfxcRgbrznpOuOEfUVqjBQiDnx\nmqvH/9V8UJNX0yBUu6oJrOkHNAfX19ct6IRCIczNzdnKLZOTk67cQS5gVq6mtifARSIRRCIRTE9P\nI5PJYG1tzZr7wOgtZ9PT08jn86jX67aas/raGHAg2yWATU1NIRwOI5PJ2BL9rBJDQGNgJp1O2xzD\nbnf4oqJGo4F0Oo35+XlbDIELnmZeJBKxrJYgyzfNsRK1msX6Mii6E5j3x0oz3HLmOA4OHTqEubk5\nVKtVu11ya2sLfr8f29vbNjLNGoNszMVjFWhVwl7fGn20oVAIhULBjkkwGMTc3BxSqZSN5P7kT/4k\nHnnkETtPWpePz6l7gvkaAfaBb72rVCquc+PxuN0WyL6prBMoNVGfTJCyor5ONYtvZttjgLs0Ch59\nGwQqzbJXs0m1qvoJFaCoRbQQJbUu76dBEfX5qRbyLg4FPnU8q8mhaSE7OzvY2NhAMpm0ZjyfDwAy\nmYyNBNLMIwtstVo2z4+Mktu42FfuODhy5IitDcfnSSaTVoEwYMF0Gp9vuKskkUigXq/bV2N63xzG\n8axWq7baC5kat9gRZJg6w+BTu91Go9GwDJp+vmg0aquW6DwDo5fBA7AMd3p62tYWZPTXGIP9+/fj\nmWeecZnGjUbDFoSgec+x5Tgrw6BsAKOq3xpgY5uenka5XHYp4MOHD7telt7v9/GhD30IX/jCF6xS\no9JWN4Y3BYXJ2dls1iogpjKxD9oftXT0OfgMKrcaBPFaWONoewB4neZNBCXQkDVwoVDYNTlVgUgj\ndjTN1Nzi8QQxNV/oa/G+x1YDJ95INE0iHsuin51OB5lMxu4CIUC0Wi0bASQr8vl81uxh+gcApFIp\nJJNJm4DM3MJ+v2/rwl2+fBm5XM6WaVIwYUJyrVZDu91GOp22+Xtkv9VqFdlsFqVSyT4T8xK1DBb9\nmLlczpqJtVrNsk7OSyQSsek5HEPmBCpz5dxyXMny6KPjXmOagrweTVGy1nQ6bYsWsDAs5Uj9X0wz\nUn8k5059yPycnzHZnrtnYrEYZmZmbLEJuhp8Ph+OHj2KnZ0dXLhwAcYYy4BZvUfBVYGXhSyoMKvV\nqpUjtXY0+0H9fVw/AFwKnkEY/s/7ERTH0fYAcJdGweYioeYjcDFCqf4PrZyseWRsFAgvy9AXW9MP\nqP5EYMQaaULQZ6V+w938RbFYDGfOnEGlUkEikcD29jai0SiSySQSiQRisZjdZ8soX7PZtO/uZSJ2\nOBzGLbfcglarhQsXLriikD6fD1NTU5iZmcH6+jpyuRwqlYp9AxyvTdAeDAZYWFiwpblo4nH7m5ph\nZC2sxcctfnTuk2GpInAcB+l0GrlcDul0Gj7f8D3D9G+S0fd6PVvZhAnSGvTifYHhdjxNk2F/Dh06\nZBVfo9FAPp+3JjMXDUGEZitlwtsXAr2avWphaBL0G97wBqysrCCVSiEUCmFychJHjhyxFXP43pff\n/M3fxH/8j/8RjjPMMOh2u3acVTHRguG4UiEz0ZwpSgRx+mHVWlGSQGDzEgEt4KBRbF5jHO21DIBj\nzQPUFBgCi6Y6cJsW2QMwytuigADX1lADRm8o0wReb6kiYLTNjkDL79XXx3QEnkd/FiOnly9fxtTU\nFDY2NpBOp9Fut22pdM0TY1oL9/5WKhWrpdPpNNbW1qxJScGNxWLWdOR98/m89Y/u7OzYNBiaXqFQ\nyC7CRqOBZDJpo6wM9HDMWRuw2WxienraAgkBk/dg+f10Oo3p6WlsbW2h2+0in8+7TG71lzqOY/vO\n7YbcucGACccXgE0P4cvZE4kEnn32WWSzWWxvb9sIKxkizUzOm841n0PBgHLD+Va5UF/w8vIyXnzx\nRRuVnpqasrsy2u22Bb9KpYJ0Oo3z589fw8pYeUd3jfD6ZNm5XA5+v9+V8MxjmUGg4KZBqesFDSg3\nGqzTrINxtHGB2420sTHAQCBgUxQAdzqC1zzRpmYqNT4FQ53DwCiHkH4w1YDeyBowescCwU7vx+tx\nwTD9g1FYVltmojHZUy6XAwCUSiXL+ggSZEjz8/PY2trC9va2BWkA1me3vLxsq7/wdZlc0BMTE9dU\nZAHgWqiMKObzeVu6nfX+tF5drVazJjgBjYGjVqtlE6i3trZsYIPHAnCV2FJTkn2lu0Bf38m5punb\n6/WwsDDczcRdGwxcNJtNm9tHJqU7a7x+Pl34lAs1SQkw3khkOp22O1dmZ2ftLhea5Hzt6Yc//GE8\n9NBD9hpUHAxykcmq7GmC98TEhM0S0H5rnis/Y+SerFUBVYN6fF51Y3C9jAuIXssMcKw+QPV1kNpT\na9MMo+mg7E4d1l7g47lqDmuOlC4GXl8XhjJSNkYNgZGviMctLS3ZAgc0tdrtNlKplN3QTsc4n5m7\nQnK5nC2BFQwGMTk5aRclk2bn5+dx/vx5NBoNZDIZy3z4nCwlNT8/b4GFkVwmWzNJm2NCsNTABr+7\ncuUK2u02FhYWcPDgQezbtw/79u3D/Pw8CoWCBZt8Pm9NY0ZoGQQBYFNfyEL0rXpczJrnV6vVkMvl\ncMstt+D06dPw+XwoFAo2hUV30nCu/H6/jZxq/hvn1bs9UvuqJqQCzezsLE6cOIGpqSkUi0VcuHAB\n4XAYm5ub1kUxMzMDx3Hwcz/3c/iTP/kTl0JTC4WBIeYPMuthMBhg//79GAwG1l9MS4TlyVSR0wfM\nPqry9gY9vGCizHJcILOXBrNLY44c/RzKtJSJqbbjd4C7aILmufEzCmAqlbJpCCpE3utqozDphn2a\n57r1i9fnS9sp4Fy8fFUlAOu/mp6exmAw2rpVLpdtJJYOfWDIDmhmMSev0+nY2oA+n89GjAeDAYrF\noqt8GCu78L2/9HuGw2HMzs7itttuwx133GG32c3MzNhxY0Ch3W5jZmYGOzs7+NEf/VH4/X6USiW7\n0LkwubAIRJxTRl8dZ7jbhAAUCATsLhXOyfLyMvL5vI2GcweI4ziW/dEkZfCE4Mg+eJPo+RllhHPv\nBQ22aDSKW2+91aVI3/72t+Pw4cP2HSHHjh0DAJw6dQqnT5/G2bNnXcETbm8ksNPnS3kKBoOYnZ21\ndSG5BZLyqHuHCV7enVHexjXh3dmivxUIb3Z7LTPAsVaDAWA1JwFMQ//qt6M5SzCixqTwUTAIRACs\nGcrPCHze7XW6iHQ/qFfw1FlOISfriEajdjGx4Giv17NJxlraPx6PY3Nz074XRAMOBDf63crlMiYn\nJ20pKn5HEOFWLwYQWq2W3ToVj8dtNDkQCOD1r389pqam8Nxzz+H8+fM2QjozM4NcLoeZmRlcunQJ\nPp8PW1tb1qR+3eteh4sXL2J5eRnVatUeQ2bGyjXc/lUqlSwYLi0t4ciRI5iZmcHf/M3fWDOeSmNu\nbg7JZBKXLl3CxMQEisUiJicnbb+1YAMDOsaMXh3pzQkF3AnOPFdTmig3lEMC//LyMh5//HG7ze6+\n++7D8ePH7U6aO+64w+Ya3nnnnfjiF7/ocr9Qbvx+vy1AweRryhOj+bVaDYVC4RqXjZfdsf9cJ15/\nnqbNeNeV+hCVTd7stucD3KUpi6B5Rm2twkuw8QosBcQb7id71ArFFErALfjeEkw0OwlIu+00UYEy\nxljtzvJUdG63Wi3r7FcGQhMnEAjg8uXLdnHyVZqVSgWLi4v2RUMTExPI5/NwHMcuerI4sg6OJZ+b\nC67dbluTlMGU1dVVTE1NAYANyhhjcOnSJVy+fBmHDx+G3+/H1NQUjBlWcimVSjhz5gxOnDiBdruN\nt771rXj3u9+N++67z0aRCYj79+/H61//ehw9etSCw8rKCi5duoSf+qmfwpEjR+xb+g4fPgxjDNbW\n1tDv93Hp0iVks1mbR8hdHVzMusebQEGmpEDgzRHVOVQgVNBcXl7G5uYm/H4/7r77biwvL+OBBx5A\no9FAPB7H9PQ0EokELl26hI2NDfzSL/0Svv3tb1s5IIjqdZkDSCVLxs70Gub90SXB59SUHPWv8lm8\nPkBloHqMt+1Fga9tY2OAFFhOJieP5hcnlpFgAqTmeXEBkAnQF6MmLhmCRjd5Dy5cMkT1jWmfyPoA\nWNZHMNra2rKLgHtyqcl9vmEC9MTEhH2BEK/H6C0rizA/8NChQzalJJVKIZ/Pu9Ijut3hW+FYHIFu\nBJqbtVrN5iICsLtRCLCrq6sAgPn5eetiCIVC1ud1+fJl3H333XjsscdsbuBgMMD6+roF7+PHj2Nq\nasr2MRKJYHl5GcHg8GVCvO7Ro0extbWF22+/Hf1+H7//+7+PT3ziE/iDP/gDZDIZ1Ot1DAYDlMtl\nHDhwwL7/mNsIlTUDcCk7VZycHwIRG60F+pDV1cLr0O/oOMMiso1GAw8//LCVh1arhYMHDyKVSmFz\ncxMXL17EZz7zGTzyyCNwHMfmWao7QOVG5WViYgIzMzPI5/M2j5G5sAR2YMRgdwMGXlOBVpmufqYK\ngOtkNxP61W6vZQY41orQAFwgBLhf8EyHO0HFq2W9WlwTRQmYmrOngQ5dFN7EZvVjeSeP4MrIHpOC\nB4PRy4tovnJRnTx5EvPz84hGo0in064qyzSfB4MBDh48iK2tLXs+6wPyfqFQCKlUyvoiWQafgN3r\n9ZBMJu3rEwHYPL1MJoMzZ85gdnbWAmihUEAkErG7Q2hi8p0mxhgcOHAAq6urGAwGeOMb34hkMmlB\nanNz0wLuV7/6VTiOYxmc3+/HxYsX4ff78fDDDyMej1vQvP3229Fut3Hq1Ckkk0kcOXIE6+vrtso0\n541M1jv26vIA4AK+3WSDi1/ZRi6Xwxve8AZMT0+jUqng4sWLWFlZcRVW9fl8WF5exsTEhHUZvPGN\nb8T09DT++I//2I4dMKpWTvnieBIAAVhXwcbGhsvtQ8tDWR77q88AjPx8HA/1d6pVpICvvtBxtD0A\n3KXR30bTRk1Yakx9pwfz47waTLWkamE1SxhxVCZI4eH9yAi8G9DVvNLcQp67sbGB173udXbPLsGU\nTG17e9tuOWOh0XK5bHO94vE46vU65ubmsLq6ak1SptXwXmSSpVLJAgWFn+YngxT0xXFXAlMtMpkM\n/H4/1tbWMD8/fFVCp9PBoUOHsL6+bn1xW1tbdr/rc889h9e97nUYDAY4f/48SqWSfV3j/Pw8pqam\n8PTTT2Pfvn1otVrY3t62ib5c8FtbW7jzzjvxwQ9+ECdOnECxWMSZM2ewvLyMer2Oy5cvXxNppyx4\nI7YKTmS+u1V24fuWCVC0NuL/P3tvHhzpWd2N/p5e1HurWy219n2k8YzGsy9esD1jjx1ssDEJYCoh\nhFCVSiqpgnyVfJXPJBWKUMBXN+QScivcUHBNKCofYMiF8BlP8O6ZMfbsi2ZGM9LMaF9aaqmlbnW3\npFbrvX9ofken3xkbgnMtUuWnSiWpl3d53vOc55zf+Z1zAgHs3r0bu3btQl9fH86fP4+LFy+KPAKQ\nFLZYLIZAIIDr16+LRf1nf/Zn+Ku/+iupd6gVn944CXuQtuT3+8VapuWrMTreE3/b39cKXm/ouhmU\ndn21YWBnNbzT410F+CZDBx20VaV3ef4mLYZBDWCN0Ey3GFjD2JhHysogmtjMv3lcTQ+hy6SvgUpQ\nXwt36Uwmg/e9731SsYXnJ27JPhHRaBRLS0tSGolKzZ72Z1mWcOx0uf6amhqMjo6WdBZjb1jST8rL\ny0swwaamJmSzWSwsLGBxcRGhUAgzMzOoqKjA4OCguF5XrlxBXV0dIpGIuHnsaRIOh9Hb24vFxUVU\nV1cjFAqhq6sLJ06cwN69e9HT04PFxUUpve/xeGSzikQiCAQCuO2227Bt2zZ897vfBbBKEm5vb0cq\nlcLo6GjJpqcxVo3Vcb4BlFg4HFoB2KP3Kyur1WTe+973oqGhAX19ffjGN74h8IMuOcUCtKFQCH6/\nH2NjY7KBfupTn8JLL72E/v7+EvyVmy5hCl22nxYgs4N0nrS+T8ob5VC/RxnQbj4tfn2P2u21W8Wa\nUvZOj/VUvr9orGtBVP1AqQx0SSgGI4hf6bL1dgBV4z0k8NqDLHQjGVHUFhQfEs+vr4ULi78pjCwq\nsGPHDjz99NMlwL3T6ZQoLhP9Q6EQhoaGUF1djenpaQHDi8WiFFG1VzDxeDwIh8PSKU7n19LK4oJn\nQYBoNIrKykqxSldWVvmWOsIaDAbR1taGYrGIZDKJRCKBgYEBCaT4/X4MDAygpqYGlZWVGB0dxfj4\nOCKRCM6ePYs777wTc3NzGBkZQSQSwdatWyXgwfs1xuCxxx6Dx+PBP/7jP2Ljxo0oFAro6OjA2bNn\nb+qPouEQbjg8Dp8T71s/N+0F0Iqj0vf7/di7dy/cbje+973vibWmG5m7XC5ReuwdMjMzg7m5OSST\nSfzRH/0RKioq8KUvfUkCZ9yctEVGYraGcXit7e3tWFhYEAyWmz3lmi4qj0eFSGWnWRD2oSk+2n3W\ngaFbwTnv1HjXArzFoFVFN5cPX2MjeugHyf/tpj+PqUnQJCDrqK9WYgBKdkcuDAZD9GfoIlNISTWh\ntcfyUrQOeG+5XE6wv4aGBiwuLqKyshLGGOTzeTidTokIUmhplcRiMWlkzgWhLYRcLic5v7zuWCyG\n6elpKarAxeBwrKbctba2YnZ2FlevXgWwuoCoiAFIuprb7RaXeseOHchms5icnERra6tkldTW1sLj\n8SAWi6FYXEtRKy8vx4c//GEsLi7i2Wefxc6dO2XeT5w4cdOc2YMbtIRZ1FVHf7lZ8jvaMuRvh8OB\nxx57DMFgEN3d3UgkEiJjhDw8Hg98Ph/q6uoEimE/FVJw7r77buzcuROf+MQnSloo0NIH1jZNBtN0\n4VQqLofDIX0+uOF7vV5hC9gtNztfUd+zXgNaSVJONVzD42kP6J0ev84K8BfSYIwxjcaYl40xF40x\nF4wxn7rxeoUx5nljTK8x5jljTER950ljTJ8x5rIx5qFbHVdbebqSBxWRfrAUDgqwtgTsGOCN84sA\n6Hxcvm6n4JB0zWPQkgRKaTO60KSOKF+/fh2dnZ0IBoNChiWpmUp0bm4OS0tLSCQSYvGxYnE+n0c0\nGgWAEowyGAxicnISy8vLJRVzmF3gcrlQW1srrhzvKRqNYtu2bRJsIRevpaUF2WwW169flwg7uXzG\nrFZLjkajQmHx+/2oq6tDY2Mjuru7JbixvLyMK1euIJ/Po7y8XHKia2pqJMXxkUceQU9PD06cOIFw\nOIxEIoH5+Xl0d3eLu0ZLSS9Mzpfb7S7J09bPXnP/tFxwI6upqcFv//ZvI5fL4fz58+jp6ZFcaMIu\nnZ2duP3229HZ2SkNpMbHx5FKpYTatLS0hN/93d/F5z//ecHytLXldDpvau26srIiitGY1cK2VVVV\nWF5eFvdXF2ewB204N5rUTAVmD/RQnimTfE8rSS3T6zXs3tqb/bzZMMY4jTFnjDH/+8b/b0v36PHL\n8AALAP6bZVldAO4A8CfGmE1YbU78vGVZnQBevPE/jDGbATwBYDOA9wL4mjHmpvNopjsFXSsenVfK\nJP4bxy9JjdNugbYC+TdBYloScuOO0rprdCO58HgebY3poAjxwlwuh29/+9v4/d//fRSLRenS5nA4\nMDo6ilwuh4aGBjidTkSjUakq3NDQIJVWmOLG6yoUCohGoyWAP/l2/D4tv2QyKdcGoKSnscfjiPXy\nVgAAIABJREFUQWtrK5aXlyV/1+12o7GxUXDD6elpKenvdruxf/9+dHd3I5fLYfPmzXC5XLh27Rra\n29vR0dGBzZs3I51OIxwOY/fu3ejt7cXk5CQA4NChQ9izZw/+/M//HOfOnZM+HcyLvXjxoljFDORo\nig/n2s5n4//26LzGZp1OJz74wQ/iL/7iL7BlyxY8++yzOHz4sEANuVwOnZ2d2LFjB5qbm5FKpXD+\n/HmcPHkSIyMjUizV7XYjHo9j586d8lx7e3tlQ2VaIS1uyjEDTgyARaNRWNZqr+aWlhZMTExIMyZj\njFi3dq4pf/MZagiH79uNA76msUxgLWLM463XeLsKEMCnsdroiB96W7pHj184K5ZlTViWdfbG3/MA\nerDabf0xAN++8bFvA3j8xt8fAPBdy7IKlmUNALgKYK/9uLfiPWmrkMKveXpawfF7xE74uv6td0Lu\ngJorpakR3Hl1IQSdhaKVIc/L65qamirBhmjVOhwOCSJEIhFkMhm0t7dL2hvTwpjkTreP1Y5Z9qlQ\nKJQojhsPG8ViEV1dXairq5OoJy2XTCaD7du3I51OY2hoCOXl5YI/Dg8P48yZM6LwGWVnr43NmzcL\nB/HKlSuor6/Hpk2bMDQ0hKtXr2JsbAxtbW04ffq0dDzr7u6GMQa7d+/GP/3TP0kp/z179mBoaAg9\nPT3yWY3p0YLRBSsIP2i3WON+GhtcXl5GVVUV/vAP/xB1dXX46U9/iu7ubgnisGXoysoKent7ce7c\nOVy+fFmeGY9pWavpeuXl5aiqqsInP/lJfO5znxOFRfnI5/Mlzay05cbAlcPhkHaiVVVVJZkhmkbF\nY2q3X59PrUHZLHThXw3PrKys3NQ2U28U6+mGvh0FaIxpAPAIVnv/0qx9W7pHj//QtmCMaQGwA8Ax\nANWWZSVuvJUAUH3j7zoAI+prI1hVmCWDCgMo7Wxv3/WBm1sD6t2MCk2Dzlqx6l1UB1CYjcGhsRqe\nS2MwmnqgsSZGCHt7e7F3716hOlAIvV4vQqGQdFy7dOkSNmzYIDmgdI24w1dWVmJsbKwkIOJwrLW8\nJC0oFovJ/IyOjmLTpk3YtWuXzFF/f7/0yGAdQa/Xi5MnT0qgZmFhAVVVVUin0/B6vbjttttw9OhR\n1NbWwrIs9PX1Se5qd3c3hoaG4PP58OCDD+LixYvYs2cPurq6cPvtt2NpaQnvf//78bWvfQ1NTU14\n7bXXsGHDBpw4cUJKSdGq11acjlyS1E1LTCsDptpp3NgYg/e973340pe+hJMnT+LYsWMAgGAwiLKy\nMkQiEXi9XlRWVgrepvlwDLIRjwOA8fFxPPnkk/i7v/s7ifbq3F6trKiA7MULKMeFQgF1dXXIZrNS\nuZu4NO/Tjlvb5VlbhZQXLZPcTLQipmzqa12P6C/H27QAvwLgvwPQoeS3pXv0+KUVoDEmCOBfAXza\nsqyMfs9avfq32mJueo+7Fm/cvvsRqzFmrWWlXSlSCO07nF5g7Oug80ipRDT9gIpPu9YadNYRa40n\nUTm98MILeOCBB6RisMPhgN/vx+joKMrKyuDz+XD16lW0tbUhl8sJUdoYIyWlWKW5oqIC2WxW7pm7\nvs5SmZycxOTkJPr6+uDxeDA6Oopz584JZ88Yg97eXjidToyMjKBQKGB4eBgOhwOpVArt7e1obW2V\nTJaNGzfi8OHD8Hg8OH36tJCY9+7di2Qyif7+fmmIdOXKFdx9993o7e1FX18f7rrrLoTDYTz//PPY\ntGkTTp8+jTvuuAO9vb0lVpFerABkg7CstfLx3JS0JagXMr/rdK7m7t577734zGc+g5WVFSSTSQwN\nDWH79u3IZDLyXXbLY59g+wbKa1teXsYXv/hFfPnLX0ZPT0+J5actMmJ+umwVaVra4qJbnEqlRH54\nX5R5e9BLu8Pa0+Fvu6LQdBtazHY8kJvHelmBeg7f6sc+jDHvBzBpWdYZrFl/JeNX0T16/FJRYGOM\nG6vK7zuWZf34xssJY0yNZVkTxphaAJM3Xh8F0Ki+3nDjtZJh5zQx5U0XI+AuSmxNK0w7eE7B0y6C\ndp10Q2pgLRKs+VP8Hi0QKmAGZXiOYrEobhCDFqOjo/jZz36GT3/60/jqV78q5wiHwzBmlaJSXl6O\n6upqXL58WdpZMhLKqi20FnW6HYskrKysSMpaTU0N4vG4CPno6CjC4bC4tqR0uFwutLS0YHx8HFVV\nVcjn83j/+9+PoaEh9PX1Sfofo70bNmzAq6++irq6OjidTgwMDEiwZXp6GsFgEI2NjUgmk3jiiSfw\n8ssvY3l5WarP+Hw+vOc978Hp06dFiWt31h7F5DPnpqVJ8EwP1AvE5XIhGAzC4/GgubkZX/jCFxCP\nx5FOpxEIBDA9PY1XXnkFmzdvxujoKGZnZ7G8vIzq6mqcP39eIua6YvXS0hI++9nPIplM4nOf+5zI\nmbbEqOBIsyJ/dGVlpaSJExUqs37m5+cxOzsrRWMp+wy08J7s1h7xa27Gt8K3dVLArVxdflanE67H\neDPFe+XKFVy5cuWtvnoXgMeMMY8A8AIIG2O+g7epe/T4ZaLABsD/A+CSZVl/r976CYDfu/H37wH4\nsXr9o8aYMmNMK4AOAMdvcdySNDUqRKY/2YVCu8b8rZWg3tWptLTrQiHQVhzPSxeEgq+xGQqVptbo\n63O5XJKud/ToUQH0SbNgIU2mO01NTcHj8Ug6FMs8cRNgNRftdmtLkfSWmZkZjI+PI5FIYHR0FOXl\n5SULs1gsSpSVLSJZ5292dha7du0SK8blcmFubg7z8/MAIOlubO40NDSEhoYGccMbGxsxPj6OZ555\nBrFYDM8++yz6+/sRDAaxtLSEkydPygInr5DPmspEWyS0UPRn9GKmlc3ionwWiUQCtbW1SKVSmJyc\nlHzlTCaD06dPS+SZ+FsoFEKhUEAgEEA4HEZ1dTXm5ubwD//wD3jjjTfwt3/7t9KKQSscuqzE4OhN\nsNAF3Utd87FYLEoxV5Y7KxQKJY2y9MZLa5DPm8qU/+vXaS0yYKQ/o40CTY8B1jiS7/R4M5e3s7MT\njz76qPzc4nufsSyr0bKsVgAfBfCSZVm/i7epe/T4ZVzguwF8DMABsxqKPmOMeS+A/wngQWNML4D7\nb/wPy7IuAXgaq1GbQwD+2LrFFqBpJMBaRRa6fBr4Z1I8H6jO3ABKSZ66aCY/o90CHpuCS+xHg9A8\nB380cK1xSnLFLGu19HsoFMIPf/hDPP7440LtGR8fRzAYRKFQwMaNGzE9PY2JiQm4XK6bOIS0fGjx\nhcNhaWFJBRGJRMQiZWe38vJyZLNZAehra2uF3JvL5TA9PY1kMolIZJUtMD4+LvNOOk00GkUsFpNS\n+h6PRyg7lmUhFApJcIYR63g8jpdeekkUV21tLc6dOydd5hjY0M+Xr9N15GbFZ6ObPOnAE6PGy8vL\n0mhqamoKgUAAXq8Xs7Oz0sApGAzC6/WioaEB8XgchUIBqVRKiPD0JmpqavCFL3wB3/jGN/DjH/+4\n5LlSmdEDoZzxNzdqKiAqZip3KidW5eZGwwiy3a2nPGoMW2/IGvPTnpBeT7weTd3SRsR6jbeJAZYc\n6sbvt6V79PiFLrBlWUfx5ory4Jt854sAvvhWx6XFR3oLsBap5QOjtccd2OfzCWVDE4O1IPL73C1Z\nYFRneOjIst1loGDyuNoK0TuquRFBVfeMlZUVTE1NoaWlRaqdGGOkZ21rayuGhoYQCoWkvHo4HMby\n8jJisZjU4KO75Pf7pS8sI8tMrWPf4NnZ2RIKDd1xKk4ufFKJ/H4/stksEokEKioqUF9fj2AwiFOn\nTmF5eRmXLl0CAFRXV8vmk8vlJBc2mUyip6dHMMWqqip0dHSgp6cHb7zxhlhJxMD4rIPBYEkzI90Y\nyG7F602IFa4ZAadlTct2ZWVFUvjKysrQ1NSEXC4n6XjxeByjo6MYGxtDLBaDw+FAIBDAI488gtnZ\nWXz+85+XPGRNh2IGDYM3dJn53LUSIuarOwzW1dVhZmZGClowVZGcTs1G0EN7OZwLvaHr93g9Ggfk\nutCuu64ktB7jPwN7tCzrVQCv3vh7Bm9D9+ixbuQgrWg0bYUWAukfFDYNOFNwKAg6oEFBoADwPJr3\nR9d4YWFBdnh9TLtCpaDZ3Qwel6/RSjl16hT27duHbDYrRONisYhr165haWkJMzMzgm9SKBcWFuQ+\nqPBzuRyqqqpKIr9LS0sIhULiThO7A1YXBystM4+V18j8Y1Y1YVSYPEBeO+d+cnJSKDW8/mQyiVwu\nJwRrj8eDyclJuZ9AIFCysGm1MDNC8/nYEY+Kh30/eL2hUAher1f6qDDwQMW4sLAghSHYTqBQKODY\nsWNob29HTU0N0uk0mpqaShgEbAB/9OhRjIyMlKQeErrQFhoVHq+THgaxP108Y2lpSYIs5GpqjqvG\nOrkGNNRinzv+ptzRStQWoQ7i8DWtnHVwYb0swf9EC/A/faxrTxDtcmgFxR1Ppz9xkVAYdcRW1w/k\n9/ldvfDophQKBcHn+Fm+z+NqpafBZAoRd1YqME2fIfmWlgM7uA0ODsr3FxcXUVVVJZgT3S66rbFY\nDG63W4oF8PwkSDudq6XCiHHRBaT7RaupsrJSXD8GkxoaGjA8PCzWRnd3NwCIWzc/Py9pYZOTk8KZ\nsywLbW1tGB8fF+pOZWWlRJmZ5kWXkUEclgvTvEpG9lk4wLIscfk9Hg+y2azkR2vun10J8Bk4nU7p\nDzw2NoZgMIhcLofjx49j586d8Hg8UiCWWGcmk5EsGM3roxLTRQuY4cNq1rwPQhOUEcpyNpstaZQV\nDodLyPh6nrgWKM9aGXDetBuuN14tp4QOqBD5fa4fTft6J8e7CvAtBgVEP0DuZgwcEBC2M+B1FE2D\nvRpX4a6uXVlNtdDCotOZtCWpAxIUNs2r0paBZa313KX7RJLyzp07BRezLEuiqqwhyIIF5eXlmJub\nkwKqtIiWl5el3SJ5gpFIBCsrK6Jw6WZSsabTaelRTE4cFW80GkU8Hi9RLhpHcrvdopD8fr9Qfzwe\nD+LxuHRNM8Ygk8lIdzNuDtrtXllZKen1XCwWUV5eLgqEmS7hcFis0VtRJPSCdrvdUuknEonId6an\npwGsVsvh/efzedkclpeXUVtbi2QyWcILpFLSMqOj1nQvOZc6MAZAUguZv62tbyox/m3MWjsFzefT\n1hzf45xpGdbyreWe3oCWYf6v18g7OX4ZCox+xu/kWDcFaCeXatyHv/P5vKRR6d2RCki7EPybLgzx\nP0bs+DoXGlOfCLYDaxikDoho15oRVr0jA2tVonVKF8FuJtbv379f2l5SoRUKq020iQ+x7NXk5KQE\naljWKxKJoKqqCmVlZZienharjlFFupTJZBIdHR2IxWKyIEn7YCP0n//857jzzjtx/fp1dHR0oK2t\nTSKt+h6ZdfKhD30I/f39mJ6eRiKRwF133QW/349EIoHZ2VmMjo6K1WhZligbPjvdv4W5sz6fTz7P\nXsnpdBrT09MlVjWtVM4zXUnONzfHxcVFZLNZhMNhzM3N4cyZM5INcuHCBXi9XikOS1mZnZ0VBaMp\nUrR2GbjQjARjjJSz1xsHN1YWuZidnS0pm7awsIC5uTnZGKnwNIZHBcy/tTdC5WVnLOjr5t+8dioV\nvr9eZOh3LcBbDE014a6llZ+2+Ph5jf/p1/TrFES6MHSf6DZSQGiV2Sde75qahAuslTDSVpL9XorF\nIqamplBVVQWv1ysFBuLxOK5cuSLgPIF3RmDZ1Y0FVKPRKILBoFhODAj09fVhbm4OPp8P1dXVmJ2d\nFcCeC4fuMF1KchDj8bi4YufOncN9992HixcvYn5+Hvfccw+2bNkiip59O37jN34DR44cQX19PZaX\nl3Hvvffi0KFDgvcRSyThnM9OFw/gtWnSL5UCLWZSVez4LuVBY7l0e/WcszselXyxWEQoFILDsUr8\n9vl84rZHo1HJTrG7ufo6eV5CA1R+nCMqJ7qhJD4TrqBcsFkVNwcA4k5r99kuw8BagEXjhtoq1NQh\nvs/fej41E+KdHu8qwFudWCkqTTnhzqcjV7T4+EC10Go8hP9zQrl7l5WViaKl1QCs7YiaMqOtUVp2\n3K3tKU+0lOwCmEwmBSTP5XLYsmWLVE+hu0juGxdGdXW18PYASEP1bDaLurq6kqgej+fz+ZDJZKQO\nHd3TRCKBcDiMTCaDmZkZBINBjI6OyvWFw2Fks1k0NTUhGAyipqZGFjSHMQbvfe97UV1djVgshkuX\nLuGhhx7C5cuXBSccHh5GKBSSOaTVRytSBxNojQJAVVWVWKVacesgDIfd/dVYKze0XC4nlj0jzhoL\nZLvLdDoNp9OJUCiExcVFCa6QKaBlys4zJWuAFqjeeKlcSHfJZrOyqTNira04bbXxMyxGwedoD7xx\nHnTgQ1uzt/Ja9D2t53hXAd5iWJYl7Hkd9AAgipBBBCpLbQVSeWq3gYJG4aNyYaSOQ7sfPLbeTTVN\nQStlCnAsFsPGjRtLFo524X0+H55//nk8+uij8Hg86OzsxOnTp0XoNTWhubkZlmUJ1aWtrQ21tbWY\nmppCOByW3hKJREIqq4TDYWzbtg0DAwNyPbR8iJsODAyIVcao7dWrV5FKpdDW1ob29nZMTk7i+PHj\naG5uxosvvoiLFy8KZPAnf/InWFhYwKVLl5BKpbB9+3Y888wzEvGdmZkR64pKR5d4ovsMQKy2iooK\nURB027lY2fhcR0K1kuCCZyCBuCnPs7CwIBWXaVmx8ZBlWejo6IDf75fsEp/PJ7gmcT1yCnV5MW6Y\n/B7lls+bQZRicbXs2Pz8PFKplNxzOByW+yJ0wiAOIRiNjWp50sFByqBWvDrDRm/a+ke70us13lWA\ntxh6R6QVoAFhe4RXR3a1INgpLtqVoMBRMZJmwUWnsSUKlHbZ9MPhdVRUVKCurg5VVVWCbd3Kcjx7\n9izi8bjgYMyMoNCHw2GEQiHMz88L10/z5eLxuNQJpNJjdBSAdJrjYKrc/Py84GoAxGpZXFyUsvoA\nUFdXhzfeeAMf+MAH0NDQIOWZqCySySSuXr2Knp4edHR04LXXXpM55GZCV5Skam5QusQ/o7bMYmFQ\nwD5fOj1N467a/dMbk/4h/kjyORWVZVmYm5tDNBrFxYsXUVNTIzLFBk0skJDJZJDNZqXMFYASpcT/\nGXyh4qIVCqwqaT5PRvWp8ChfdjIz5YwKkUVCuKExEKU3e+0BUX7tUJHdBdZUr3d6vKsAbzF403p3\nsi8KHVzQu6D+PgVIR2v1Dkm3iyA/d0wd/aNS0kqVuy+wBr4zDzWVSuHIkSNCqdFgdT6fF8vkxIkT\nwvVjfTiPxyP16XK5nLjDVOQjIyNSlTgcDgNY7aGRyWQwMjIiJfC5CEnLYCVm3ns+n0cul4Pb7UY4\nHIbDsVqiid3maCE2NDQIncPhcKCtrQ0HDx7EG2+8gfn5edTW1uKll14CALF2+FkGIxhgMsZIEVg+\nJ7fbjVAoJBiffpa0VjnHfK5UKGzwroeGMLQVRIVDBUVlyOOePn1ayvjT+uSGQzhCywCPQzyT7/Fz\nlAdCLYQwuMlyLjTRH1hTULcanFMA4qIDa7X+6KHo42jlp+UXQMn9rKcV+G4U+E2Gfjh8cNz5uWOx\n2ABwMycKQIki43fs79MqsIPCelek0GoFCqAEA1xZWa04Qg4dFTSFkYLHRXPy5Encf//9mJ6eRiwW\nKwnC0OIi9kYAnQrN5/NhZGQEExMTkodLrh3LsbNzG7/PBaQJ5ATt6cJNT09L9givm1ViKisrcfDg\nQRw9elTgh0gkAr/fL83ei8WiELx5L7x2Un40WZiEYD4HWjicb61wOO9UjNqa13gYn6PGv4rFYkkf\nYcoMN4LKykrcdtttcnxyNZldwtf5zLkh8V64SdiDFZQ9Ul9YDFdbocQajTHiEVC5ch1wPjQeDqwp\nQm7mtAoJb9jnhApUGxLaIFiP8a4FeKsTq+AFHwyFie4xOWScHC46O9ahFaf+nzsnlQf5eTqgoiO4\nvBa7gGu3gu4ribEaENdKnCXvvV4venp6pFy+0+mUNDneYyaTkdQ1r9eLjo4OXL9+HRUVFaitrZXM\nDNa5u3btGi5evIhwOIxcLoeKigoUCgXB4fx+P5aXl9FyIyWPWRaNjY2orKwUzCuRSOD48eNIJBJo\nbm7G7/zO7+Dpp59GLpdDPB6HMQYXLlxAPp9HKpWSLBOHY7XQp8fjQVNTE8rKypDNZlFZWSn3BUAi\nr9rlo0tsjJFmV0BpAQAqNeDmOng6yMXnRUyQvVey2axUbi4Wi1LY4cyZM5Ial8vlpAUpLVimSXIT\nJHasLXy7pcn5rqiowOTkpGyitN6pCHmdVLiUY21F21+nvLCtA7+vs5f8fn9JBo5eB/yfXtR68QDf\nVYC3OrFjrfgosEbi1G4AXQxgLQOALq1eJFQ8GkvR+KAGgu2pSNoqvBWuyPe4KJaWliQTQAP4/GEX\nN6fTiYqKCikXxY5toVBI8la5MPgd3jcLlS4uLqKzsxMNDQ0Ih8OyYIeGhlBTU4OJiQn4/X44nU7U\n19fLddHNZKUUYFVRDA4OYnBwEG1tbejo6EChUMClS5dw++23IxqN4uWXX0ZLS4tkn2QyGckz9vl8\nWFhYEJc1mUyiubkZwWAQAGQj0PNDC5cpb5rOwr9pEdqfj+bQaSsGQIkiZLCMCkETlClni4uLaGtr\nw3PPPYeNGzcik8lIxRufz1dCSaGi4+ZGOg/nVTeiX1paQiQSwYYNGzA3NycNrrQy0z1eeC98jxQn\nekHcrHkuzTLQMkoLdWlpSTJmeA7CFLx3PnuNk7/T410FeIuhXR8dxaUC40NnSpdWZPoYHLQe7AoM\nKCWAMi1Nu1BaCXI35qIi8K45bOTlAWuuNH+YmcD6eUxF0+llPD+5iADkPnt7exEMBpFOp5FKpdDY\n2IhAIIDm5mY0NjZKzb3u7m5xUR0Oh7i0fJ+uNeeLVZ6ZqM/vZTIZdHd3Y3R0FMXiar7ynXfeiZGR\nEWmCxEVMFxAAJicnxcpls3RyErU7qTNftCXIudPgPTc3ysatwH4Oe5CEWCrnkspQu4jLy8uoqanB\n0tISgsEgIpHITUEFHpM8PioPutaEU3jtlLexsTGRC0a3NT6pf/M8PDbf0wV4KZv6PvWa0cfRx6ZV\nTbiFRoV23d/p8a4CvMXQN8ydShfF1IuDi9ntdpdQBuxRZL6m3RgKK3d5YlTaauQOrJPe9fH4GWOM\nLHAKGN0TWjgOx2oeaDQaxeOPPy4J/fX19Xj44YeFZkOlT8u2qqoKiUQCXV1d4qJRkc3OziKZTOLC\nhQtCqaitrZXqIpOTk8hmsyU16+LxON544w1ks1ls3bpVMkYOHjyIfD6Pb33rWwiHw7j99tuxdetW\nIesePHgQr7/+umwUtEj0fHOTGB4eRk9PD9xutxRKdbvdwn/UG49efDyWDmbonF/9DDSuyt/cHClD\nurwW0/a09eh0OoX4XFdXB6/Xi0gkItaajrTqCj8aWybGqgNQgUAA8XhcME7KaSQSkU1Pp13a50EH\nJyhfvCftGWm2guadasuQmCkAiU6TG6kpXOsx3lWAtxh8gJrmAKwJiAanKczaEtMulf6+Vor8n/gH\nF53On9QLy44v6h1XK0pep3bPqAQjkQj27t0rXLeOjg7s3r0b+/fvRyKRkOugm15eXo6mpiZEo1HJ\ntti2bZtgS+TlzczMSGYDO7qxqThL/jMdLpPJIBwO47bbbgOwWhmGiumNN97AyZMnpZ3lgQMH8N3v\nfhcXL17Efffdh+eff17mSWfS0GXXrtjKygq6urrwyU9+Eo2NjSgUCojFYvD7/SgvL5cirZxz/X2N\nc+lnqeVDf95OTdLwiVaobrdbIrK67wwt+fLycvh8Pni9XqTTaVFsVJ7cQEKhEMLh8E2UKSpMh8Mh\nGxTrE9ItBdZ63mhFZcfmOLSsam4f39PZIHpj0J+zu8nEvIkd6s3snR6/zgpw3Rqjc/fVE0BB5AO3\nBx+AUra+/q3dXV0xRrs2dDt4DtJiiMXQyqQy1MRs7r50y3WOK8/vcrnwwQ9+EJcvX5Y6ed///vcF\n4wsEAmhsbEQ2m8Xs7Czy+TyqqqrQ3NyMM2fOwLIsxGIxVFVVwRiDuro6DAwMYOPGjTh27JgA9Syc\nyqwMgvVM+i8Wi5ifn4fX60UgEMDQ0JBkfrDAQjgcxv79+3HkyBHs27cPHo8Hr7/+OgKBgFRJ4fxq\nS0a7rLfffjt27NiBr3/961KsobKyUpQHz7WwsCB/a0XHBU2rzk5zcjrXGinxWeoMCVJp/H6/8Cq9\nXi+SyaQUHdCYL//3+XyYm5tDW1sbrly5IjLGYA7dflJ6eF7KCjdVWljMQyb8wGdC2aG8a44prWjK\nnI78aiWrYSFmlWhmhIZotJuro+pUiBo+eifHelFcfpmxbgqQgsWHoukt3AmpELk4tDADN1Mj7K9p\nHJC7IZUgk/HtWJJ2I7VFyGumG8Tv6QVL7GXTpk3o6enBv/zLv2B6ehplZWVob28X+sju3btx4sQJ\niepeunRJBHZhYQGnT58W/lwqlUI8HpdgAgAJvLBcFNPMmBXBYAx3/OvXryMUCkmw5KWXXkJFRYUs\nxMOHD+OOO+7A2NhYSSl79itmRJXXb4zBvn374PV6cfXqVezduxf5fB5zc3OYnp4WutCGDRuEspHL\n5TA8PIy5uTkpJW+nvmhi+crKilhkOvqqsUSv14va2lpxZ8mHnJ2dFcuJz4mR8P7+frS2tiKVSqGj\nowPnzp0Tjqau2sLr0bAKo76UKZLWqZAsy5Lah5QNzWzQViRlXRd+0DLMgJ89BVQrOR35JdZK5a3X\nmfZ+1mOsl3X3y4x1U4DAWiRYg8x2GgT/11kd2oXgg6Vi0+W1uGvyf02BoYtHBWLMWkFTYC0qTQtE\nLyQSY/m+1+tFMBhENpvFCy+8gGw2i127dgkutbi4iHg8jtdeew319fXo6+sTCgsruLTRvLZZAAAg\nAElEQVS3t6NQKKCpqQmHDx/Gvn37cP78edx9990lnea6urpw8eJFeL1eVFdXw+PxwOv1YnR0FH6/\nH1NTU1heXkY6nUY0GsX27dsRCASQz+dx+PBhtLW1IRKJ4KMf/SiOHDmCa9eu4SMf+QhefPFFsWIZ\nQHA6nchms1Iqn3y/u+66C88//7xw/wBIvb2amhp4vV6pPD07Oyu5ybt27YLH48H169fR19dXYrWT\nukKMVwdENBk+FoshEomgo6MDjY2NGBwclEo1Xq8X0WgULS0tKBQKGB8fBwCBBRYWFjA2NoZIJILR\n0dESYjvPR4yWWCtQGnChMnY4VitLz83NIZlMlkSHae1pl93+t5ZhrSgp61TgnAPt/tqtSTscw4K6\nAOTv9XQzf50V4LphgBoLortJEJnUEA66TsTDdO6ujuDyeHbciAKmyzJRWLi4aD3RKqGCozutKQna\nzWYjc+7wIyMjmJ6elkrOBw8ehM/nQzAYxODgIByOtZaWpItEIhFks1mEQiH8/Oc/R3V1Na5evYod\nO3bA6XTiBz/4QQltpry8XJQRAXzyw+hSTU5OSlGGcDiMa9euYffu3RgcHMT9998vUcsDBw7g0KFD\nmJqakvkh/jg7O4tIJCLBn1gshkcffRQvv/yyWBMsNlBTU4M777xTmj1dvnwZQ0ND0pe4rKwMJ0+e\nxPHjx+WauElZllXibvKZ87fT6RQcs6WlRagsTz31lHQVq6qqwvLyMhKJBC5fvoyZmRnp2czrLy8v\nFwK0y+XCwMAAysvLUSwWEYlEZB5JAl9YWCjhenJj1m67PfOjWCyWVLbReKUd77JjolwXPJe29jT2\nrY0FrUz5Honw2ijgMddj/KoYoDHGa4w5Zow5a4y5ZIz50o3X/9YY02OMOWeM+X+NMeXqO08aY/qM\nMZeNMQ/9omtbdxqMtt74mgbHdRSNO6OOnGk36lYBEN2TVvMKgbUsD61ENR6pBV4fi9e9srKC+vp6\njI+PS8EBl8uFzZs3IxAIYP/+/QiHw3jsscekc1sikUBHRweCwaC0TOTiZtmqUCiEnTt3YnR0FFev\nXsWePXtQU1Mj98XyWf39/XC5XLh27Rq2bNkifUaA1Z1/YGAA8/Pz6O/vh8fjwfnz57Fp0yZs2LAB\nZ86cQUVFhaTEkcfI+2Q6Hy2ILVu24AMf+ABefPFFSaGrqqqSSOiGDRvQ1taGeDyOjRs3YsuWLZLR\nwUVJBTM5OSmVUxiEAFASiaVM0FI3xoh7eeLECUxMTCAWi0lWRVlZGWpra1FdXS3Nn8jF1PKRTCZR\nXl4uCj4ej8PlcsHn80llG12AQ8sp5ZEQw9LSkvSo4XtaqfM1HXTTcIrOMtKWIeXPjoPTIiXUws/p\nY1PZEvPjXGq45p0ev6oCtCxrAcABy7K2A9iK1cZs7wHwHIAuy7K2AegF8CQAGGM2A3gCwGYA7wXw\nNWPMW+q4dXWBAZQU4KQ7ydLuFAY+OD5s7cZql4Pv8zgASvJN8/m80GDosrBEFY+vuW7kdOl6hU6n\nU7IfZmdnMTQ0JMJKC3V6ehqnTp2SZuibN29GsVhEQ0MDlpdXGw9ZloWmpiYpnbRlyxZcuHBBCNPR\naFTKOU1MTGDr1q24fv26UFwGBwdRKBQwMDCADRs2wOfzob29HVevXhUc0xgj56qtrUVNTQ0ee+wx\nPPXUU5iampIARyaTEeUyPz8vubu0aP70T/8Uhw4dwlNPPYVoNIq2tjZks1kpbrCwsIDnn38eoVAI\nLS0tOH78OIwx6OzshNvtxoULF6T3MAtDzM3NSYVpPd+hUAjpdFqePXN6GV0OhUJoamqCy+XCpUuX\nMD4+LtW0+ZxpvYXDYUxNTUn6WXl5Ofr7+0Vpv/7669i0aZPgupohwGCTDmIwGl4sFtHU1IRkMomZ\nmZmSnGU7e4GWHDdRO86nvRXKoA7Y6UGFR2Whj0tPSuPfmh9I/HI9xttxgS3Lyt34swyAE8CMtdr9\njeMYgN+68fcHAHzXsqwCgAFjzFUAewG88WbHXzcFyAdNwFYnpDOf1U6OpWDoYAgtSHu+MP8mvqQ7\nlDGqB5QWQOXrfGA6LYlKpb29XTIAqAR1tzOn04mJiQmEw2Gk02ns3LkT6XQag4ODUsl53759GBsb\nw9DQkERmac1Fo1FJf6NyLhQK6O7uRktLC1wul5RYIr4Yi8Vw7do1NDau9oTu7+9HWVkZFhYWZHGm\nUil87GMfww9+8ANEIhHs2rVLiqFykZD7VywWpbzU3r178bOf/QwXLlyQpkzsIaKtZQCYm5vDxMQE\nLMtCJpPB8ePHUVtbi4MHD+LUqVOYnZ2Vfhwul0sqftPF5CbIBU0FUlNTg02bNsHr9aK3txfnzp0r\nicDrwqtc+Ewx4wbG9wlj5PN5hMNhpFIpRKNRSaVbXFxEIBAQXFofixYx4QCS2rWnwmu4lXvLoWVF\nsw30utARYUZ5dSEJfVzKv1a4lG9asuul/IC3pwBvWHCnAbQD+L9tyg8APgnguzf+rkOpshsBUP9W\nx183F5juDlORgLXoGNOC6H5RCO0uAoCb3GHtonIwyHErMJu7Oi1Juiy0+uhOMPK5fft2URIsPUVh\ndjhWK85Eo1GhpZw5c0YikJlMBg888ADOnj0Lv9+PlpYWDA0Noa2tDWNjYxJlra+vFyyP1xWLxZBM\nJpFMJlFXVweXyyUl3w8fPozNmzdjcHAQtbW12LNnj+CUDO4sLS0hEAigrq5O2ovOzMyUzKGOTLpc\nLmzfvh2bN28W3I6FFHQWgt6QmpqacN999+F973sfurq6sLS0hNHRUZw4cQLt7e0llhEXvz0SD6zV\nSyTG+qEPfQhVVVU4d+4cent7JSC0Z88e3HfffdL5jdFqWm+JRKIk8MBSVZQzljRjgEQrrVwuV7IR\nsoRXoVAQug2zb3jNZBpojFkH6YA1jh7PpVPneD5teeqkAB5Xk8F5fZovyLXDH7vCfKeHtoLf6udW\nw7KslRsucAOAe40x+/meMeYvASxZlvW/3uL0b6l9100BsrAlWfQUGC4qct34wCkEAIQfBpSC5UAp\nQZmKzul0lqSv8T0eUxfm5PmpQLR19OCDD+JHP/oRZmZm0NnZicnJyRK3KRgMYseOHUin0wKy+3w+\nnDlzBvPz82hra8OxY8dwzz33YHx8HLOzszhw4ACuXr2K+vp6oVRMTExIhRbSYSYmJqTJN7uWsbx+\nsVjE4cOH0dHRAQC4fPkyurq6EIlEhN9411134Stf+QrGxsawZ88enDt3TuZE46uc1127dmHv3r34\n6le/KiW8uMgqKyslOOB0OtHc3IyGhgbU19fj2rVrSKfTuPvuu7FlyxZRZn19fVLb0E5n0YqCOCTd\n4127diGZTOIHP/iBlN+vrKzEgw8+iGg0ioWFBXR1daG6urokOKWVmaYq+Xw+OJ2rTeWrq6ul3zHd\nYB2t1TggA2KFQkGKPlCRAWtQi9360ti2VmDEN3l8na2h+X+UP42VaYWpOYOUZx3I0wGb9aTB3Oqn\nv78fr7zyivz8gmPMAfgpgN0AYIz5BIBHAPyO+tgogEb1f8ON1950rCsRWlsdtMaofKjsCBRrhWR3\nefmQKXys1KxdEVJeGCHjOekW0V2iCw6Ucgtra2uRz+cFi+rv70dtbS1GRkZEmYdCIZw/fx4VFRXY\nsWMHkskkBgYGBJy/cuUKmpub8dxzz6GqqgpOpxOvvPIKLGs1g6S9vR3d3d1IJpPo6+uD271aMr9Q\nKMDv92NiYgJutxv/9m//JsRfYobZbBYvv/wyjDEIBoMYGBiAy+VCbW0tqqqqsG3bNqRSKdx77734\n5je/KfOzsrJKJp6ampKF3tDQgEKhgKeeekr4kqlUCpa1Wrrfsiy0tLSUVJ6ZnJzEqVOn0Nrain//\n93+H1+vFRz7yESFjs2Xm7OwsgNLiF4Qa+KypiB944AE0NDTgueeeQzQalTJg6XQac3NzWFhYwMjI\nCDZt2iTN0YkH6gAZU+PYQ7m8vFwsPr/fL5YhG9JrbI7Kgy5wMBhEOByW5k3cZPlDeeF9kL5F9gAV\noT3lT1uJ/M3Bz9lLrxEj1ZCOfo/H1el9jCC/k+PNXODm5mY0NzfL/0eOHCl53xhTCWDZsqxZY4wP\nwIMAPmeMeS+A/w7gvhuBEo6fAPhfxpj/E6uubweA4291betmAfJBaDdIT5SO0OpdQ0cHNT6iLUAN\n+vJ7rPbB9wDI63Tj6Prq77ndbkl5YmFSRlKLxSK2bduGUCgEt9uN+vp63HPPPXj00Ufx+uuvY2Rk\nBOXl5ejs7MTFixexYcMGTE5OSrc6cuyMMRKFpaKllcsNgos0n88jGAyio6NDFhZ/cyEwY2RiYgKF\nQgFerxc/+tGPAADHjh3Dpk2bEAwG5bppiVBh3n///WKBhsNhNDc3o66uDgDE8mPZ/qtXr+Lq1asI\nBoN4/PHHkUgksLKympR/5coVtLS0YGRkBOfPn0cmkxHogc+KNQSpAOjCBgIBNDU14dVXX0VzczOM\nMdIv2bIsnD9/Hu95z3uwtLSE2dlZyQjhJseNUZPreWxW1maNRjaf0oEDyibnNJ/PY2VlRc7BjBFa\nq7fKLwfWrE89aJ1pueb37JkwlH+uB76uLUBNsgZQYihQQft8PlRVVf1nLN3/8HgzC9D+c4tRC+Al\nY8xZrAY7/rdlWS8C+L8ABAE8b4w5Y4z52o3zXALwNIBLAA4B+GPrFwCQ62YB6p2WSksvZi18uveG\nnQxNodDH1Tup3h25G2qiq3ZjtACS3Nzc3IxMJoPh4WEcO3YMH/7wh5HJZGSRjI2NYfPmzWhsbMTi\n4iJee+01scTKysrQ1NSEl19+GbfffjsuXbokaVhlZWWoqKiQCGcsFsPIyIhYKrW1tVJLD4DU+isU\nCqipqRHLReOmtEh0s5/GxkbEYjEsLCygpaUFL774oix6zgGLeEYiETzwwAN4+umnJaOAx2X1GD63\nY8eOYfv27eju7sbS0hK6urrQ1NQkvYEZIMpkMrAsS0r4a0xKY7ZUUAzasIUl56SjowMXL17ElStX\npIjD3NycLHJCJjwOALFemZXicrlKItf5fB5TU1NCYmcamx2z0/JYU1MjXeyYMeL1eiVgpdkI2gXW\nx7QrSTIP7MET7bJqzFtjsNy83izKHAqFEAgExNBYj/GrBkEsy+oGsPMWr3e8xXe+COCLv+w51j0T\nhJagnXCsuVhAaTCCLgSwFqm1g6jcNbVC1ULG75ObxnP4fD40NTWhuroaIyMjGB8fR2trK/bu3Yu5\nuTmcP39ewG8GFT71qU/hySefRDKZFPcoGo1i27ZtGB8fR3NzM6anp9HR0YFEIiH9OkgFIZm5vLxc\n8KW6ujrh4qXTaXi9Xgm6vP766zDGiCtHWg+tRs6Pz+cTC8zr9eL48ePIZDJCsaFb53a78fDDD2N+\nfh4/+clP5LWVlRXMzc0hk8mgqqoKFRUVmJ+fx8LCAiorK3Hq1CkJdly8eBGvv/66XEc0GkUqlcLw\n8DBaW1ulOgyDANrtczgckj1CFzYejwvFiATxTZs2Ye/evSgWixgZGcG5c+dQU1MDACV9lBkEoVzR\nzXe5XJiampLqOUtLS6irq8PY2BhisViJ+wygJBWOjAW/34/JyUlMT0+X9ELhZm5XVLTUdHYIsVNa\nlVpxUgFS7rlpa6uZ98PvkfOngx0srEE4gV7TeoxfVQG+E2NdFaA9kRtYExymrQGl6W50m4BSJj1/\na6Fj3TfWh6OAcvclcE1hi0ajqKurg8PhwLFjxxCNRrFhwwY4HA4899xzmJycRE1NjVgC73//+9HR\n0YE/+IM/wNzcHDZv3ixVWKLRKJ599lm0t7fD5XJhbGwMly5dwtatW5HNZhEMBtHf34+5uTlY1mrz\nnsbGRuRyOczMzKC2thYrKytCNibmRfeL8+J2u4UATdeeC3fLli144YUXkMvl8PGPfxypVAqBQEDS\n+1iwlJVcenp6ZFGy6jAjxsViUSpXx2IxJBIJVFRUyDURx+Smxf4lbW1tqKioEKVlhyu0q0fKChf5\n9PQ0Dhw4gMHBQVRUVKCnp0foQg6HAw0NDQgEAkKDqa+vx8zMjCgkUoZYsoybDa+VeGk4HEZjYyPO\nnj0rBHVullpOd+/ejXw+L7QqKlwqIX5eKzFtoVFGqZRZbFVniVCpaWWmK1Xb4Q7tEq+srEgLg2w2\nK8djsGu9FNG7CvBNBhXQrRYFI6nEOQgiUzC08uP39NA8Mq1g7bQFrVyj0ShaW1tx5swZeL1ebNu2\nDcViEWfPnpU8XV7njh07MDU1ha9+9aslFJ1Tp04hFAph9+7d6OrqQm9vLzZt2oTBwUHBG1mKimXy\nPR4PRkZGRMnV1tZiaGgI+/btQyKRQCaTKelNwU2DJbfo6gGQiHY8HseePXukPh7zfsmDo6sYj8fx\n+OOP46mnnhKrWeOf7BRHF88Yg8HBQfj9flGIXq8X4+PjqKioEGVXXl6OfD6PmZkZZDIZCSRonicX\nr34+fr9feIjDw8O4cuUKHA4HcrkcgsGgKKxgMIh4PI7r16/j6tWraGhoEFyOxye9ikVqeZ5CoYBw\nOIx8Po/y8nLJybZz6TRmzEDX/Py8QBOaMcDvUn7trALOJ4MlwWBQKuQwwKELI+hB2dYekO5xUywW\nBdOlpcq1Qtf3LXC2/9/Hm1Fcfh3GuilAjYvQItGYBsmb2kUmh0srLY3faTI1I8V0DzROos/NRWhZ\nq71ujx49it27dwMAjh49ilgsJv1mAaCzsxPV1dU4c+YMBgcHxRIoFAoYGhrCb/3WbyGVSknOaWdn\nJ8bHx9HW1oapqSnk83mpHzc9PY27774b2WwWY2NjEngIBoPYtGkTent7sXXrVly9elUsPGZScIEC\nKCnYwEX20EMP4ciRI+ju7sYTTzwhpF3tclVWVuLjH/84vvOd78CyLKHMcEFTaZD3yHqDpKqwsRPn\nRpfNoqvs8/mkZDufo46W6uICfDa0PpmRwnxb1rhj9eelpSUhU09MTGBlZUVq+NGKJN7L8mC8TxKx\nWaoMWFMwAKTVANMCqajz+TxmZ2eluK62/nRwQ2OBVHCUtUKhgGQyCaC0orjmD/J7lG0d5LCTp7kx\n8BnxvrXy43ysx3jXArzViVWtNro0wBqmp8s8cRSLRYng2Xde7RL4fL4SS0+7v/ZrIHZDisa2bdtw\n9OhR4d8lk0k0NjZi+/btOHbsGKamphCNRoWcPDo6iqqqKvj9fuTzeXzzm9/EJz7xCbz44otSp4+p\nbgMDAxgbGxOFeuDAAUxNTWF+fh7l5eVSRp/NhKLRKIaGhlBXV4f+/n5ZbJwvKiwqNkb8Hn74YUkn\ne+SRR/CTn/wE6XRaiqJy3j/2sY/hK1/5isAEwKq7R4XH/4HVhUo6SSaTkUIOGqctFApCc9GFQY0x\n0lNER2X5TPP5vPQ7YWogWwiQM0irjsqHEWWXyyVpcLTwSFImeZnXoSsKUTbS6bTgpqFQSNxwUo8C\ngQAmJycRCoXg9/uRSqVkvrkZUYlp3I7XooMpGvPka8DN1bI1Jqg9GT1vfB5siMWNwo6zAqXFZNdj\nvKsAbzEoqNqS0QLCHZNsdi52za3ibw6909nrr+nggI44U9iA1cXOlLJEIoHq6mqpzJLP5+F2uxGL\nxZDL5eDxeGTxUAjdbjcqKytx4sQJdHR0oKysDOPj4wgEArh+/bqkfZHwnEwmpRxTVVWVBAoikQhm\nZ2cxMjKClpYWOBwOUSQ6WMTIsOZQRiIRbNq0Cd/61rfg9XqlnWUwGJSFlM1m8Zd/+Zf4+7//eynL\nRWCduCCDCnoTohtMiwlYS+tiihgpMCRs6wg13VLOFfugaEoIg1/AWl4tsFZhmW4t50R3SKPC4GLX\niknjv3SxAYhVy9RFksz1/QIosfZIm6KHonPTOSf2oIb+bVeQmhCtv0eZ1C40N3oGzRjMobLXNCNg\nTaFq5sQ7PX6dFeC6doXjw6JbwomiANH9oMLS9AAuGC30GkDm56n8gsGgLGyC0HoH1qWuEokEysvL\nMTo6itOnT6OhoQEulwt333033G436urqkEqlhAZBYLympgaLi4vSJ6O7uxvz8/NCFmZ7SZfLhQ0b\nNiCZTCKbzaKrq0vA/WAwiNHRURw4cAAf/vCHMTw8jOvXrwuAr3FRKnqdfbBv3z68+uqraG9vh2VZ\nOHHihER7i8XVUk1//Md/jKmpKbEGmcvMTULPIUvt2wm0/Hw+n5c0P7rDTC8EIEqUTdqJAWoem1ZW\nGu/i82LapHY3qYR4DMqJ9ioYAGDElHJHRT01NYVwOCxy6Pf7BTejgubmEAqFSpSexvqAtc2XsmnH\ntbXlxvmzE5Y5X9zkNa2FljDnpaamRuZ+cXFRfng+fU5tha7H4Fr9RT/rMdZNAVJwdOVdACWlsGg9\nEKCmq2N3mTUHikqCgqjTgHSyP8+nXWjSUYhv1dXVYe/evaKU5ufnEY/HMTU1VZI3PD4+LjjY3Nwc\n/H4/kskkNm3aJBkhiURCLNJwOIzq6moJJAwODmJlZQW9vb3YuXMn2tvb4Xa78cwzz6ClpQX19fWS\nRgasUSF0FJ1WWiAQgNfrxdmzZ3HPPfdgbm5OFvjCwgI++9nPYnh4GP/6r/8KAKKYCM4z+s52AYQQ\nOIwxovA0fko6DueUr9NS47PiXOtgDuEQupa0Eln2iZAHg0jk4FEh6CIB3CA0lseiEKxBuLKygnw+\nj7GxMTidzhJaDOdKbzCBQAAVFRWYmZmR++LmoRUbFzFlUVt1mp2ggxi6XBbf0yRuHWghZ5Rk+fn5\neWlDqi1M+9CE6vUYv84K8C1dYGOMF8CrADxYLUfzb5ZlPWmMqQDwfQDNAAYAfMSyrNkb33kSqxUa\nigA+ZVnWc7c6Nl1bYij6Aeq6e2/mOuiwPhUChZvWAd03rSwotJp2w1JRrFWXz+eRTCZhjMHjjz8u\nZNL+/n5ks1mkUik4nU4pI+XxeDA9PY3y8nLU19ejWFxtxj03N4fKykoJbnD3Hh4elvskZaSurk74\nhXfffTf++Z//Gc3NzWJl1dfXo6enRxYJsJYiBaxaTPv27cOhQ4cQiUSwZcsWqTydTqcRCoXwxBNP\noFgs4pVXXrkpHRAo5bNpa5ybjuac8XUGCHQeLd0xKixgrUewnZKk+WtUuBqaIAWI2C7vWxcd4HVS\nVrhRrqysSKSd5e4JQdBtZwl//XlmlvBaIpGIWJm8Nr/fj5mZmZtcbR1F5wahg2+UV53Nweun4tNe\njbYIKYcsrkH33z6HHPo1Xst6cAF/nV3gt1SAlmUtGGMOWJaVM8a4ABw1qwUJHwPwvGVZ/4cx5i8A\n/A8A/8OUFiSsB/CCMabTsqybgAe6NxxcDNyFCbjTqkun0yWET73b8nNaEfJh24nS2q0ipSKZTAqV\nhETYyspK7Nq1C+fOnUNfXx+WlpZQVVWF2dlZUaahUAjl5avFaD0eD4aHh6XvbFNTkzQa4jUyy2Fp\naQkjIyOCIx44cACWtRrFHh0dxaFDh7B161bJVHA4HJJ8r4fGnPx+v9B2uru7sXXrVvz0pz+VWni5\nXA4PPvggPvaxj0kPDFrWjBZqEF8rPXtkUtNMqAiJGdLa4HdJdaI7qrl1fH7csEje5mahFSspKDpd\nUWc20CugRakhEY0NLy0tYXJyEoFAAAAwMDCAhoYGwV8ZeKG3wGBXLpcryWPWFBftUXDeqFD15s15\n4Uaor41zRctQK0LON3mXpO3ozQsodX110ETjo+uhAH+daTC/0AW2bi5ImMKqAvz2jde/DeDxG39L\nQULLsgYAsCDhTSOfz/P4QgrVD1DvGnbXRrsKdvDbToMhLkRMigKqrZiysjL09/djeHgY8/Pzwjt7\n4403JOrodruRSCQkxWxlZQUtLS1IpVLimkQiESwuLmLnzp0oFovo6+tbnWTHWptJjfXE43FUV1dj\neHhYavOdP3++BFhnriwAUWZUQvq+t2/fjomJCfT19SEWiwkWx2jmxz/+cfzN3/wNfD5fSTCCc6L5\nc1QmtKq0daWtEuJOGuTXQSoeW1uNnA9mUeiAgV6cGuvj8bWyoPus3TsqLI3psnk7I6ROp1MsQJ/P\nh2g0KtW0uUFR1jh0+X5GtKnUOChrt8Lf9LPS7jq/p2VEKzDeP0v7U5a126+tYPt5NXShceJ3evw6\nu8C/UAEaYxxmNRk5AeBly7IuAqi2LCtx4yMJANU3/q7DahFCjrcsSKgJqnSbNAANrEYCiX2xijMf\nvJ0iQNeIi0CTrPViAVZdsunpaYyNjUnvDIfDgZaWFqTTaczMzEhPCwCora1FIBBAZWUlKioq0NHR\ngXQ6jc2bN6O6uhoulwvV1dXIZDJ45ZVXpNwSE+WpVFgKvlAo4Nq1a5iYmBD8cGRkRCpW+3w+yZ3N\n5XLYuXNnifLlonc6nejs7ERHR4dkctx///04deoUXK7VUu+/+Zu/ifr6ely5ckVcVo130WKhYtFK\nwJ5nSjCe/7N4KBWodk+BNeoSF7cuMUYWAC0+Yok6MszzAWvVa2jl66wRjeHSrS0vLxcFQ6VRLBaR\nTqcRDAYRCAQQi8WwdevWkuKxgUBAFF5lZaUETKh0PB6PRIg1VEM55CbLZ0TL0o5XayybyltjisvL\ny0LHqq2tlYIYWonyh/Ogz6E3GbtCfCfHf2kFaN1ckPCA7X0Lb1108JbvUQB0/1ndiQuALCq6IwyW\n0GWyg808LoVOUy4oGNq94MLRi9zv96Ourg5tbW3YuXOnKN1r164J/aO5uVnygE+ePImFhQVs3LhR\nmPgdHR3I5XLo6+srUTArKyvSvAiAcNiSySSmp6cxNTUlVgmB+VAoJAv03nvvFXxK0zF2796N559/\nHplMBlu3bsWxY8ekYIPL5cLDDz+ML3/5yzJHWtj0QgNKMUEd8WRwwuFwCD5Gt1ZDDlRyfA60fmiR\na2Gn4tSYpm5BQEiCz59WjH2x6ON6PB7Mzc1Jy0o+V2DNFWMqG8nozAzREWveaxMiw5QAACAASURB\nVCwWw/LysmTd8P4CgUBJ5JzXwfvQ1iDnh+/brVrLsiTjxq4kl5aWUFlZiUKhUEL70XOgo7ycZ24q\nejNZL1f0v7QC5LDWChLuApAwxtQAgDGmFsDkjY/90gUJacrTEgFK+5xyd6SbwR1ZWz96QfNve6Tx\nxjWKMnC73ZIHqoFnRjfT6TTuvPNOXLt2TYS/vb0dwWAQyWQSra2tGBoawvT0tBT5vH79OhYWFnDu\n3Dk0NDSgvb0dyWRSqBnExhhd5t/c9bu6urB9+3ZJ7M9kMojH41K5pLy8HN3d3diwYQP27t0rc0NX\nOBAIIBgMIp1OY8OGDRgaGkI4HIbH48GXvvQlfOtb3yoJPlAB60CEnktuSlxQfFa0eqgY9Zxry5vY\nK9+n0tLzoWEBWlHc4NjDuFgslrj92pJhtJrWKK0/8iMZJSW2prFgNqRfWFhAKpXC+Pg4IpFISTYS\nN2RmsjCdz+fzSR61ljUNA9hhGi2/vG9ieIQHKPdAaUVsNniy05H0ufg/UFpMletMW5/rMf7LKkBj\nTKUxJnLjbxYkPIPVwoO/d+Njvwfgxzf+/gmAjxpjyowxrXiLgoQEq/kgKSykl3BRcAHY+/Nqbphm\nzWt3i9+hoikWi+jo6MDs7Czq6+tlZ966dSv2798v/Cqv14vm5mYMDQ2hs7MTg4OD0t6xpaUFKyur\nSedMhOf1EDB/7bXX0NHRIcqloqJConhcHLQ+Y7EYLl26hJGREczOziKZTKKmpgbj4+Po7OwUMnVH\nRwdeeeUV3HHHHWJ1sNzV97//fSwsLCAWi+HKlStYXl7tC9zQ0IAjR47gpz/9qcw5XT0my5OwzEUN\nrFXr1j2V6d6yUgx/OL96AfL+aLXTIuTz1rm1fP60QrlpUQFpt42b2NLSUkkfFo5QKCR8RypWwitO\n52oJMACSCsfahSdPnkQsFhOXUW8QrMZNxejz+SR7R2+ivA970EV7JlohclAuqTB5fzwuy5YRLtLn\n0oqD86vXlI6Ua6rUOz3+yypAvHlBwv8J4EFjTC+A+2/8D+s/UJBQWwLafdKl8OnSaNeYgQsqPg0A\n68nUrjSAEsoA2xqGQiHccccduHz5slT79fl8+N73voe+vj5UV1ejp6cHO3bsQFlZGRobG3Ho0CFk\nMhk0NDQgFouhoaEBu3fvxunTpxEKhTA8PIwtW7Zg586dUqRTKwjdBMqY1cyNeDwOYJWz5vf7kcvl\nEIlEsLy82jKALvCGDRukOAAVxCOPPILKykqMjY2hpqYGly9fxsrKapWSv/7rv8YPf/jDEutOV4Hh\nfNjBcbp5xK60i2pZlixGjXMBKFFodMH4GT5vPnvOAb+nYQkWceX903Lnc9QWoV0GaPFobC4YDEor\nTF4L5YqKorm5GYuLi2J9WpaFUCiEubk5uTbOCS0v+w+VmJ3yoq1DnZXCoQMZPIZlWRJ8Iclcz61e\nVnSvtbtrt/KpnNdjaKzyrX7WY7ylArQsq9uyrJ2WZW23LGurZVl/e+P1GcuyDlqW1WlZ1kPWDQ7g\njfe+aFnWBsuybrMs62dvemLHWl0+CoUu3a0XFXdaHWHTmIZ2xbio9aC1UCwWMT09ja6uLgQCAVRX\nV2N6ehqdnZ04d+6cuHoulwvbtm3D66+/jsrKSrz22muIx+NIpVLipr7wwgu4cOECBgcHEY/HMTk5\nKX0+KioqJALJclX6vok10iXM5/OSsubxeODxeHD9+nUEAgGMjo5KwMQYI9WLl5aWhDDNvN/GxkbZ\nHD7zmc/gyJEjJTXtaD1znrQiorWslaQxRnoW89q50IjHaSVJEJ7PhAtPKyQudHtmj06lKxaLYi0z\nrU5XSrnVYiGNiVkmhAf43HVAwOfzIRwOw+12Ix6PY2VlBRUVFbI5MXrOAAgbQS0vLwvhWwdjGKHV\nio7yqRWbxjC1ouP7+jlRcRP301gmPR67AubxNf6olcu7QZCbx7plghCz4c1rUi2FGIDgMHSpOFH6\nIXOB2jERvWAplLOzs5LDOzU1hdHRUVy6dEmoG+l0WqqNsGJzOBzGtWvXkM1mkc1mUVtbi7KyMmzb\ntg0bN26Ew+FATU0NIpEIotEozp49i6NHj6K1tVWsJW3lABBLtK+vD42NjZKPumvXLhhj0NLSgoMH\nD6K5uRkjIyOYmprC1NQUxsfHxULevXs3nnnmGUxMTKC+vl6s549+9KOorKzE17/+dbFmqIS8Xq8o\nOx1F1cC73R3TrhcVl6ZtaDoR6Ub6b35PWykAbqrUQ8vFsiwJeiwuLkqdQS58HkdnBfE4xCdpsfF4\n5M7pzZL5tJQdyhu/z6rbPC/l1R6o0xCMDrLpz/F9zVHU1hmtYco1vRG2EdXBH25itzIINA1G/71e\nFhbwrgK85SAIbFlr1Bf9wCzLQiAQEN6a3vH4MPng6d5qt4cCbadwZLNZDAwMYGRkBKFQCA6Ho6TN\nJK0eprvNzMxgbm4Ozc3NmJyclNzQu+66C+FwGAsLC5iamkJFRQX27t0Ly7LQ2NiIrVu34uGHHxas\nS7uexqzWbGu5keZG/t6WLVtw+PBhBAIBpNNpvPrqq3C5XDh79iyKxSIuXLiA/v5+NDY24v7770c2\nm5VKKtu2bcOrr76Khx56CPv378enP/3pkurGVPDEI3lNbrdbMDId/QXWgHutFDUBmdYaFZnmp3FD\nY7Mht9stmTn8oYLQ9A2WqWLuNgA0NDRI6XlGhPk9YC2v1ul0Ynx8XGRE9xzOZrMYGhqSslG5XA7R\naBS5XA7JZBJTU1Oora1FKpUCALS2tmJpaQnT09Mik2Qk6MWqo7Ja8Wp+Iu+D88Lr07CN3mS8Xi8i\nkQjy+TyKxaKUA+N1ULnxPPbouFbEej2sl5J5VwHeYugUIZ3RwIdJjEoXfgRuJnjeamghIemX36mu\nrkZnZycikYiA2YlEQlzXy5cvw7IsjI+PS2XmiooKjIyMIJPJSO25YrGI9vZ29Pb2whiDeDwumA0x\nvenpaRHMiooKwfgcjlWi9dTUFJLJJHbs2IH9+/cjEAhIMyBgNa+4tbVV+HLpdBqpVApPPPEElpeX\nceTIERQKBcTjcaTTabS0tKCnpwcvvfRSyWKtqKiQ/3XWBt1TezCBVpXOvLEvIAYk9Oc1VEGKD7mI\n3ID4fLjQ2ReaVg2VBYsY0BLLZrNyrZQb/eP1epFMJksWu3bVtSytrKwWN2AvkEwmg0QiIaX4AUiT\nKs6B9ig0pYX3Q/nVmwQVNKEO7Z1wjjQUwPkJhUIlMIXdzdX3xs/pedXnAEoxxvUYv6oCNMY0GmNe\nNsZcNMZcMMZ8yvb+nxljVsxqai5fe9IY02eMuWyMeegXXdu6KUA+IM3No+tDN4MWAd0MjWHZcT4e\nEyhtuASs4YgNDQ2oqanBhQsXSqwDDdizmXZVVRXq6urQ29uLuro6FItFxGIxzM7Owul04vTp0+jp\n6QGwVpttenoafr8fVVVVOH/+PJ5++ml4vV6htBDYr6yslOuNRCIYHh6G3++XFDaHY7Xc+8zMDE6f\nPo2JiQl4PB5UVFTA4/Hg7NmzOHHiBHw+H9ra2hCPx4UmcfDgQaRSKYl0aiIw6S1LS0uSw6wxO201\nc174v85SIO7FZ0KMjkqGlpBOd9MZI8Ta0um01OkDIHQVl8slBUwZ0dXFXOnWUm5cLpdYb9qi0oEy\nNi6i9VkoFBAMBsWiJw5LWWHfFgYfGHW3U3x00MNuiXG+dB9kHZW1yzI3ft43vQc7pmgPotiDS/bn\np7mF6zHehgVYAPDfLMvqAnAHgD8xxmwCVpUjVlkpg/ywKU3FfS+Arxlj3vKm100BAhCFx8GFol2v\nsrIywUHoLuuSUNo1tk8kFzSjaKx9FwqFcOXKFenOBqxWUUkmk6iqqvr/2Hvz4Eiv+lz4ebulbvW+\nS2rtsjSLZsYee2yPndgEx2MINsbXGANOcHILKjcLqXAhVTe5IZUvS1UgH8UXUqEIhCQGE4ghLAFT\ntjHGIfZgPJ4xzFijGWkWa7SruyX1vmnr9/uj5/n1r19rjG24Frk1p0olqZd3Oe85z3l+z285Mnkn\nJyexvr6O2dlZOBwOeL1e7Ny5E7fccguGhoZw+vRpqRk4OTmJH/3oR7j66qvFe/ihD31INkrnvXV2\ndkoITrFYxMrKCqanp/HMM89IcYXDhw+jra0N5XIZqVRKzNVMJoMPfOADOHLkiBQNHR8fx9GjR3H6\n9GkcOnQIL774Io4ePSoTf3OzvpcHvcaMk2NcHxcbTmQdzMs+1boVn4vOIqFuq9O6dBA1J2O1WkW1\nWkV/fz/uuece3HnnnRgaGpJ8YTLTSCSCWq0m3vCxsbGmtD0NIg6HAzt37kQ2m22K9eS1kskRKDOZ\nDHK5HGZnZ2WjeQaed3Z2IpVKwW63w+/3i1TAc2lnFseiDtvRDIxgyH7jIs5Wq9VkkdKLgN/vl4WE\nz4djXeuomtlqq0gzcT5DDaDb0V4rAJqmmTBN88TFv4sAxlHPNgOAvwHwh5avvOJUXLZtBUB6M7Vp\nwdc5efng9QTRuoaVwfA1FlEF6qZJZ2cnTp06JRVdeE6aK0xBo4cvmUxiaGhIwmVYBmtgYADHjx8X\ncb6/vx+5XA4rKytS7+/EiRPYvXs3nE4ndu7cKYDu8XgwMzMjoR0bG/VSS6w8HIlEsL6+jt/6rd/C\n448/LrFmpmlKefmenp6mmMjV1VUEAgHcc8892Niob1fJCjsApAw8c4JpCpO5URvUjIkeVGscm3Yo\nUYOi9srv6c8T+OhU4rMcGBjAww8/jNOnTyORSMDn86Grq0uYGAGf189rpJ5GU3hzcxN+vx9+vx8z\nMzMAGqa5TjNjvCKZrMPhkA2iAoGA7ORHs5zhMplMpuledb09DUg65ESDoP5fL9x8D4DESfIzZIta\nZ9WLkWa+Vm1P64Tay8/FbbvazyIMxjCMAQDXAHjOMIz/BmDONM1Ry8deVSousM31AHUEPAennlg6\n7kqHDwDND1uzQDZqLASZXC4n37GmCK2trTVt3MMVtq2tDQMDA7IhTywWQ0dHB+x2OyYmJtDZ2Qmf\nz4dMJiMsdWFhAd/73vewe/dupNNpDA4OSrYGM1BsNhtuueUWAMDS0hJyuRw6OjqwubmJiYkJlMtl\nuN1uqeLc0lLf3ezgwYP43ve+h2AwKAn5tVoN/f392LVrFx544AFhXZyY2oSj5sb/CQrsL55Lm5G6\nHiDDiazhLto0tk5OZkwwHtIw6psq/eIv/iIikQii0SgcDgcSiYQwUwZh2+12LCwsyHXxeWoG1NPT\ng/n5eXHkAJAUS63bEVycTiccDodsbWANHm5vb5c8bAaLW01JzfL0PWtvOs/LhUZ7sdnfOjVOj21t\nwvM9vaBYQVSnAm7l7NhO8xe4NANcXFzEiRMn5OdSzTAML4CvAfifAGoAPgzgz/RHXu70L3dt21YS\nXweictXTOhG1EYKfHngELjI46wqpA2R1SSdt4ulQBZp4q6ur6Ovrk0KTo6OjwszGx8fxG7/xG/jn\nf/5nXHfddSiXywKCQ0ND8ndLSwuuvfZaOBwO/OhHP8LQ0JCYTlNTU7jxxhthGAaGh4cxNjaGdDqN\narWKyclJ2U3u8ccfR39/P5aXl7F//34Eg0Fsbm4ik8ng7NmzaGtrQygUgsPhwMLCAt773vfiK1/5\nCtbX1zEwMIDW1laUSiXR2Lj3sTbpODm1Vkitjf3D39TM+FwIngBeAnhad+VCpmPTNjY2sLCwgIWF\nBfkswb6trQ0ejwfd3d24cOGCmO0a1MkCV1dXpR9Onz4trxMk6HHX2iYrcxuGIXstE+C5T0t7ezuC\nwaB4/2nOkxET3MiSrSXKtDedpj37CWhsc6lNVL6moxrY1xrMtHdXt0uYj01gqzXx17tdQt8T+Yht\ndNRK6ADDMFoBfB3AF03T/KZhGFcCGADwwsX76QHwI8MwbsCrSMVl27ZlgUUK+FD1INcPmBNAr3BA\nI1Ffm8LaY8nXuMJz9ab5SCZB4d00TVx77bW4cOGCFD1gia5isYj3vOc9+OEPf4g3vvGNmJiYkLJZ\ntVpNQmZYhaRUKuHBBx/E2NgYvvjFL+Itb3lLU9yc2+3GN77xDdx1110A6ibaoUOHMDg4iCNHjkhg\nbaFQwMzMDJaXlzE7O4toNIp0Oo1isYhwOIyuri584hOfwAc/+EEpfb+0tCSsT+9+xkUhk8lI0LAu\nMkBGrkNLyIZ1rBo/y/5nX3Lh0SI9n7Fp1nfcI5PmM2F1nXg8Dp/PJ1tVspiD1tkIDCxoarPVt/Qc\nGxuT+2ShCQYPc1e5crksThACLfs3Go0iEAhgfX0dFy5cgMfjQSwWw9zcnMgzOmyIz5HWCfuKCyuv\nVS8WQMNi0ZksmiXT8uExNGBpR4vO2tkKWDQ50Cx0O83g16oBGvUO+GcAp03T/NuLxzppmmaHaZqD\npmkOom7mHjDr1alecSou27Y7Qfhg+YB0SIzenMeqSQHNO5JpTzHQ2IuCwj8HAicvJyu3eYzH4+jt\nrS8eZCw0gTo7O/Gtb30LfX19eP7555tykv1+P7LZrFzHxMQEZmdncc011zTtl8u9bKemprCxUa8f\nePLkSXg8HvT29uLIkSM4c+YM4vE4XC4XVlZW0N3dLdrYoUOH8MMf/hCmaaKrq0tS6PL5vISbGEY9\nc2JlZQX5fB4bGxtNO6OxrqBmglZWwH5jH7E/rKaXTmOzml1amyXL5yDnxuucnK2trRKLVy6XRUrQ\nep0GVs3kBwcHZasBmskaxAOBgFTa5l7M2nnCslihUEjynnO5HBKJhIwBLgwchzy2LgbBsaA1UgI/\nr0vn++p+10xNb7HK96y6ItBcsYeL8FbP0Qqk29VeKwACuAnA/QB+2TCM4xd/brceXp3nFafism2r\nCQw0BhLNLAAyeLiVohbQNUMBGqI3B4GeqEBjcGpThKzPbrcjEAjA6/VicXER8/PzwlZaW1slpMXj\n8eCWW27B0aNHZUc4u71eZp2bjZNZLC4uwu/3iyn6gx/8AKOjo+jp6UEymUQ+n0cikUCxWMTs7CwM\nw8DU1BQ6Ozths9mwc+dOPPHEE+IJXV5eRjabFa9kMBhEMBjE4cOH8elPfxrvf//7m9gRa9kBdc+2\n1vhYJIHllQgcGkC0k4nHBZq9i0Aju0NPML7P+ENqazr+ju9TD6zVasKmdcVo/fzp8eZ3W1tbZY8U\nbYITtOntZxwhP1OpVMQBxK0JOjo6kE6nUavVYwOZeqhNXN1PVkDhmCM48lzMNLHKNxrwrLodmbnV\nsaHB33r+S+X36kVHhzNtR/sJGPRy3/sBfnK67hWW/z8C4COv9BzbxgCZKcCBw0lD/Ybai8fjaco+\nsOqA1hWQ3+MAINiRSWidqLW1FV6vVxjPysqK5Hqur69jz549iMViCIfDOHz4sEwwhi3w2Ol0GvPz\n84hEIgDqsWPf//738eSTT2JkZATpdBqRSESuhzvA9fT0SPYJHSPck5ggWalU8J73vAfPPfecZFVM\nT0/jIx/5CN773vcK0yN7pnhvGIbsGsaiAnQM8PpN02wCPC0paHNXx7nx2fE71NCsi5NOZ9QsnX1Q\nq9UEIChLaKcMzUpO+tbWVonDc7lcuOGGG/DMM8+IRqmfK8dKOp1GPp+Xe3I6ndLfGxsbmJubQyQS\nER2WpjDLzvNaNfjoMahf10BDU1mnEerFWTNqSg3sS6CRJcW+59i25gRrU5fHZ9MAyme3nRrga2SA\n/8fbtnqB+WCYLUBA0eaudVXVTEIPRGtgqZUx6hxVssauri6Ypon5+XnRI10ulwQvHz9+HCMjI3ji\niSfQ2dmJQCAg1UJaWloQiUQQCoWkQAH3BCE4Dw8Po1AoSN3DlpYWRKNR9Pb2olgsynl7e3vh9Xpx\n9OhROBwOZLNZMQ2vuuoqrKysSAXj6667Dn/5l3+Jv/qrvxKQd7vdTVVGGPahy1Vx8DMNjJWurQsI\nFyNO7q2ql2hHFT/H56UdTgQl7QWlOUkzlnodwdDlcjUFWdvtdilxxbERj8dRKBTEc6+BgQ4fAOJ8\n0v2gs01Ms1FpBaiDbm9vrywa1PD47Hjv7Df2lzZTOU416PFc/B7HKSUcjhcyVs3aNZOzPi/92a3k\noa3m3Ha0nxT+oqWF17ttqxMEaHQOg2S1l0xv2UimoSeq1fzhexysNLW0x5lFPQcGBkQ054Tjrmyx\nWAzJZBKhUAjT09Nwu93IZDJYWFgQT+nm5iZKpZKkzJmmKSK/aZoIhUKSP1wqlXDkyBH09PTg0KFD\notH19PQgGo3C4/Hg3LlzUnWYC4LL5cKePXvw7//+71IR+tFHH8VDDz2E+fl5uFwuBAIB2Y5Sb/mp\nnRg0QbXprisv0ynAvtTxanpSEQx1wDNLlenJTg3MqovpYGCChbXSi37OrIyjvdSMrTx16lRTnB/Z\nGU1clo8noyOzL5VKTd7p9fV1ZDIZCZoOBoOiQ7L/GMqjQ314D3o8ckwSsPRr7Bdt8vJ4Opiaf1tD\nV/g9DXhWRqcZIT+nGdZlBvjStm0A6PF4mrYeBBosjZNU785lHYDWH75OE0gHvmoHiGmaklzv9/sx\nOzsLn88n8Xx0EOzduxfRaBTj4+Mol8syybn5Nz2tPA4naDabRSgUEpALBALo7OxET08Pjh8/LiXw\nW1pacOWVVwrrufHGG+F0OhEMBhGNRpFMJvGe97wHn/vc5+Dz+XDFFVegUqngU5/6FJ566imYZj3n\nmKBCE4rXaZqmeD3JOLjjGvN0gYZDQ2tNnJQ8rs4Xtr5HFqfZOACRLfhdbabxOVcqFblflqJvaWlB\nZ2enLEocI0Cdvba3t8M06zFk2gQn6HKhc7lcIrGw/D3vleBDps2KLzoulE1bGtYwGKtDQ5u1/F8z\nR+skZ18yRpP9pR09Vv1Qg+ml9D/tibZ+bzvaZQDcopF91Wr1gGPtDTZNU0wiDjgOOs1Q+GA5UXT0\nPAD5nF7tu7q6EI1G4XQ68eKLLwq4skhBOBxGNpuFzWZDNBrFysoKVldXm2LCOjs7YZom4vE4otEo\n7Ha7BNXmcjkpuFosFhGPxwXkWltbMT8/j2g0iquvvhrf+ta3ANQ3Jz916hS8Xi+SySSSySR+93d/\nF5/4xCfQ1taGSCQCj8eD973vffjgBz8oA5zVgjWzoqeToMSacgQIn88Hh8MhZaDcbneTY8Aq5hO8\ntBeUrxGYfD6f3DOfJftfA1Q0GkUsFpMd9KgF2u122WPFbrejWCzC6/Wivb1dCjmQBd5888145JFH\nBCSYvaMXOd4H08zIJk3TFNbM8UMTdM+ePTh69GhTQQXtONOMCmholLqGJUGLoMZjWOUYbS4TmHSp\nN6DhCNSf3YqV63Nz7OvQJStB2I728wyA2+YFJqBxEnCSEbSs8WUERx17pbVArUdxBQaa971wu93o\n7+/HuXPn4Ha7Ua1W0d7eLh7cSqWChYUFXHvttdjY2EAikYDf7xcTra2tDaurq7JpejQaxcbGBubn\n5yWcJp/P48UXX8TIyAjW19eRSqWQyWQQDofhcrnw/e9/H1dccQWuu+46tLa24vz58+jt7cXMzAzO\nnDkDAPjlX/5lfOpTn5Lq0AcOHMD111+Pz3zmM02yQCqVkswJwzBQKBSadhez2+3iKTXNevn9paUl\nkRoI/nwO7Gt65Pls2I9cbHg8eqXpzMlms0gkEk2TTxdT1WZdtVrFxkZ9/+dKpYJqtYrBwcEm2aBQ\nKGBubg7hcBjLy8vweDxS8h+AMECCv477bGlpQTabhcvlkrFCCYBAyTxpxiSWy2WUSqUmjZL3bgVA\nzYQ55nRQPu/V6lmnmUtmSBC0BqBrnVADBMez1bLR0Q/6s5oo/FfzAr8ebVudINqk1Un2HDA63YsP\nXccLao8vJzLZkZXR2O127N69G8ePH0c8Hsfi4iLcbjcikQhmZmYQCoWwubmJ3t5enD9/HkB9kpZK\nJXg8Hvh8PgAQtujxeNDa2op0Ot0UlN3d3Y1gMIiZmRm0tNSLqvb29qJQKKC3txc2mw1erxdPPvkk\nksmkCPq89p6eHuzdu1ccF7t370YwGMTQ0BCOHDkiNQAdDgdyuRz8fj/a29sljo19w3xnTmROxNbW\nVgQCgSZTlBqp1u04aHV1E80MGbbicrlQKBQwPz+PM2fOwOVyIR6Po7+/H5FIRJwU3NeCVWs0ANHr\nv7y8jMnJSczOzqJUKqFcLqO9vV3uZd++faL98b70fs/UXldWVlAsFuH3+5tS5xwOB6LRqKTKAUAm\nk4HP50OlUpH9Pqh16rGoM4asXl+enwyLDjWrzq3Hu5YEeHyrxqflDaA568bqlLI2Dd7baf4Clxng\nlo03zfAXHbEO1KtiLC0toaOjQ7yAOg9VayEcLNpk5uClGbR//37ZaGhsbAwtLS3o7+/H9PQ0/H4/\nkskkKpVK0x4QHDzcmYul1FdXV5FKpdDX14cf/ehHiMViktO7uVmv5BGLxTA1NSW5wATdeDwuhTaT\nySQcDgfe/e5349y5cxgcHMQtt9yCT37yk7Db7Th48CA2NjZw6NAh/M7v/I6YgYZhNO2Twj4gC6Vj\np62tDfPz8wgEAlhaWpKwGFanIYOhh1Tn+nJRoplH0LLGvLEcP7eaJECwerbW/Zjypj3V1OWAugMj\nnU7Ljm60BqrVKvbu3YtYLCYmLcGceh31TxapYP9wcWI+uM/nkwwPPofu7m7ZVCqRSDTVUtSABDR0\nPm2NkMGxorn2DOvMDX6W319dXRXmrVM29YKjNe+tHCNWUNXftZ6X33m9288zA9w2AKQZp+k8Hz51\nKW0G6NACLcYDDfPKuooSxMLhMKampjAyMoL/+I//gGEYkpLV1dWF6WkpKYa2tjbEYjH4/X6cOXNG\nUtx27dqFarWK6elpMZE6OzsRDofFEZJK1XcH1Xu8Mud0cXER7e3tcoyFhQUJ20in0xgeHsbIyAhG\nR0fhdDpx0003oVKpwO/34/Tp03J9OoyDIEVwYgodQ0c4gVhRhRkr3KfEbaVFnQAAIABJREFUMAwB\nBDorOBEZdAygyZGhJ6FpmuIgAuqe/enpaQGEtbU1OJ1OYfeBQAAbGxuy/waZX6lUks/WajVJ3SMA\nB4NB7Nu3D0888YT0gc5P1oyVTg1W2WEhVTKpSqUiGi+BPBKJYG5ursnZw6aBxMq6tO7Ga9IApuMa\ndSMw6/2drd5yArDW8NjnGvh4fivw8rNs2wlC22V6v5K2rYHQXCH5gHXoBgcUwYTmLCcnB4t1MOhQ\nAmpyk5OTGBkZwfz8vHwnGo0im82iUChI8QCGS+zYsQOhUEiqt2jHy9rampioNGfdbjfS6bRstMOY\nRqBeHYY7zJ0/fx5zc3NIpVKw2eoxh9lsFsViUVLBxsfH0dfXh6WlJZTLZRw6dAif+cxnsLm5KQyD\nE69YLEogMbcOoDcRaNSkI8NieIfeF8SqYen+0yXXtS5GLY3szAoS9DC73e4mCYLe/XK5jFwuJ5M/\nFApJZgeLGNCp1dLSgl27dkm/WT3StVpNArsJ/IZRL4DKxUmPt+XlZdEF2UcOhwOFQgHLy8vCgjWY\ncVHVZq7Wnfk/Fxwya45X9g8XaH6er7Gv2bRmyM9anRo8jmblumlQ1ZLBdrSfZxN4W0via9AzzUYJ\nIKCxH4V2bmgNROsmeoXUOpjT6URPTw+uueYaJJNJKV8fj8dlI/GFhQWsr68Lm+vr68OxY8cA1ANp\n19bWUC6XMT09jXw+Lzu+sUw+C6XSGZFKpbB//37Mzc1JCAwLpBKIqtWqlMe/5pprUKvVcNNNN+Hk\nyZMYHBxEOBxGsVjEm970Jnzyk598CeiTGbPPCEQ0p+i8YD8RSBj/R3He7XZLPxOkGBRs1VOBxpae\nOtWNTIwLFcGR8X16vxB641dWVrC+vo7l5WVMTU1hamoKKysrKBQKSKVS4tll7jKLROgAZh0oTZap\ntxzVMYUMseEY8Xg8wjLZb8ViUZgox48ONdEM2MrI2PRCoccoFyxd1IN9oktx6XvTEo/+26r/8W/9\nOR01oU3j7XSCXAZAS+ND194zq75ns9lkq0gGQzM8QKdacZIBjUIGra2tyGQyWFtbQyqVwsTEBDY3\n62XtBwcHMT8/j3A4jI6ODgSDQXi9XqysrOBtb3sbDh48KFkEdrsd3d3dUoWEu7719PTgH/7hHyTe\n77bbbkNLSwuGhoZw6tQpXHXVVYhEImhra0NPTw9yuRzi8Tj27dsn9+N0OhGLxXD+/HlEo1F0dXWh\nWq3imWeewdve9jZ88pOfxIULF6Q/eI+8f04izR4oGeg4P+psdrsd+Xwem5ub4rWlt5fvkylwknKR\n0ZvLc6JbvY8EUF2bj40bUvH66digbpjP51GpVCSXmc9w9+7dGB8fF82NEkkwGBQQZ7A09VeyxEKh\nILnkNOdZAZp9k8vlkM/nUSqVpA+0FqflFqsmpxck7ZzQjE2Hr1D3tL7P56N30dN9azV/AbwEiLmo\nkbny/jRzvQyAL23bBoA64l2HV3BSkM3QjNIeMT3ptCmg9RHqL4w35PGuuOIKnD17Fn19fZiZmcHG\nxgYGBgaQTqcRCoVQqVQQj8fFVGttbcXw8LCkuG1u1qsQ7969G3v27AFQ37XsqaeeQqFQQC6XQyAQ\nwOjoKAzDQCKRwNTUFGKxmBRO7e3thd/vFw1vc3MTp06dwtGjR+H1evGxj30MX/rSlwT89eRiaIue\nMBzcDPhlcQF6SZn2VigU5H06E9j3TMSnWcrnQLNYs20dA6gnK9kTJ5121NBJQ5AlgK2traFYLKKj\no0O8xASE4eFhFItFLC0tiWamvcper1cyPMgYGeTt9XqRyWTE0UAwp7OHedFks7Q+9GJsZd0asDRA\nsn/0vWrLRS/uWp7gdzRAavNej289P9i01q3DdPR9aAaoF8rXs10GwC2a1WQlaFEb40SgSaFDCbTD\nRK/KmlVyMlpX37a2NpRKJSSTSSmDb5omZmdnpWQ9ANEGKfKn02kAwLlz59Dd3S0Byqurq3jmmWfQ\n19cnG2k7nU7ZQIkeRQLZ5OQkFhcX5RrD4TDW19cxPj6Orq4u7Nu3D7lcDgsLC9I//E2Aou6lM14A\noFQqweVywePxNDGMcrksWQY+n09MRbI89iEdB8yg4HnpdSaw0STXz5HPQjtMdKymzpjREkUsFkNn\nZycSiQRqtUZQfGtrK66++mrUajVhqpzcZDrpdFqKqGoANgxDngUXDDJDXaCAz4Bmuy6fRvN0q/HK\nvuGY08BGwLkUe9P9SlDT41oDwVbgYD2G1RlDQNZedn7+Upkj/6fbZQC8ROPgYQesrq4iHA7D6/VK\nSIndXs8MoJnLB8qHaRWGtQ7Dz+i0OAII0MhHHh8fR1tbG4rFIiYnJ3Hu3DkJUfH5fCKO12o1RKNR\n2aSc2R47d+6EzWbD1NQUbDYbpqenpfx8pVLBwMAA5ufncfPNN+Oqq64SM880Tfj9frhcLvh8Ptx9\n990AgL/5m7+RIOVyuQzDMMSkpfdc1wDUE4CSQrlclmBjsgiCQK1Wk9hG7hVCPYwVeHSYB0HL4XCI\nLsfjsGlTm33NHc60JklwYMhLIpGQzd5bWlrECXHHHXfgu9/9rmxoTnDiPfM1nXLH8cRr1gVU2X8E\nw1gsJv8Hg0H5LMN0uDmR1cOrrRH2PU3nrRZkPhud2cHv83658GunCY91Ka+uNnN1FR82LkbWCjbb\n0S4D4BZNm1Q6nMXtdiOfzzd5H6nvaHahSwpx4OvBwuMBaGJKS0tL8Hg8TQJ0W1sbfD4fnE4n5ubm\nBBBZi455pKxPl8/nEY/HRWsbGxtDKpXCrbfeKtWkuZUlrzsUCqFYLKJarWJ5eVmY4ebmJlKpFJaX\nlxEKhfDoo48KgNtsNgnY5QTV+ijQGFx2u132udUbkGvQIWjVajWJBSQj4m551N70pKPpZM3CsYrx\nnIzU5vhsdfBzoVCQXGodwqMncjQalaBkxhJqU05v6sQFlADH6+KiwaBwLnzr6+vIZrPC7Cm3kO3p\nhVMDCwGWYMVzAGjKI9YaIJkYXyP46clOMORzBprBjb+3+uHz4bVYPc/6s9vpBeaY+0k/29G2fVc4\n3QhkHNhkHQCaAqEBCChqE1Gvgnq/Bs36UqmU6GKrq6vweDzIZDIi0kciESnHvr6+DpfLJbuskZFx\nYBMcWbfvwoULold5vV7Mzc0J6IbDYZw/fx7JZBJ+v18CiIvFIq688kr89V//NT7+8Y9LaAu1K/YL\nJ59pmhI/pge1FsSZKcJFgRVx9MTgOfT7hmEgEomIjkYziguPliS0+acZKLVWDmpOQEoPBDD2J7et\n1A6DN7zhDTh69Cg8Ho+EJ9HLrOsGMlyGcX+81lqtJpWwNzc3ZR9kxpYyRZHgTHlCm9msn8jGe9Tp\nb9pTDjSXxrdmNvE71txgjld97VZmrc1o/tZOEH6H41+/bmWW29EuM8AtmhZ5rZ4zruhW7yYHiVWD\n0oOJLEXnW+r8YppUnHxkfsViEW63G9FotIlR6WwCVoMGgFwuJzm1119/PeLxOGZmZlCr1eByuSTO\nrbe3VwKde3t74XK54PV60dXVhdXVVRw9elTqBPp8PinYCUA0K056lofigGG/MdyEbKlWq0nZJ8Oo\nZ2lkMhkxB8miGQJCEORmUCxswOfBbBBWZtE52rxWhjPR1ON7vEbrVp08N/VJrf1FIhFMTEwgFAqh\nvb1ddGHqedzMnI4R5nXzmeoiCBwbTF3kNQ0MDKCzs1M0YPY35QWddslxSlZJUNFMjwsyx50OPbHG\ntgLN9fv4XK0FT9mH/D7Hu9Z32XgNWoPU+uJ2tssAuEWzmhNkVAAkY0FXjCaz4ICwis16wtG0I3jp\nAqumaYqmyA2xOaiHh4cxPDyM1tZWqbTMDY9M05QafcweKRQKCAaD+PGPf4yTJ09iZGQEu3fvRktL\nvdqzzWZDuVzGyMgIFhYWsLKyAgBS9LS7uxudnZ244oor8Ld/+7cIh8NIp9PY3NwUYNK6Ui6Xk3g2\ngjjQYB5ut7tp20tdpop9wj7U5eLz+bxsE5nNZiUflkBIAAYaC5Y2GbnwaACgKczYQzIveoMJpGSA\nNMXD4TBGR0cltQyoAyaZlt7r2TAaVW90LUkyLIIxmR4L1xqGIQUwXC4XYrFYE4BQl+M5rSaplfma\nZiPWUjMvLtRclClDaGBmP/N5aTkIaDDOrUJzeG1WKUgfg/dFnXk72msFQMMwHjAMI2kYxknL679v\nGMa4YRhjhmH8v+r1PzYM45xhGBOGYbz5lVzbtqbCbeVNrFQqIlSTUQCN+DYOHD0o+H2td1jNDD1Y\n6N3t7+/H3NyceCSnp6clk4AOkNXVVWQyGdmjg3pZpVKRun500CwvLyOVSiEUCmFhYQFer1fS4xYW\nFgSABgcHkclkJBMlkUhIUQXtTNCamxbVCcjsE510T+1NSwRkLozDo8PH5XKJl5hMkXnNzCfm8Rmy\nQk2Q2hXPwWvVAETGVqlUmkCdixqPQ4bN/GXqk4xZ1F5pmpYcQ/l8XsJcOA5sNpuYwFwA6TTRdQK1\nGUsQ1ua8BnqrvqYjDNg0KLF/gJduHcrPcnyyIK12WFjT6LS2rc+jwZnXxWtjqBQdbdFoFEeOHHkN\ns/Wnaz8Fu/scgE8C+AJfMAzjlwHcBeAq0zTXDcOIXXx9D4B3A9iD+mbo3zMMY6dpmi9r929rHCCZ\nGUFpdXUVxWJRPIcAhO1wYOtVWYcBWMMOOGEJhlydXS4XQqEQrr76asmxDQQCCAQCMAwDMzMz8Hq9\nki+rE+5XV1dRrVYxNzeHrq4uAMD09DTi8Tj6+vqwsLAAl8uFRCIhaXQsox8Oh5uA6L777hMt0Ofz\nSSVpghtNde1htNlsstFRW1tbk/5HIZ8eT36e4MUUM7fbjWKx2FQ8FICwVTKZUqmEVColDqCNjQ1E\no1GEQiHEYjGJuSMrdrvdUheQi1a5XAYAYR40vXVRBx13yHvhcydQaeDgWGGdQDJUoBFTyj7WWiiP\nwX6xhqMQjGq1mhSm5T3ymvW+I9qs1ODE69AZNQRE/T2ev1arSYENHbtnXdB1szpBtG7Ic3E/6+7u\nblx//fW47bbbcM0117zi+fmzbK+VAZqmeRhAxvLy7wL4qGma6xc/s3Tx9f8G4CHTNNdN05wCcB7A\nwZ90bdtqAuuN0FlayW63SyVjfs7j8cDlcjVpY1avrxbcte6hQwwGBwfxrne9C1dddRUmJycxNDQk\nTCUSicDtdktKFQdkqVRCR0eHOGY2NzcRCoVw4MAB2O12KUcFQFjigQMHJN83Foshn89LeaZgMIhk\nMolHH30U4XAYe/bswcbGBu644w4R4vX2lVwAqG3p6+CGUTTbyKR4v2RVepMdam80MenpDoVCEgoT\nCAQELE3TFKY6Ozsr5eN1HcK1tTUUCgU5P9PTaNatr69LYVa+z8/yWpgd4/V6ZXc+fl7rxTy3YRiy\nYTwAuVd+RmtlfI253kyDZJxmoVBAIBAQLY4LjmEY4ggiaOuq5VyAKCdoBmcFKQKT9pBzYWpvb8fy\n8rKYwFZPsY7f02CrmV5bWxsCgQA6OjowMDCAW2+9FXfeeSduuOEGjI2N4V/+5V/wwAMP/Mzm76tp\nP2Mv8A4Av2QYxhHDMP7TMIzrLr7ehfoewWxzqDPBl23bXg7LMBpZIBSgOamAet6sx+ORSaMBTzMj\nbR46nU7x4pEFxWIxvP3tb8ejjz6KG2+8Ee3t7ZiampI4w46OjqZ4Q8aw1Wr1rSndbrdM2mq1imKx\nKDuOeTwejI6OIhwOywZFXV1dWFtbw9LSkoA3K8ZQtN+zZw8WFhaQTCaRSqWwb98+TExMCOBpE8rv\n94uGyD7jhNKeWe2YIBBaTTCCPCc1tTqWjaI3MhAIIBwOS4EFAgGZHR0prIJtXnRekaGWy2VZVHiN\nZFKhUKgJpPS+HjQ1OU64ENBq0NVd+JtBzdQg6bThIkuHEo9JTz8XS4/Hg3w+D7fbjWw2C9M0hUFq\nKUIHYvP81Kipb+pxqZkmz0+wpFOGzik9lvUz0+a2ZrEEUWqZdOL19PRgc3MTP/jBDzA3NyehUbSy\nXu92KRM4m80im82+2sO1AAiZpnmjYRjXo74P8BWX+OxPtL23DQA9Hk9TRRIyndbWVnmPK6uuzMHO\n1Ks00LwXhWmaTXqT0+nE29/+djz22GO45ZZb8OCDD+Jd73oXlpaW8PTTT8tANgxDEuUZP8Y9Nbja\n04xhEVPTNLGysoKBgQFMTk6is7MTMzMz2LNnjzzgoaEhJBIJmKaJXbt24eTJk+jp6cHTTz+NkZER\n3H///fjCF76Au+66Czt37sSjjz7aVGWF10YgoXlNz7D2fAONasu6wKk28zjpGKNIthKNRqUeIk3s\nRCLRtMcuK8oQVIDmyiZau6K2qNPQTLPutSZjrFarTcHgg4ODuOuuuzA3N4fjx49jfHy8ifnyePy+\nBpFKpdIUiK3lA5rlHGM6SJx5wBps6RGmrsqtUmlyMw6VMg7jNBl+xWPovrKGEgGNcC0en2NMxxVq\nJsnjaS2Wvym3LC8v48SJEwLgHCdc7F/vdikApPTExiysn9DmAHzj4nGPGYZRMwwjCmAeQK/6XM/F\n1162vSIT2DAMu1Hflf3bF/8PG4bxhGEYZw3D+K5hGEH12VfkieHDoRiuNT2an2QqjBMjCGnBW8dY\nEcjIJHmcN73pTfjiF7+I3//938fnPvc5KXDa0dEhk7NcLkvMGFfqYDCIbDYr2heF6vX1dQG0SqWC\nRCIhGx+xGMC5c+eQz+fR1dWFc+fOIRAIyKY//FxPTw9M08Tjjz+O973vffjOd74DwzDwzne+E0DD\nA0jAtdnq5bd4v36/X8ryA409OEzTFAZJpwRBSRegBSAASvDQ3s1yuSyhPwwA1wyEDFtrW+w7aoeb\nm5tSWZugQ41M65PZbBYvvvgiHn74YXzpS1/C0tIS7r77bvzBH/yBPCcdE6rZIsNhDMNALBZrKmRh\nDR+i2awdaIVCQUxijqdisYhQKIT19XXxZBO8GdBOqUQ7dACIXKGLE+gfjl2bzSbbHrBfdF9aNe9L\nAQkXfDr3Jicnm5hqJBKRuo/b0V6rBniJ9k0AtwKAYRg7AThM01wG8DCA+wzDcBiGMYi6qXz0Jx3s\nlTLA/wngNAD60f83gCdM0/yYYRh/dPH///1qPTEMN+ADZoYG2QkHPBPdc7mcaFpAc34mGQ4j75nw\nfuWVV8Ln8+Etb3kL/uRP/gTRaBTxeByjo6MYHh5GOp0WPSmdTqO9vV2YI9lkLpfD4OAg5ubm5PjH\njh2TEvt03hiGgVtuuQWnTp0SEzyRSCAej4so/+Mf/xidnZ1Ip9PCDtfW1vDcc8+hWq1ifHwcFy5c\nwO233y5ZIazc0tHRAbfbjcXFRQDA8vKybCBE8NcFCGi6asZHE5cARWBkaA7336CHmCyNE3Oryj18\nhkDDTOT16FAnAhfj+miG8zU+0+npaUxNTeGxxx6DzWbD7bffjl/7tV/D0tISHnnkESSTSXFsMeWN\nY4RFVpmtQ7Al09CxoXSSJZNJKXVGXbKtrQ2FQkH6i+ajNkuBhsXBBUGPXbJmmsmc6PyOPq5emDi+\nSQq0BkiZh+OQhR8GBgYAAOfPn8fS0pKQBjrGisXiT+ON/anaaz2vYRgPAXgjgIhhGLMA/h8ADwB4\nwKiHxqwB+I2L5zhtGMa/oY5TGwDeb76CE/9EBmgYRg+AOwD8EwAqsHcBePDi3w8CuPvi36/YEzMw\nMIBQKNQ0sXQFEe6Ry4HCFU6zF2oj2ulBHcbpdKK7uxvZbBajo6P4yle+AsMwUC6XcfDgQfT392Nq\nakomxNraGgYGBoQ1cOBzAl+4cAFdXV0iYicSCZRKJdxyyy3o7e3F6OgogsEgnn32WdFhHA4H8vk8\n+vr6MDExgVwuB4/Hg0Qiga6uLtEAR0ZGYLPZsGvXLmQyGdx33304cOAA9u7dK4I5AUmHYtBbzQVE\nm596VdWv6fJZdIpQN+V3mKusdUI+I/a1jrPjsbR2Z7PZxPwisycIEPSYZQM076mhWUGtVsPDDz+M\nT3/605iZmcH73/9+3Hvvvejq6pJxQdOaBVV9Pp94unk8XViXf7OI7OLioiygNIcJ1pQCKAs4nU65\nL45Nmq+lUkmygmgJWDVBsnT+MOjayoSseqA2hfXxOjs7MTIyArvdjvPnz2N+fl60a6YMUtLZrvZa\nGaBpmr9qmmaXaZpO0zR7TdP83EVs+XXTNK80TfNa0zT/U33+I6ZpDpumuds0zcdfybW9EhP4EwD+\nFwDN4jpM00xe/DsJoOPi36/YE8MkfO4TwT1uPR6PxKjx4XNVt8Z7cTIBjQnY2toqe8dSnJ6YmMD6\n+joikQiuv/56/N3f/R06OjowNjbWVOTTbrcjk8lIEVMOPNM0pbQ9y0YNDAxgYmICXq8Xy8vL6Ovr\nw9zcHAYGBuD1esWT+6Y3vUk8vhzwPp8PiURCSmbRuzo8PAyXy4UvfvGL+OpXv4o777xTdCHeN50A\nNAl1FoR2JvE3WRxZhwY/bVaRsTEjgZNVe3t1f5C18TNsOnCXMXxkpkDz5uD05uqQJx0OozWvTCaD\nxx9/HJ///OcRDAbxgQ98AHfffbcAD58jtUBekwZpgjxZFrN/WG2G8ofOyMjlcnJv7E/2FR0tdLSt\nra01mcQ8N2NL19fXJbaRLDMcDouWyDELNDuwtM5NIOTmU4wiePbZZ5FIJMRpBTSKgPD828kAf4Ym\n8M+0vSwAGoZxJ4CUaZrH0WB/Te0izXy5q9/yvZmZGQkO5gRj6AtXXZpqQKOggdagOBgBCIsBIJ7a\nVCqFqakpbG5uigl75MgRfPjDH8bnP/950eTYJicn0dvbK6Yi9wK22WwYGRkBAMn+2LNnD2w2G775\nzW/ihhtuENPJZrPh8OHDeO655+BwOHD8+HHs3bsX2WxW8mEBSEmtpaUlZDIZLCwsYGxsDPF4HAMD\nA1haWsL3v/99fPjDHxaWpMV9TkCGaVx8FjJhtBeZphL1ttXVVUnJY/l+MoZCoSBMio4HLkY8PtAA\nYp2uSBbKv/k5vq7jADXg0vzj9TKAV5vPfNbnz5/HZz/7Wfzpn/4pkskk/uIv/gK33367XCPLeVFz\nJeOlKcmxQZDitpw8vy4HpgO6OU61M0bHVnJxJPsi++NPuVyWcC6G/VATpSbNa9AWjZYpWPorEAig\nu7sbu3fvxuTkJA4fPtykU+fzeenTSqUi/fcqQk1+pu1nHAbzM20/SQP8RQB3GYZxB4A2AH7DMP4F\nQNIwjE7TNBOGYcQBpC5+/hV7YnRlZwIbV16aNjpcgB2kM0E4OKzZIcvLy1IwgAOyv78f4XAYN910\nE55++mlxkHCirq2t4corr5QBHwgERD+ilzIUCslm6slkUkyp8fFxeL1eXHnllVISa8eOHUin0+LZ\n+oVf+AU888wzsNlsUhCVA7RQKCAajUp8GmsCFotFPP300zh48CBOnTolgEz9i9VfdMaHBkHNULT3\nj4sGWZPX60U6nW4KrOb3dewgQYQArCt163NrNk7WAjRYDZ8LQz+0iQ40Joxmp5oFkYE+88wzAIB7\n7rkHPT09eOihh9Da2irpijw+nWIcX7q6TWdnJ5aXlyUYmeY5mSLBUuuYvBa9ExxNaMNolC7juCyV\nSvD5fDLO+R4XEQ0AOnZRP0sSBLfbjfb2dgwNDWF2dhajo6MIBAKytwyAJu+31mgJ2q932y5290ra\nyzJA0zQ/fNH2HgRwH4D/ME3z11H3uPz3ix/776h7ZoBX4YnhA6K5QlbHgcH0JAAyaDlQrHmoWnTX\nA5yxV16vF8899xwmJycRCARw9Gj9kvTgcjgckhucy+WQyWTwjne8A7fddhtuv/12SZPz+/2oVqu4\ncOECWlrqW2uy0vJXv/rVpuv1+/3weDxYXV3F4cOHcd1112F9fR1zc3NYXFzE6dOnEQqFZOI5HA7s\n2bMH1WoVR48eFXPuzW9+swCFDtmgd5UTkKbO5uameBbJuHi/lBKAurnq9/tRqVTEq2rdE4MLjNYD\nCQ4EM7148TlqTZammI7dpJnNY+nsEF4rv2/1oPLaDcPAD37wA3zmM59BPB7H/v37paAD0NAVGQLC\nfiMj9ng88Hq98Pl84jjjGNQxfbxHXivlBZbUIkBScyNb5vNgVXNKAjyGYRhSkGGrRcBqGjLovru7\nG/Pz8zhy5AhisZik8en5wutnX2p99vVu/2VN4C0ar/KvAbzJMIyzqLuk/xqoe2JQD0w8DeAxvIwn\nhkzLNBuJ/ZygdN/ruDGyE/5tTUXSp6E2SBM6Eong/vvvR2trK5588kkxtXUMld1ux4kTJzA8PIxd\nu3YhEAjgW9/6Fs6cOYN//dd/hdvtxujoKMrlMrLZLBwOB4aHh3H11VfjwIEDKJVK8Pv96OzsxA03\n3ID5+XlMTU3BNE3EYjFEIhEcO3YMbrdbADYYDCKRSMDj8WB+fh6pVArj4+Nwu9244447kMvlEAqF\n8E//9E9y3+wzAgNNRQ0SBCB6MjOZjIANTdpKpQKfzweXyyWsjsdl7JvWvPSeIOxzzTq1mUWN0srk\nuLDxmVKn2wrsdAEBgpJVF+M1nDt3Dv/4j/+I++67TzaZKpVKTcyNzId7P3OR7OzsbHIwULPUQG51\nzuhr4HH5fLgo0Loh87JKBlyw/H6/hGDp6AMNVnSc+P1+hMNhpFIp2ZfG5XIhnU7LdXGBYzUlAiv7\nfjva/xUAaJrmU6Zp3nXx77RpmreZprnTNM03m6aZVZ97RZ4YncjPwFhOCAbFbm5uwuv1IhQKySpJ\nJwQHG5teVYEGKO7fvx+rq6tIp9MIBAKYm5uTCa2j6Akup06dwuTkJJ5++mn09fUhk8nANE2cPXu2\nSS9kul6hUMDY2BgqlQruuOMOPPXUU3j66aeRSqVgGIZoQNRuDMPA4OAgXC5XUzaCYdTj/+bn50UD\nvOmmm3Du3Dnce++9eMc73tHEIsi6qGltVeaex6VXl33i9Xpl4lHPQscoAAAgAElEQVT/Gh4elkUj\nFoshGAyK/qrjA10uF4LBoDAm7ZG0hmwYRiMzhWEnerHS+g+fqRVw+Hk9QbR5yJZMJvFnf/ZnuP76\n6/F7v/d7SCaTWFlZkRATmvAy8C9eK3O6yQpZtovSiS6+oHVKghr7RtdBJFADjaB0Omt0HCQznJaW\nluS7VhZM/ZLbFQDA1NSUmPQzMzPyDLUDRsfQcozo8ft6tv8rAPBn3ex2u8QqcWMbetI4oRiKwger\n4820maU7kcI5WYbT6cT+/fvxve99D62trYjH4zJgDaO+K1ilUpGULu5ZyxWTJaYIPDabTZwnZ86c\nET2Rm+2Ew2Hs3r0bPp9PdEjTrKdeEXRnZ2fFy0zNavfu3fj617+ON77xjXjooYdEl0omk5iYmMDB\ngwclg0FXY7FqfbpPNKjQ60jvscvlkslFBxMDeLXThBObn2UxWZp3GvTI1OhU0WxPZ0UQJKymLQFH\nm+l8nWBOcNFskC2bzeLLX/4yvF4v7r33Xgln0qXWPB6P5M22tLQgGAxKPUg9ESkfaMcN+5Xn1s4S\nvWcKFybeC18jaFObdLlcAorazNZjmmDMbQtYuszlconmx/5mVIDD4RDTHmjUG9R9+nq2ywC4RQsG\ng8JWWHUDgIANJ8FW8WHa3CJz05MfqE8ap9OJpaUl+P1+uN1uvOUtb0GxWEQul0OpVJIsB4Ic85AX\nFhZknwgO1h07dshGOy0tLVhcXEShUIDX60U0GkWlUsH8/DyCwSA6OupRQWRMLKYajUZhGIZoTjTr\nl5aWkE6nUSgUcPz4cRQKBTidTnz961/H/fffj1OnTuHIkSPYt2+fmFp0gnBjJ+1pJUCS/ZHN6NQ5\nmnqcGAyoZiOz0aW2GPLChYDgp/N42YcanDRI6df5vAiUfI1MSztPtHOFCx3Hg2aJi4uL+OxnP4tr\nr722KRWMGh2LxtIK4HEJ6NRQreYiFxt9Luv1cWHV5jrvn4sKv7u2tiYsXKcUWr9D85de41QqhWAw\niFqthlwu19QvfBalUkm2HeWxeJztaJcBcIvGwgF8uPQKMmizXC7L1olkKFoH1FqRjrTX5hGDWU+e\nPIne3l589KMfxYkTJ+S7LFzAlC8yBW6pmEwmkclkpFrI0tISdu7ciXA4jM7OTpgXhe5isYju7m4c\nP34c1WoVp06dktguwzDEUzs9PY3e3l54PB6Uy2XEYjFZqZeXl+Hz+dDa2orBwUHE43G8733vw7e/\n/W289a1vhcvlwh/+4R82FS4AGh4/rdcxVIOMhEDFIF1md9CkMs16xZeenh45zvz8vACs3+9HLBaT\nIgGa4THGj+fQZbyA5kwJ/tbPjQNfM1jNHnmPQCO1TW/XqTVILobz8/P48z//c3z0ox8VvZPhRwSn\nYrGIQCAgDAxoZpr8X4Mdn6deeLVep0FPXz9fo6OI4UiMIWXT5j//t9vtaG9vh9vtxsrKCiYnJ2Gz\n1TNduIETALEC+Ox5PkowLS0tkiL4eref5zCYbQNACu00xxjMy4nEiUbqr71k2swj0yFrYDiC7tR9\n+/aJk4KmI8GRANLR0YE9e/bIXrJcTdmq1Sp6e3tRrVYlI4RsqFaroaurS5gQwZUrfTQaRSAQeEmh\nT7Il/Z1EIoFEIoFsNosvfOEL+KM/+iO0t7fjmmuukWBxsoyNjQ0BJc3yyJ61I0ibU2Qq4XAYACTG\njSyFk52gQacNWZTW8qjz0Szl+XXWCEFEp8IRHPiaDtomEFoZIhc1gpRmZQQm3mc6ncbCwgLuvffe\nl3i1mVUTjUabtjGgh1afX7NZK1PRpjxBkfemHVNaH6QubC26oNkyj8nnwISB6elpWTyZdaKvg8/H\nNE2JPuC5qOduR7vMALdoNLmoxTDtiKsXPWZkhlztOMi1pqR1JA40DsiFhQU8//zz6O7uxt69ewE0\nIuSp46yurko5LAYBs4wTJ3hbW5vs+MaEeILvFVdcgbGxMQwPDyORSMDn82Fubg5tbW3o7e1Fe3s7\nqtUq4vE4Tp48KTGGgUAAQ0NDYs4ynKajowPVahVnz57F6Ogo/v7v/x5er1fYD7UymrK8Ps00dM5t\nNBoVoKcozgovOs5Np4MxaJcTh8BDMGL/6mdgXYTI3Fgii15RDnY92XXjuYDG5OaY0PKHBj6rd9g0\nTXzlK1/BgQMHsGPHDgFmXjOLHSwsLMi52If6PvR9aZDXDg82Ahm/q012LqZutxvhcBgdHR0olUov\nCYHRDHRzc1OK5eqQHAKszvjgc29tbZVUQL5Hq2C7QOYyAG7Rcrmc7K0LQFZgPiyCn2nWYwV1ChxX\nOw5M7fwAGpOGDLGzsxPXXXedhHvQ9CPYhsNhnDlzBtPT0+IxpLnAc2j9jPFifr8fhmHg9OnT2LNn\nD5aXl7Fjxw5xcrS2tmJ2dhZnz56VwpsjIyNYXV1FJBJBOp0WLXRjYwPT09Ow2+3YuXOnhMkcO3YM\nd955J1KpFJaWluTznDT0DlrZJMHR7XZLX9RqNcmOME0T6XS6Kflfm7TsU22i0MzSzNuqyQENHU/n\n4tJbbP2fpiQbmR6fo37mfE2HwGh2psGrtbUV8/PzePzxx/Hud79bTENmZVQqFbS3t2NhYUHGmdWh\no4FZ/2116PA+tBNHXy/PzUKzvO5MJtPkPLFKOAx92djYkO0XaMpqS0fLHVzAdL7zdgQ/63YZALdo\n3LibIELTSwvCzHOlqapDKfi/NpP0hOGEcDqdOHHiBD7+8Y9jx44dkq/JQbqxsYF0Oi0CuZ7QjKNi\nyaldu3ZhYWEBpVJJcjhrtXrM2alTp+B0OpHP57G+vo6+vj5UKhURvqnPzMzMwO12Y25uDvl8HplM\nBm63WyqPAPUS8rlcDqZZzzK5+eab8aUvfUm8wDRxWU6qs7MTsVisaeIAdeaVyWSwsrLSZHqurq4i\nGo3CZrOJCb+4uIiNjQ34/X7UavUisIFAQFiTdYBqU5GTEGgGCoIBGak2GXk8XV2GLFUzK5a05/PV\n12I1F3n/XABqtRq+8Y1vSNgOwZbhIT09PZidnRUphkChQZnAqLVmAGLi6ogDq2da/9/e3i4Ot2Kx\niOXlZdlZkPei74d58awEND8/L6W5aAnoIqragqLEoXXX7fIAsw8vA+AWjWxKB9myIxiGQrDS6V5A\nwyun9T5tkvHBU3jet28f9u/f37S7HIHJ7/c3rf5cTcl6Ojo6cObMGSlxVSwWsbi4KKEsBL5EIoGF\nhQXs3r0bxWIRq6urCAaD2LdvH7LZrBR6zefzAOpmGMuy22w2hEIh2V6TgcocuC+++CI2NjbEi0lg\nsNvr23cy1IEsjRqgrrtHDzIFeHrB19fXEQ6HZVIzrIN9zr7QRUQpsFu1L/7wcxowtFfSqg/ydR3s\nrc1L/Wy1BsxnbwVWjpNyuYyvfe1reOMb3yiSB587F1NmuWhA03nnVuClKcpxyEYQpxnMz4dCoaaU\nRDr6rLICr9sw6rnc9MrPzs42HZ9zRd8zLSldakvrmEwv3Y52GQC3aDS7yPyYoaCzPDhRyfho2nAy\naM+vDmHQIjYZ5cmTJ3HixAk4nU4px849PBjHR2+09jjXajXE43G0tbUJKyuVShI+wu+ZZj3AOBKJ\nYG5uDufOncPMzIywA4aURKNRVKtVKRdPJ8Dm5iYqlYrkBv/SL/0SpqamANQn2d69e3H8+HHpL+ap\nulwuqQvIc/BHp2bprASgPijpwY5GoxKUrdPAeI0aBAjWAF4ywaiPsf8IMLw/reECDZDiokTQ5eKm\nw3A009+qWScTTXRm+Pz6r/+6PDMuINRxU6mUMDGrI073mQZeoAHqPI+WJnQAeCAQkP6kvKDHrgYy\nzf6cTiey2aw4sbiYa5Odx9ESCK+VCzn7c7vaZQDcojEOj15Nva8rmx5MXDWpSwGNYF/diZo1kB2s\nr6/j4MGDmJiYQKlUkj0+mEJEbYgTn/nDm5ubuOGGG2TSraysNMXFcX8Plr5Kp9NIp9PI5/MyIPP5\nPC5cuIC2tjYMDQ1hdXUVV1xxBdrb27G2tobe3l6ZJIFAAA6HA7FYDMvLy3jHO96BW2+9FTMzMxgZ\nGUEmk8Ef//EfY2NjQwqXFotFzM/PY3FxUQYRnQ7a68jgbZYFo9bZ0tIiwM4qMfF4XGLUtMeW921l\nd/o5aQeMTp1jP+tQEe1g0Auf9qwCjeKlfE+XlLeav9ohQFAqFAoolUo4cOCAAEFXVxcWFxflc3rP\nZHpmraFXeoHQY1WzWzp/eO+hUAgdHR3IZrPi9NAeYj35+T1mDbW2tkrmkrZadCYQg6i1Fshr4Fgm\nGBPkX+9mDXe51M92tG01gfXEIohonUoPJP6tMyAIeHow6ZAHsohCoYB4PI4XXnhBwk2oP7KgJSe2\n9sj29/djz549mJmZkerKnLClUgn5fF7AmSEmZBfU4ljlmgHeqVQKvb29WFxclGIJdHDMz8/LgpBI\nJJDJZJDP5/H5z38ex48fx4svvihVZCgfUBPiYuJyuZp0OYbmkF3rbAE6RHSmjQ7mpS5GZkcTSrMW\ngiwlC2sQsDWchU0zHu1Z1uK+drRols9jap2Or1vj73ieJ598Evfcc49IAh0dHcKwGS5iBSQdW6kd\nOhwDOteW5+I9EIy5kBKstHfYqlsDEOcfgVzvwcKwGPYv+4dyBo/FVDjdR3y+29EuM8AtGm+aKxQr\n49IEACDhL3pQc4Jos0Mfz9qRBAACBTUvDhoCoq5Jx4rSV155JR577DHs2LEDwWAQc3NzsoKvra0h\nFApJ9RGaV4ydq1Qq8Hg8iEajiEajSCQSWFlZQSAQwNTUFEZGRsTZwFAUhtew5JbT6cSOHTtQrVbx\n5je/GYcOHcLY2BgikQhaWlrg8/maNEF6YsmWqHNxAurqyTq8hf3P4glkQQR3AsNWVUu4YBEstEan\nV3YdOGxd7TW70cI9j6eDnvmaDkvhc7uUh9hut+PZZ5/F3r17RQpgYDtBgkyewc7ASx0TGrTZ11bN\njyyYweF+v1/kCTJgPZbZdPym1+vFxsaGpE8S+Fj1hedlmS/2NWNLKavwmfG+IpHITzdpX2O7DIBb\nndjWXKZJi7RaHNaODF3mip/RnafNYE5KDp5EIiEDuKWlBfl8Xrxo+jumWQ8dCIfDSCQS2LdvH8bG\nxqRsFTUxm83WBJw0O9m0Saur28TjcSwvLyObzcLn8yGdTsPhcMDn8+Hmm2/G3r17UalUsLCwgImJ\nCTzwwAO45ppr8PDDD+NDH/oQHnvsMRnIjA9jgQgyUaBRi047jRjaQ/1L763CvmfIESezfkaaaZEt\nW9kWj8fvaD2WgKVzmfX3NTBoB5e+Ds0stzonm36PC00qlcL+/fthGPUN61mwQgMmYz95PdYoA30+\nXQqM90WHE7/ndDpRqVTk3nVQv5Zr2F+0IiqVCrLZLKrVqpjpTBawEgDtgdbHJlCTHW7HjnDATweA\nRn2TtVOGYZw0DONfDcNwGi+zKdurbdtqAq+trcluVdq85ARIp9Pw+XxNjIWNAxdohGTwt/ZkctIy\nJ5apYFagJADs2rVLwO2FF17Af/7nf6K7uxujo6MwTRPhcBim2ci8iEQiYjLncjkJn+Fucfl8HqlU\nCl1dXZKd0NbWhng8jnQ6jZWVFbS1taGzsxPj4+N44YUXkM1mcejQIXR0dODaa69FKpVCOBzG29/+\ndgwNDWFwcBAdHR0IBAISDOtwONDd3S06D5keJwzzR3VfUqck6AN1k4sTRptZumYjAV9rcczn1oBL\nZsTfZPaa+dCBRIDQ3ldOcjJHq6NB64T6uWtGSdCqVCp48MEH8du//dsiVzAMiCDC8Bgejyl3Ggy5\nMPA3749hSfoauEBQYtCgzUWBizwlh0AggPX1daysrEh1bmq3tVpNKtYAjbJv2muu9VI+O+5L/V9t\nVzjDMAYA/A8AB0zTvBKAHfW6pNyUbSeAJy/+/5ratgIgWQk397GGA7CQpTYbdBK8Dn+gh1JPOpZb\n5w5hzC6hWQg0ovf1BtrRaBSpVEre39zcRD6fF7ODAMDkdA5imtt0JnByRyIRqQrM9zlpOjo6YBgG\npqamZM+Iq666CidOnEAoFEKlUsHBgwdx6623wuFwoL+/Hy+88ILsR/LOd74Td955J4aHh2Vi0QTT\n1WCcTicCgYCwRSvbYSiP1pN07J7W8tj/GmT05j/sZ/1drUlq77yu9ajBQ4MXwZiTnOfld/T40BKK\nnlSmaWJsbEwyb6xhIqxSTf2WZiQ/o5kqx6k294EGo+N102FnzVpi0ws4x0OtVmsqZqv7Wc8FVjrS\nDJQASGDknOJiuF3tp2CAeQDrANyGYbQAcANYwKU3ZXvVbds2RgcgtN7tdjel7xCUtMhsHQzsMO2R\n1Csvj1+pVLB//35MT08LQNFc5apI87pWq2FhYQEOh0O24OQ+HtwrIpfLiVbG9DxqbNyXgtqbx+NB\ne3s7QqEQTp8+jUwmI4M8nU6LWdXd3Q2v14vFxUXs3LkTc3NzWFpagt1e36Tp3/7t3yTQeXNzE8PD\nw/D5fBL3t7y8jFOnTuHmm29GoVAQbROA5L2SNZDx8DMEmmAwiLW1NYTDYQmvIUgCzRk41nAWPh/N\n7DRA6Jp6QHOcJgGLC41+drQGTLMRxkMzk8+bx9DntTJEssilpSUkk0ns3r1bdFcNptqs144Gzf7o\nKOKxtT6o9U59b9oTq4/J1wBIahs9t/oc1PbosON9Ao2N3gmItHo4bg3DEF13u0DwtZ7XNM20YRj/\nH4AZABUAj5um+YRhGJfalO1Vt20DQA6wcrks3lhqQzabTeoDUsAtl8vCoPSKrL1c2vtGbYzBvqZp\nSp0/h8MBj8eDZDIpnwcgDg6HwyFMEagX2+SkYzK63W5HOp2G3+8XhplKpVCr1STEJZlMYn5+HuVy\nGSMjI5iZmYHT6cTi4qKcZ35+XlhnPp+XWLF3v/vd+PKXv4xdu3YhGAzixIkTAOqD6fDhw/D5fCgU\nClLSPhQKwW63IxQKSUwhmYzf70epVJJJx/vU6Ve8f52Vsri4KOwQgASmc8LrFDbd//p9q9MEaCxa\nXCx0dR/+kBkSBDQ71B5rsm+dJaR1OvYBQeKBBx7Ab/7mb+Lxxx9HIBBoCrbnYqiZK/uJ90gA02Bv\ns9lEeqATggySCyUBl8+Ax+IiQQ/++vq6hCXphYLPrbW1VfK/Ob5rtZrksJM46GwnvShsR3ut5zYM\nYwjABwEMAMgB+KphGPfrz5imaRqG8ZqRfdtMYF2miQ+QqxfNKJ3jCDRnAXCg64fL9zjBW1tbZacs\nsj6uzHqAsCp0KBRCb28vVlZWmrbl5O/W1lZkMhkJRG1paUGxWERnZyc6OjoEUOhI6OjokHOeOHEC\nHR0d8Hq96OzslMKme/fuRX9/P7LZLOLxOHbt2oWuri7Mzc3h2muvRTQalRCcbDYr6VRa4N7Y2EA+\nn8fRo0extLQkpg+Bgn3K4gbahKXWBdQ3Wtd9rgFNgxT7XDM0Ho8OH+uzYdOmHE1hzSatrJNmPICm\ne9IeYMbt8dnymvRYIWCdPHkSu3btQj6ff8nx9biwmrp6jOmFlt/leONmW9QXucUrd4zTgey6CgxZ\nKh1zGmQZtqUdSayYzoK6dJBo+YCSEK/n5y0TpFKpIJPJyM8W7ToAPzRNc8U0zQ0A3wDwCwAShmF0\nAoDRvCnbq27bBoBcWRmeATSvnlxVNUhSy9Dmkxa9rWEGXK1ZXTkUCiEWiyGfz4szhCYa83cTiQR6\ne3tlEOq4trW1NTEVgYYIXS6XJSaQhRTy+bx4gVdWVjA0NCSm5+7du3Hw4EHs3r0bNlu9PFYoFAIA\nPPfcc2hvb8fzzz+PaDSK2dlZTE1N4bbbbpPzUePz+XxN5ms2m5U+0foP+0JXBNEBytpzzHQ35sVa\nmZd2jHAia31WMz4d3Mz/2bT5qY9DLUw7tjTgaH0NaMQZWvU3q9nFcbO0tITFxUVh2rVaDT6fT8rT\n61g57Xm2ao8Amsp4aU1am8WpVArZbBahUAgul0tqYPK47GOde873WcGbn2ElHzqguIiyf8hiafFw\ncaR88PPmBKEuzZ8t2gSAGw3DcBn1leI21Pcb+ja23pTtVbdtdYLY7famIFwt4pIdMMlbP2AK1doM\n5sQEGuKyaZoSl1er1YRNcS9YsrTu7m4pWRWNRpFMJiVI2OfzIZVKwTRN+P1+FAoFGfBut1vK9q+s\nrEjuJvW/hYUFpFIpAXNumWmz2dDf34/l5WWMjY0hm81KhZpgMIh8Po90Oo2nn35a9h45cOAAHA6H\nVNDhceipJEteXV2VeoPsU7IaTkqaSgQ03kMkEkGxWITT6WzKj9UeWDarFkg2pZmfdqLoXf20Tstj\n8LnxWNRV+Sw1eOsCClsBOsfKVuxzY2MD3/3ud1EsFmWfDJribre7Ka+aMX0cPzoLRIMwgCZmx3PT\ns7y8vCzhMVxUed28VoKWDpoGGrGcNptNctG1xsiFn8dmhXArYLe0tIin//VulwJA688W33sBwBcA\nPA9g9OLLn8UlNmV7LW3bNEBOEDJB1t/jIGOmAzuGg4JaB9Awg7nqAw0hW0/A+fl5vOENb4BhGDLo\ntfnEKhuJRKJJaGfBAQZjl8tlmSy8B6a92Ww2qaC8sbGB7u5uOBwOPPXUU6LT9fT0AACef/55PPLI\nI3C73bj66qsRi8Xw7LPP4qqrrsLk5CQWFxdx8803Y3V1FRMTE0gmk+jr62tiU0wNZIA3J4UOI6KO\naRiGVLkmI6C55HQ60d/fj7GxMQwMDKBarQoIkyHznFvtLKYXIW26cRHTzivNEK1mry69ZTVftb6l\nz0cmymfO1zXw8dz65zvf+Q6AOmiy9iIr7RhGIzCe567Vak1jjouzPrYGcYb88D5M08TCwgI8Ho9s\naamvx+PxiBZKx4XeRY7zA6ibw+VyGcViUYprMP6TwEsWSccdHX9Op3NbqkJvBW6v4rsfA/Axy8tp\n1NngT922dVMknaalvZJayOaE04CmNSc2/q2/R9bG1RyAxOFxsCwvL2NychIrKyuyyxeZTCwWEz2R\nhVmdTqfoOTQxOfhY4zAQCODkyZNYXFyUVLj29nYpMZXJZLBz504AwLFjx3Ds2DHcfvvtYibHYjEk\nEgnMzMzg7rvvxp133omvfe1rYuLTWUEmRdONDIK1CKl7kkVYzVibrb7xVEtLC9rb25HJZMQLrNkF\n+5R9r0V+zfgoE+jnokHQqhfqthWwaUakxwzQ0JAJSBqE9Hk1G+T73Hy+vb29Kd2PDjKgUe6K99/W\n1ibFRlnIg9cHNMrdk5WTDfI19h+fCVk1TX4dmsOsIo45gjOdJJubjdqClUpFxq2+B84tvk55aTva\na2WAr0fbVhOYD0a77pnLarPZpEwVwwK2Wt258ltNIm0CORwOTE9PS0l6He/FfF2to/B1sj+ahEwZ\n46A0DEP2dC0Wi8IKXC4Xurq6MD09LSlWhUIBHR0dOHXqFH71V39VAqCB+oQ8duwYJiYmpHx+IpFA\nrVbD2bNnpTQSQYcl+63CvGZrunoO+5CvU/e02Wxob2+XuEWa7sVi8SVFKfQg1borWZ82Pfk3QYcT\nnp5hHotmsc4o0axTgySBkGBPcCL752e1BnwpIN7Y2MDAwACi0agUxKB+qwsLULNjTCdBkH0YCATg\n8/nknriTHsNeGG1Ax1AoFBJnBa9Jb2DFTe55j9T79FhmdANQD1qnvqf3geE9sp81+G9HuwyAW51Y\naXzJZBLxeByBQEAo+9raGgqFAmw2Gzo7OwE0VmWaFjr0gpPOaqYxIHh8fByZTEY8syyGwEo0QENb\nam1tRSAQwMbGBsrlMpaWlppCMagrkh1y0yNmlJw5cwazs7PYu3cvPB4P+vr6UC6X8cILL2B9fR0P\nP/ww3vrWt4q2GQ6HMTk5idOnT2NtbQ2RSAT33nsvBgYGkM/npYgrTZtIJCL/62ogNNtXV1dlYrS0\ntEifcjIAdTY1PDyMjo4OnD9/HisrK/D7/VheXhbmoAGL4KFBVHuF+VnNxK2MU4MYJ632hpItMVbR\n6iix2WwS3qO1NqA55EU7zqwLI/8ul8vYtWuXjLV0Oo1sNovV1VVks1kJYaGzgSXTaCL7/X7ZvzoY\nDMLj8WwpyXAf5ba2Nvh8PmQyGWHQLS0tsvVAqVRqkmZ01RiyP+uC7PF4BFD1OQmAHAskEtQVX++m\nF8KX+9mOtm0AqBkMPXGsz6ZXr0KhIKYK2QE7TAvpWgPT5oc2G7kS0xvGWDwdlmGaJnw+H6rVKkql\nkjAomoU0pVk9mpOCg5VpZrVaDaFQCPl8XjZRikQiqFQqGBwcxPnz59HT0yNVm7u6utDb2yve4GKx\niLNnz6JWq+G73/2uXJ827cnwgEYZJorp1M2oA7K/DKOR1tbf34/z589LbjGB4VJOCe0I0KBIMGTT\n4RpkhexvfodMRzN7Pk+duaBZpZXxaibFPt+KPfLe9Ovj4+MYGRlpYp48BzVgbX4DjU3OdfgKN/UK\nBoNScScUCknBDdM0pQAuxza3fNCxf1qScLvdcq/ValUkGzJLXocGDrJX9q3H4xHzWN/DdrTLDHCL\nxsGqVyWdDUAPXLValZgnMhMd/Aw09D5tfpENRKNRWT0NwxCACIfDyOVyUi6eK3d/f794QNfX18Uz\nqMGHfzMswefzCbjyPlZXV3Hu3DkUCgU888wz6OzsRKFQwNDQECYmJiTi/1d+5Vdw4MABKZDQ3d2N\nJ598Eo888ghKpRLOnj0r1aWZWM/N3LXwzfultlSr1UQw12l+BJSOjg5kMhnRLE3TlA3qrQCjw144\nUOm00BkbnJD03vL7fB40y60aoGaKfF07djhWeD4dk6g9qtaQGLJVPbn4/tzcnHi9CbgECi56vBbu\ns5vL5QQY+Txo+rrdbgnnYK43+4hmtC5AQROZ2TwEuNXVVaTTaTFzmQvMbVu5gPHZ6nAhWkC0CNj3\n1gpAr3e7DIBbNO43y4rP1NU4eAEIw9EmLRmDXum1dqdNHcxvVmEAABmuSURBVLu9viFSV1eXbC3I\n4qCGYch+JGQ47e3tyOVyaG9vFz1Ga4Y+n68pB5MThCszN7FhcCqzUCqVCl544QXcdNNNSKVSaGlp\nwfz8PEqlEiYmJnD27Fkxa1dWVrBv374mfY3XSmCmWcvsAF4DQYa6KkGIwMi/WZx1dHQUfX19ko6Y\ny+UEQDVwsP+1qaUdIACEiWrWyEbGyGvSbJvvk53ymnUZL57TGnrz/7d3LbFtXtn5OyQly6IoUg8q\nMiXKlpPIkSwnMQobgeO4aROnblC0RhC0mUUXRdFNW7RAgelgZtVVp+2mXRRddYoAg8EUAYoBXBSB\n7YECJFnYiV+xHEcjW5YlRqIoieQvkbReNG8X5Hd1+FvOeMa2yIz+AxB8//+5r3O/87w6Bk57n8kH\nUO0F5r1KpXJllFQqhaGhIWtKINHGqsOwKGRYRXt5eRkzMzOYnZ3FwsKC9cYXCgV0dXUBgE135HzR\npgjav+m0YMWY5eVlG6ZFtKjTLllUVW/GXD+674n+yXs+n38AFW8XeQJwC+rs7LQTuFAoIJlMWiTC\nXc7v99vKxIyp4kTXi4gIgl5ZLlh6Qh3Hgd/vR2dnJyYnJ63xnYs4FArZwgMbG5sHF92/Xy5gyvgr\npsGtrKxgbW3N2g65GBsaGqwzJBQKwXEciwAaGhrw8ccfY3h4GD09Pejv74ff70cqVU5ppLDkYo/F\nYlagAWVHSalUsoZ5pqdp719LS0uVCr6xsfFA5ZC2tjYcOXIEExMT9qCe+/fvY3Z21i52hn24hTCR\nt1aDKSy1TVDHY+qJrVEybVdELeSZ48rNR9sXeQ23Sk6njhtV8v+6Sg35LBaL+OCDD/DOO+9U/VaP\nqbbn0QESDoctP0R4S0tLSKVSyOfzOHHiBNra2myprZaWFpRKJTs2VH+bmpoQDofR0dGBbDaLjY0N\nZLPZqt+x7xinSQFLe6OO06SThoiPaNHv99s401rZ2TwBuAWl02m7K3FH1qEBFHL03Ooodr0Q3eoP\nsKmeNTU1IZVKVQnNxsZGZLNZmwmg0RJ3dp/PZ8/NZf4lT7GjrScYDNqFs76+jqWlJeu0aWhowNLS\nEjo6OqywYNjEhQsX0NLSglAoZMtlBQIBxGIxzM7OYm1tDdPT09i/f7+d4EQQdN7wWETu8uw3Voum\nfYmOEPYPi7wuLCxgbm4Ora2tFmHoZHwtlIDN2DbtaNAOKW0X0zY//lejLyI4Ck1tB9YOC803hR1N\nJuwPn2+zpqTmU88RCks3MhURzM7OIhQKVc0lChRtc6VpgGNJ1MZ2Ue2kcySXy9l+bGtrQzKZtFWn\nAdgMiK6uLnsKH08Q1GFEfCaK41GpbAdRvZ7/7ANtS2cBDm6a202eANyCCPlp58vn83ZHJ3HCcLej\nmqIN4lxg2nGiPXDpdNoOPgNQ9YQ1pnyYEav2anTD++VyOeus8Pl8NlRHxzFqFGqMsYco8X4USD6f\nD1NTU7h69Sp6e3tt3q8x5SrFq6urVTyw7L32QtMOxYkdCARs0Cvbb4yxBRDYH0ePHkU2m8WdO3cQ\nj8cBlNW9bDb7gO1UIyBgU0Bor6veWKhaUthwLN2OFF2jUdsItYPErT6znwHYtEXyyrHXPLrngRbI\nWgAWCgXMzc3ZsdS8sI9pc9ShThwbmkYYUqSLJtCGee/ePWtrpGCNRCKIx+Nob29HIpFAOp1+IHic\nzismCDD8hePPjZmbuq4byIrSjB+kplWr84Hr2Qtc00wQLijtaeUkYTUYqmMArPqgFyJQPcG1TYix\nWqzaQgM/BYfjOABgVWu9YBijR1THHZpnSnR0dMBxHJtaF41GkUql7ARfXl5Gf3+/PXOYApWhN/Pz\n87b8V09PD/r6+uxB6aurq/joo4+sQKG3WcdLMiibAtzv91vjOW1ERDDhcBhHjx7FhQsX0NjYiIGB\nAWsDS6fTAKqRkkY/2pamFybHUAsiChft4dWohE4QChVudhQqbluuLlSgBRfHl6iM/9HnYOjra0EL\nbGoIxhicP38evb29mJmZseYTXod9wmIEnCvkheiKYSyO42Bubs4GUzM8itTa2opQKIR4PI7GxkZc\nvHgRqVQKxpgqFZVCjMKPOfFU9Wme0OmjOoyGa4h2Sa6t5uZmG8K1nVQrdPcoVNNiCDp0RcczET1w\nArJYpfYIEoFwImvkwue1tTXs27fPxnVFo9Gq+DkuSADWOUBEQVsTVQmqeJ2dnVXqT1tbGwqFgj18\nGygL0Pb2dus9BGAPI2dBhVdffRX79u1DX18fQqEQzp07h76+PuTzecTj8aqQDu76OguCGSm0+TiO\nY3OR6eQplUo4ePAgTp48iampKYTDYXR3dyOfzyOTyViESuGj+5EBv9qu5kZSGoWTz60QpNtppW18\nvI+25Wr7og650d9R+Gj7oO4vLRg1EuX3fD01NYWjR49addLv99u5Rn7Zrq2KdnBeRCIRBALloxaY\n2aHzn5ubm9HW1mYLV9y+fdvmbDOaQBc4ADazS7QAp3Bme+hJFhGb3875QvMA8+e9TJAHqWYCkI4B\ndwFIvdMbsxnhrgN7uSDcpYz0Dk/PGL3MGxsbiEaj9v4UMPQOM12OE1Z7OYlo6K0rFosIh8M2FIET\nb21tDWtra5ibm0MwGMTy8jLa29tRKpXQ19eHAwcO2Ek+OjqKTCZjd+XXXnsN8/Pz2Lt3L27dumXb\nR4M52+aO9i+VSlU5yjxDIhQK4c0330RnZyfOnDmD1dVV9PT0IJ1OI5PJWJsU0bdWgdlfVOkoGAA8\nUCVG28z0+b76euxrjfCAzfxu7ajQQoxjrj3GOvOB80ZrA1pY6nQ5jdq0cC0UCnjhhRcsj0RYemFS\noNMxodE1hSDthHQ8cT6USiW0traiu7sbra2taGpqwsTEBBYWFpDP5626ynvQlkvHCzUPCl+m2YmU\nc4ipITGbh9EL7AeaRogEa0H1LABrWhGapaO0V03v9FwQRGBU/3Q8GImLVC847ryRSMSWpNc2I13B\ng+oxFy6FiM/ns17ktrY2JBIJDA0NAagOsbh79y4GBgZw69YtiwhYOQYAlpaWrIqaTCbxzDPPYGZm\nBvF43FbEjkQiSCaTyGazVaEobAcPZAfKAoJZI6wTmM1mcejQIdsPX331FQDg8OHDWF9fx9jYmEUU\nDJvQ2RjafqgzNrRQ0kiR/Q6gyg6nEZ9GL9ywtFOD13UvAppBqK7qYglE7hQEnA+0E/Pa3FT5rO2R\nnFtsH9HkViWjtBDm/9gG1gDUjjv27a5duxAKhdDR0YHW1lY4joPx8XEb6tLS0lJV3ozqNNvDtcF7\n01ni92+eosi+0kCAdmnOcdaArFUmyLdeBRaRuyJyXUSuishnlc8eejKTlE9yuiUiYyLy1lbXZFHP\n5uZmO4AcOF33D9gM9eCi4MKhLU+rbnqX29jYsMKroaEBjuNUIRDunMYYW5WahQRYwZeqOhdQZ2cn\nent7LSprbW1FLBaD318+WrG/vx/GGIyOjmLPnj1ob29HIBDA3Nwcjh07hnfffRfFYhHT09OIRqO4\nc+cO1tfX8eGHHyIejyOVSmH37t3Yu3evdYhowz/tpOyflZUVxONxdHZ2oqWlBWNjY5ifn0exWLTn\njdy5cwe3b99+oM1AOcSCQpV9R0SmBRMXvLY7ue1zWwk0CigthLS3XyMAd143r6WN5HymECRfuhiB\nVtuBzUBu8si5wmuNjIzg9OnT1sygQ0gq89nySLRHJEzkRiRNp0pHRwf6+/tx8OBB9PX14caNG/jy\nyy+toCuVSvb4Al0EgZsP5yoPm9LHk9L5wn6gjVBnStFevbi4aNsbDAa/cZ0/LapnBPiomNgAeN0Y\nc9gYc7Ty2ZYnM4nIEIA/ATAE4BSA/xCRB+7DUldUKTmhdcob7X804HLCapVIq1kaDbBTicKCwSAS\niUSVkZvCpVAo2AlNxwQT2RmBb4xBNpu1qo7jOLYoKW1xo6OjtmwRbTu9vb1Ip9Po6urC2bNnce7c\nOXR1daG7u9teN5FI4NChQ8hms3j++eerQjlWVlbsJsF2sM1cGDMzM1hbW0MsFsOePXuwsrKCyclJ\nXLlyBQsLC8jlcigWi1VBtNpLSZshBQrtVzo4WQtFjcq1TQ+oPjic40Pe+TltXBR0blurHleNQN3C\nmN9TMAOwY6u1AP3brRbbxMQEBgYGHrAjk1duPtpTzVg7ClemEKZSKXuaG1XYS5cu2TJs3AiYB8y5\nzjp/9+/ftzGhtEXq9cBxYciSzgWnzXH37t1YXl62fUGqt4Ko3yYBCADuMPKHncz0RwB+aozZMMbc\nBXAbwFHXf61zgIiPC08vNKDcedrupIUDJ6ZWRbkYuVvTpgPAejwDgYC1B1L9ZUkkokVO3nA4XKVe\n8SQ47silUgnpdBoLCwvWG+zz+TAwMIAvvvgCyWQShw8fRjKZREdHB7q7u+0BSI7joLu72wqyTCaD\nRCKBwcFBZLNZBAIBtLa2WqHHXZ8oKhgM2jL7fr8fk5OTmJubQ6FQgM/ns9kDxpiqKiTsOwoPCgg3\nqtNqLdvP/2ibq9sRoR0IJOZc6+vra3CRU6BoIcbr83u9wWntgKQRprb/8XduNMhjBABYLUIHZ3Ne\nMgtIpzzywfutr68jmUwimUxiamoK4+PjcBzHxg5SqOVyOayurlo0yI2f48T3usoQx5y2Xr0R+Hw+\ne241x9RdOqxWqXD1HAbzqyDAn4vIJRH5i8pnDzuZKQbga/XfrwH0uC8oIrb6MBco07i4eHXlY05A\nvWh0toC+rk4uD4VCuHfvHgqFgg0UBsppSvy9RjDaycAzOhiH5/f7sa9SoSWZTKJYLJ/Fkc/nrZ2H\nwvb69et45ZVXUCgUbNHTfD6PsbExNDQ04O2337Z2oGKxiBs3bmB+fh7BYBBjY2NVh2mzTRRoXPRU\ncRzHQaFQqHJCZDIZ5PN5ex3tZNDhLtrxoe122kFCuxoFoU4502ou32vExv9rux/Hj+/dQdtaZ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"text": [ "" ] } ], "prompt_number": 150 }, { "cell_type": "code", "collapsed": false, "input": [ "subplot(121)\n", "imshow2(sob[100:300, 300:450])\n", "colorbar()\n", "subplot(122)\n", "imshow2(pre[100:300, 300:450])\n", "gcf().set_figwidth(16)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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YTq3RSGygvtbe3QVo+PqRkRH82q/9Gl566SX09/fj1q1bAIAf//jHOHXqFFZW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\nfkHS1yRdlLR4P23nn/yTf/LPafycpv87bi/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"text": [ "" ] } ], "prompt_number": 151 }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = sob\n", "filtered = ndimage.median_filter((src_image > 255 * 0.5), 4)\n", "imshow2(filtered)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 152 }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = sob[100:300, 300:450]\n", "filtered = ndimage.median_filter((src_image > 255 * 0.5), 4)\n", "imshow2(filtered)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 153 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Pixel Mapping" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def warp(a, b):\n", " if a < b:\n", " out = a + b\n", " else:\n", " out = a - b\n", " return out\n", "\n", "vfunc = vectorize(warp)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 155 }, { "cell_type": "code", "collapsed": false, "input": [ "src_image = i\n", "warped = vfunc(src_image, 127)\n", "imshow(warped, cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 162, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ScioHAMUzRSIRtG7d+iJZ4XgBuIhjIHTnuPB7wIhiJargPcYjPElOhsNhnD17Fl6vF8Fg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\nObX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"text": [ "" ] } ], "prompt_number": 164 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Non-linear filtering" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Dynamic range processing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Assumes uint8 data!\n", "def expand(pixel, center, factor):\n", " centered = float(pixel) - center\n", " out = (centered*factor) + center\n", " if out > 255:\n", " out = 255\n", " if out < 0:\n", " out = 0\n", " return uint8(out)\n", " \n", "vfunc = vectorize(expand)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 165 }, { "cell_type": "code", "collapsed": false, "input": [ "expanded = vfunc(i, 128, 2.0)\n", "imshow(expanded, cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 166, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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arSZ9+nT4lYqJHYBoXUheMZOTG7jRWO8XMTo6it///d/HXXfdhZGRETSbTayt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"text": [ "" ] } ], "prompt_number": 169 }, { "cell_type": "code", "collapsed": false, "input": [ "compressed = vfunc(i, 100, 0.02)\n", "imshow(compressed, cmap=cm.gray)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 175, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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8x39AoVBgd3cXk5OTooduMj8SAFOi8vl8aGtrY16tw+HA5OQkiouL0dPTk1F1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\n/X40NDTwTcFo1IQFidUMyr0mP2BUbvlW0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"text": [ "" ] } ], "prompt_number": 176 }, { "cell_type": "code", "collapsed": false, "input": [ "compressed = vfunc(i, 10, 0.02)\n", "imshow(compressed, cmap=cm.gray)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 177, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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MNptN1J4qxHaxBjaKzRrDzU7HI4QUE0LeIIQMEUJuEEL+MJPzTGsMqcRQFgDv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\n4XCYVwwfe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BZCs/NZXFzkNyHLj6UWc5hnU1pair1796Kvrw+zs7Ooq6vDU089hZMnT2Jp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\nXi+bTlhcXOSfaSo9Z3R0NK1qy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"text": [ "" ] } ], "prompt_number": 178 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Colorspace processing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://scikit-image.org/" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from skimage import color\n", "fruits = imread('vitamy fruits.png')\n", "img_hsv = color.rgb2hsv(fruits)\n", "imshow(fruits)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 179, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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DRYPKemcvizURwbclKJio53nhAK5Gm3HXXF1naLSoDIghI6iCZEjMECkQM0KT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\nj1DVo4n3IARCKryZs7v7Lt9++e/xWy/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icBIvAyrPCaHjbPg8337vDdqoafqeshywaFYE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Md2xsDI1j+4E5tBA0yhGnPetcBp0WN958O5FS6EAyOjHFnulpYKnACgKlPG/agBTWD4QoOhkh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\ndvZfUDT4JYjbYGJDmgpRbNMJAzu7mfzuLHMzKSoz2eL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"text": [ "" ] } ], "prompt_number": 179 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(img_hsv)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 180, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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oDJGZQx+8gS2P4U4b69exJtjJPep/8CBytYuthKg+udVBCSSvLMci7LAeJ1hz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JTvOkA/sIYZWvK//xzV5gyJhPTKBtVShflUC/2Fi9jLfeKnZ2ijwvzPp0nXfpfyoT7V376J+Tvb\nZB9aIknb3HrqQTZvxMR/fYbGEaQxHE3QrAutgPHLuTn+M+vY10zhUNCiB605trGPu3GC+MwhPirR\nWRcicEcVcesZaPTCkK5qIMsObCOY5W81MfFNSDNkfEjUWaCk+GaKxAvksI3MQParcJo9TKEBPumh\nSzZ4UfQt7gbI88KbfvAb+ffAmsD2l9hXvtwBf4nrtwgKuX8K/OjbDvFfM0P7DgZVSKaIq8C56btg\nELMA2mXwUG3VhLDIQenQRh5oalbRlgvmO+rD8VXqwZqrI2mqkjDpK2uM2AZznZeW5yUzHs3Bx5/z\nh8AEKMK7z1HdEMQ4BGH1hzKa77hMdBRhrq/il0fQBvPkJu6ho2CpmJQh961UdJEEvm3ig8qoDOwP\nTUsk90hcQWeKNmdwqYM7NQoY9aLA5+A/nWIbKWU8pVqf4i8s4HoXN3BYBUsXszOE+VLA5m6dQ7pZ\nMDrPU4iqcAIgdLEhXVpCR1xFNYdaEVx9EjDQyMIxtFeGz+j+J7EHMe7kFuQJdtTAnb6JSo5mwvTs\nBL2V0CwsrWunMNLBHrWCAx4eEzWQ5RJZJNCp4NV3YDKEpBk2SwNSNhCdo0kM14awOUKbM2QUB6rh\ngQ0xTuMWmgn5tMvh1hthktJ58ONEuw2SR/Yx7Qo5tviDNjLIkdYUWb6CmF3UDzBqwSUY9qji02jj\nBdw85mBnynD89WRHS5ivvUzR8Cz6KXNJcdM1/ECwR334hXNU/QW2J7i37xM9v4T81jrlUz38fRPk\nqSUAoplh8e8+jhvkyDhFPFS2pFoq2K0sm7MWjX/wMO6fPE+xMiV97BTx4ytgLUYUO2ngH1tGv+YA\nffcM/aFN4tctMPsJp17/B8SPJnArwi4foCsl/ugUUirm/Ag/iZDIYbpjqq0NJD4MRk7jZmDHDIsQ\nhdVcYPUafrqBDEu06IRs5pagxSQE4zbmWDNDicJwOe9glkr8rSGyPgo+zZGH/QbSW8CdGPIGNBfI\nQmEco58ZIuMebmeJySfv5WYRExOe/v+9Xu6A/9TWu+u/vx/4Hz8y5Kc2S+QVWc3DddCXYLJe1p61\nsUMnBmlL6HZ79ZDMSvANmFWBC5pbJAaNSoSQ6YaxQK1Zx9fuZha0DB2ymABvUCHYwElGwDe4m6Ic\nnkMD9zWqMQtXhWtwoSOv4hOoeQ5/0MW/7nawnvzsGv6Vu7DbDVS7gQ8y7NwiaRGadjx+YmBJoQnG\nezSZoOkkDAsLhwxG2KMGersbimM7h4uHVGdu480U2e+gf3CS49c/TUJEZ3cdc6mBX19gihZm2kLX\nJ+heL/g5pEWIul+ewyxCGg7xBl9K8CtuF8EGVAld/1wC1uskSJObIySdI8+cQc89Dx48I7il+A0h\nvrEEh1AVY/I37zH1EasHnsaaoIsBke9hRmtoOcSvjDEVSNmEp7uYRhE8Iu6dBvjIObQVBzjJ5NCY\n1eGcDbS3H9JScoMuz+C5E5QHqygRnhjNYpJzu0TbTfz5KgyAFgptRcsWpt9DtIJ4hi8rTHSCKG+j\nZkpWnUSiPZLTwsGNTxBV7+S4e4biUwOKt2/hmo6WEdyihVwbYHfbRN90B/nlZaoG8H+cxS0ipv/2\n3/OEKK/XLk4dfl5y1nu6qjybKvZWD2scvdtDzl88QpsLzOv2sSvXSR97gOk7rhMft/FPdXDvW8df\nmMD6DJ5qkXzVEfp9L1L9n+ewdxrcuPQmuuY51h8dh250J0GGeTix3GjAdhv+H/beO9rWrCzz/b3z\niyvvtfPeZ59YJ1WuU0VRiUaCgJaAekFFUem2RQzYKF4F4YqgdGubGhXTUBADFJIkFGiRykKhAgVF\npVO56tTJO661V/jynLP/mOvQ3jtMILajx2WOscdYe52dzh5rv9/7ve/z/J7zC0wvwm8dczCo0mJn\nlONv1wWGGhWfRbcWwYsmONdtJMlQwz5SWWwtRsgwOkKkwpY+apgiucUvVzEnmyjr9PR2rMDGWKkj\nS2NsHmPK0CkzeprXvOka3g58H/DKr7KefL0D/lecK4BFz3Lvy85i9+fQqbCU0DZIdzLj9SsXLbOl\nYUVjQ+uurr52KMWyAF87KYwC62cQBm4+6Yam2KqamDZKrHbmDfcrPKfxNZO5rtPBOpmvU0+IMhNS\n5WT5JhMGv510zxbimxdYuOdeeMbjSM9H+SBf2AkHBq7TVr5LZ+7H0ClcJNKqm3faKoC926ANoq2z\n3hoNXuXUAHnDOQLDEqO20fVNUn8LuxoSBDF2tQ7HDOnFW3h7EoKTc6gwhmET8Zvw+E6wdUwa4TUM\nxqtcR7NVw07nkAmqqmEb29gsQHwFOdhBAzU/wDy4jBzcQg18bLeHsQo5fD9kk+TnfoMkXmPzyrOo\nu6ZpbubUjoyQ25tEj3RJp7aRC7axswalc2q2g6KOVA3YJUhVQ1YXHIGrZdwFRhuk9KFQyIkaNqpQ\nay1YGGNqCpIIxglcuIk8NIfdPcZUIb0vXEFODePXiFYeo7vjPrywBqnTdZs0QqGw3QxZDfEPP4FU\nPbSXoTGIfxiRFHTJoDOmTFK2ukcwtSa86kqK3/sUQa+kak0T/cdnk7/wNPnFA4LTdfzjHbz7lrEP\n1FFZDHFJ8rZPEz3aIL90wAdXzvJrG9OknSG3lxFFIyNMa4R/vIR+5e2o2y+kPGjwTtcJhoI6uEEV\nNFC37IW3L5P/+V3Iww3iV1+OXU7BGqL/fgdJZ4HoLxfhU9OoJ+ssXvUEzRdvub+TtOWkl/UKGjnm\nbBe18piLxmoHbvmq/YlSoULWx8j0EJtF2HGOX1t3hVpClLEYGzqDjtHYMoJaiRnMouqbMIoRU0Eq\nWBW5Zd2gATMjZK0GGc7lmLiFbLXaRd/wVE73GrwSeN0/WSm+voT7mp8ucAHwCNCODPn3nYH9GUxr\nbKDdIqursdOriC9g21hVOvj6OQfVueWdaBxcWE/+XRw3Apd8gZxLsSiwpcbq3AnEmeis/h4HGKUm\nsJqJ0sEYJnY4XAEGaxwk3i3nBP9knaX3PIp3YB3ZkSOrIZJ6MAt2HCIbbZgusacbkETIoaFbrDUK\nSGPs0CJTGptbyGpuJNEZQz0FSqyXY/MKU1UkbFIGI+QJoXF8P2WzIslb5BfnSH6cqX4T2WlRm/Mu\n761Wc5rOYYjtprBvFXmwi82b2ItPoO6cwc5U2ANbyO2LyIXr2EJBfx7prmNXl7CqgCTG75ewv4ft\nV+hrH4KTHtWuFDkVkIQDhhetoQrDzK1dlAFzsCDebBP09uINWthRhZ49jlqs8Jp1KCJkdog1IYR1\nlK1hgxAZKRi2IVfQysEbQF6HLQ+ZQMXpAqHrzO1mjSr22Dx5FVUYIpnQmvsCzdoAzhsjx1sQFLDW\ndhedmqA2PXRQESz18LpboPqUVQpMUcb7GZ3K2bznaVQvOIFeqPBO1aj2bqASUD/xLMzuMeM3f57a\ng9PoTky1MKb23kOYpRIzrfE+Ooet9fBf+SipLvF/7QrU0Snyd76b6GyTOZlhrllxz2AG7z2LVI0B\n9qKK8sgW0XCK8MYVBzJ69ga8cwl+7V5SI4Qf3gu/vRdB4Z03JHpjRnmTxZ8NMR9p4++q2HHt/QQz\nLVSzwDzZQlZSN18fFqjpMQQe9lQXlrXT5Tb6SLqG8rZRYrDiY8saBClelmL8Oja0SOVhgzq2iNwS\nTgl2u+4wsKuRGz9s1mGmgLMRMjXGrseIFG6pvBZi33EBL7nzYn5CK54HPIRLJP6nz9cL8Nf87AAO\n4C6Mp/wSnvIg+se+5HSFZhdUsxAN0XInxaG70VMDRDrEw2eh7LJbxjUmQZqxgMkA7YwbhXE0NV9c\n8XVe2gnyssCWBajcFeWJftjNPb2J3pfJ85Ou1/4v5QPGOH6AMtjCugIeKOZe71P75jvwzsawI8E7\nOoXZP8QGCu/oNHZnhe01kYbGlp7DVsYacqfxZBi5i0a7cN8nHEGzB1nlhPB+gdUWsy7IRhPTGKBJ\nWS8D8j3b0N6i068TegHByRXUMMLMWlTShEELeiFmvkQ1BnBPF3vREFsf4t10CHXlKuV0D/++ZUw3\ndTbpRg2bgeSCjVNoW2yUQeUjNkHdt0h27efZXNlA/JLO6SmiL81gw5LqyjMYbSkTofZgC+9ISqTn\nUMkOVFrHBg7gLsG2G9XrGlI/5ybXDn95/y5sXbD1bWRUc+aZSsPUEDnaxXZS2DXEikKd7DAat9lq\nH0Q2OshmQePwHbRaQ1RriO1HyKgLnrMxE00cflsebPmYhYrgwnVsLcGUW6xvdxgcOkDZa1EcGJB7\nI5T2URJgrMFL20RvvADuXyL/1FthNE3lz6OKGsYzvDnIOeL5XJ8HxEfn4L42ahhQ7U/xHrdU3/Aw\ndtzhN/cmvLIdYsXipXX+e23Ma8cdaFb4xztIP0YebqI+NI969V3YriJNWwQf2En+0w8T/PCleAsF\nIiHy4gHymTb2/ILGtrDcHuNdmGBXQ/f6DRO8xQ30mRVk1xi7rlCyhqc3MX7siHiFU7641ATtlsdW\nYYchqjPAbk4h7S1XTKmwSQtpjt14q1Y6gt2ChrNNoHIs6kGEmQKpBCM+ZtVj/JPfyiaw+i8uYV8v\nwF/V6eAoR+dWXVfiOl4DPM9PuKf+OKPlhymfcyv6m09j9xXYpkGdrhG/+wps4zTVVScxMxnlygi7\nrQkHi8hsA2X24gWXgB+6CCJvgp30rLPWSjkhfZUg/qSoVhOsZOFy385FEZnJ+MHqCcznXNfr4Yqw\nwo0jNOjKLfisdYAbFKIMrV85wPT8TXB4E3W2ju0UE7NfgOrVEBR6fQrpFBCXSO65F3hlHVgojyC2\nyHSGqBwTbDofv/aQJzrYsuNkWY0BWraxt1mKK44z9lKUUdi5HI1FbcdEq13UnMLrN5FiGqYy5O7d\n2POPQxXj3bqD6sAaptlD3bvM5kVbRAcfo3FiL+quKezTn0SSjrPpVj6StyCyeE/GlHNreKMmJh6j\n7lwmeeod9C9YJUyFzmiG2h0XYqqS8vL7GTQGWIlonYyoz0ao6Q4qmcZmXRg3oZmh6hn4ibM+68h1\n/b5FRjFWN6F0XAhrNWog2KUN5DM7nalBLOQKM4rom0OkkY/d6CDKZ3r9KOE1Z/HEIL0KjreoDmV4\noWC3FcxoyMCuhUhssKe6yIUjsupxjj9ziXIhwqYRabwOeFgNSiJ86/G9KqWpfH7/iWmCP96HmSup\nvmWd6xfGfFQFPK0seUu75PK8zm21jKtGdUSEUVQSCbxOwa8nMZUq+EZR+MBHY41UwobnsXN7Bh1p\nfqio+Ijns/XpXfgfnsX+yEl0HiOPRKgXnmJcg9pLrkVaBn52FT5fRx2yiFSs/LUivj5HQsE86eMd\neRLxBLOqUPScM9LTGGk58JRvIQ+xpYe0E8xjc6iFPigPOwqwoxre3DFAuT+LQqAfQDvH9iJUZ4BK\nfOxqHbPsZvOUAkmFOlHHJh7mc7s5efPl5BY2+Uoq2NcL8Fd1vhM4LbAB/LCX8ut7H8deegz9xBCz\n70GyF34Bc+k2kvtEn74Qf+RjjozQVZ9i4QF06CDqatRGal3U3YrqvHWq+QwvVKhgllr0PDw5D4Ip\nl3EWGietUhNkpVe5q7mZGCnMJNfNnpsRTxS9k82/K6wTLbG1OLuY/K8RhK1wm6eJdnhizfX6debe\ndpz48ifdi6+bQebj3T+LubwPJ6ew2x3HSj3Qc/57BSBIFWLrBuISkhiZHkG/gBNdbKyw3SFSz7Cp\nQbRHueMh5I92YPdnGKvID5zAbtco9m4R3jpHcdkZjIQ0770AFgpkM8BO+3j+yHXReRNdlZi/7eA/\neoizr76RYP4MM/2d8J4DJC94kMbZKdRcho0EqghzZpbglI/Z36NaUyTXPcjMH1yHXklJr/8suiyI\nNpv4JiA4fR6yOY89/ATJ3DFEKuobiy6LrB4h5TIwhVSTWb5M4PsI1ArHerAW1lowUyKn69i5AbJt\nse1tbOghtQy71oHtGqX4rI+OoJcSvEdjpKozs/xx/NkMbxBjGiPU6S7ULGorxErrZ2IAACAASURB\nVExpvCeb6MNjSEtsoKh0xfhMyfbTFf2Lp93tcx6S13qoCuKPLZK+8DRe0aaKUiIN321DLjXCL6qA\nng5A4CkY7nvn+Vzxnz7NFz61j//7WQknCsWfq4Bcle6OTc69tjyi4QzqSzO84KJV3tMpeAfw6Srg\n/b9/CQ+84kHeVobMhAWvv38f/s+dj7HWaXU/8hHo78PcsIz32RnCb9ugGMb4O4XqsZjanj47Cos3\nkyHRadT8EJWPgRgbejD08cJtrK0wvksj0WrG/eEK2M0uarkP2AlLpTYZ43iOJNgPkcV1RAl2NUa6\nI6TKsSfr8IeXYc/fxC4mbsx2dIGH/+galoCTwPArriRfL8Bf1XkX8Pr2acrL3oO5ZpWycQpz/ZDu\ni1/C9nd9iuRF9xHc0qV+4wJ6pqQ6uEV55YZzx037VIM+7bdfgvVqVM89SbmnB8vAqhDKMrLqkx0Z\nUoYVDbUHb3w+NjKo1jw0ph0TQk1syLZwkTvGuFBKbRz7AQNGJlZmJ2FzRg7AKIQcKCbSNuMkWXJO\nIcFEKwt4QvsNO+ge+Ftkd8/NJ70IOVtHxhE0xRWUqQyzMYssJK4732jCnr6brxnfUdTWao4UtncL\n2+0hxQCbhajVJuai09hHNTy+H733BNvTZxi1cupnSuqnljGHT6NP19CrEeWlI5Qf07nzAPr8s8jm\nPHhDaHokc2s0X/dckm94iM3vvo1WP6Q2mmY4u045Usw8uINC+dAsqTd8TNfif3YHatUnf9rjjIpN\nImVpnbgUe2aK/OmfoZKMcNwiUIKX7sA7fRG2ypD9p2G+D0ODdBSUM4ieR2yB8QySRZB60KyQ0oNo\nDIM24hXYUENhUIVGzyvUZ6bholPYuETHAg8tsZUcIN+pYCQurv7MFDt6t+IXhvLFJxEb4D1cx0yV\nqHGI3plBArbfoUoMWaNP75K7sFMtRnId/iAhO6gcP8HL4UPTcO3n0XNziG2z5Zd0syZlkBDkNX4r\nKvkRUYj1OU97nNiqITd20S/9LB+RZS6KYw6OY2qVz/imFW75jrv5maTFZ+olz89bfPru3Tx19iR3\nLqTMnJ3m6L6EmePTyPQGSjJ+NtlNa0rzc79yBfLOXehcwWJK8Pb7qW5Ygc+14V0PIWJRH59DnT/A\nHO/S/pTPwtX34x0co2KLjWuYYQfV2sYcm8Fb2oYwc+65RoktA7wgxxowqolfbLt1iGcRY9B2GnQL\n6wWIrlxwbt+HGYFUwbEQlnvIb1zAwvsvYcHCzcAAN248BHwUR0n8ys7XC/BXdQ5EA4p9N5Nd/FmS\n132OqDVPUZ1CvljDtEvCOxaZ+uPvJbn2L0i/9WHsWNB7h9D3qH/gAtIfvAvpgVUKAoV0LOrhafTU\nNtYr8WoCTR9p1el+z3ew8bZ3oKkwtZja/BE81UGbNTy9F691BAlDNwcONKZy+mDMpKO12uka/77j\nzXMqinOzX5iAa4x2wHbPPXfuJRDd1mThQ9tw9UN43QQ5PQnHLCJYKuF0E8Fzxo+aj9WCtF2AJ0MP\n1hqYmdI59OYGUO9BkricPK9ATrVhbRHbslDfQCcbDFWFaW3RPDmHWdnArBvMeodKPHpH1qn3DbW4\nTfTwEtXePv4jy1SXnKF8sqJx8+Xoi/sUC8dRO1PkRJ105izj0x5T6zP0j2SUB86ydGoeaBL/t+eQ\nv+Sv8Y/vJ3365wmO1lErFeED18HYozx4M2Ujp3XfbvQ1G0ixgNgFZNhGJMNMDVE2QOqh03sb39nQ\nledSRE7WkUNbWBR22ET83CETZ0ew1sDWM1SeYW2ByusY7TGUNtvhDsxMAdshalhh1+dYnr8JP/Mw\nCz1MK0D5Gv/jKy6NY06jl/uUGeThUbZXepiyiWk8jWTFRwSSxdSR6pQhfNW16O+6h/KqMUprtK9R\ngwHEY+bCRWZUyI8Zj+f5EFjhVw38Tubj3buAOTjmiw3NZR6ocYz/05dQ/e67iW4+yPwzNO9VcF02\nj3nS4q2cQqqcZHqOq9c73GU8pHWSYLiH17Ysv/ymK7BbEeWv3E/wjt3Y3z2EXNbD/+FVmAoIPjlD\ndU0P794m5cGC8PYWO3ffS3xBitQGmK15VHsL689AWod65ma+Z1vI/DY6bxHUN9BakHGCrU+DXyBm\nCFXLpaSoChWMMXmAxBm2iF2yeeJDWCC9FuZkG37hOu44MfU1qiT/eAFW/+SnicQicruIfElEjorI\nL02enxaRT4jIwyLycRGZ+nuf87Mi8oiIPCgiz/0a/Q/+XU46dz+BQHnNk3S+4/tpPefFtH7xm0AN\nKOe3iB+IGD3/vYyuOYkdWqrLtpDZHBZSqmcdJ98o0LGCVgLxCGxGsbBFWk+o4oq8TCjTEXbUZ/VX\nfxcVNVHtDpJ5JI/dyvbxm0mHdzHY+DDbG7+B0X1AYQsP5XuI8RHlw0QTLBhEKsRWiJd+WQFhre+A\n1BJiiUCF4PtYG2BshJUQVEBxVcqguQw1nCwuj7BTOSoHMRXWiAsNnc6whSBikbUQtgLMuIFdzh0F\nK6qQVuJ0q0UdNe4ip/chvX0wV8LKGWw8gIWEztoS3Uf/A+zNkMrDy2LCfAU7O8S0t2nmMeqYpups\n4D8uyHEfUx8QhArJ26i1mKwekJZj7OkGstahmYQEa1OIGaNMiS01kuckz7+JnBI1CIjv3k94ysP2\nS/QFtyFxSHTimTT0DqrLT+NJjH8yhZknkHof0xC8zWVExaAFSRUSpqiTDXdByZTbnm/VIVNII3Hz\n8bF2rrcdZxBlUF9YhCmDjg3FngFJMI9ePAnbJXgDbNOiBj6mm2LTitafnId0hphGgT7Up3rqGUwt\noTrlM5x+kN6udeJmDVWbI91XUs2kJHMDjE2ZNmNsVVH95ufQV42c2AbDYZNxZ93A+piPmoL/ITn/\n0Ut5CxlWlXxYPOq1gj+/8gRXtFMuCSuioGKlmTH/8/chx3fxnGse5RVWcwWWX9yq+MjBMdNRh6X0\nPKIzXe5sleyKQoK7nopZbfMm4xN8aBmefxYdZbzwx+5DveNu/GGMfyagWlhnfEuMyQw6NHjv76Kf\nt0WSTrlMRVXDa21CWENVA5R9FGwPu9XB7i6wSRMlBUYCvCrD1iKCwd1I3seqFqaoQycHG2NWdyKx\nh02mseMI80QXVlvYt15O82XPR7/iWzj7NSu+//T5ZztgEalbaxMR8YG/w3kQXghsWGt/RUReA3St\nta8VkQtwd+5X4oQCnwQOWvvlTN5zX/P/iA54+fKPUV7yCfx1D3vWI/JzBj91H3ruBMFbLiY4W4e6\n7/B1i2Oqp50iueIMuo9LwjibEXd9TOkgPdWmRjd9Gl9Ywt/jkx4eoBoGfW+fQM8SnpmnuLqHaSSY\n2PFug3YHU7OYbR+tQjo7XzYZGbSdbthMNMJWO56EaNzvdgIAMp4bVaiJNM1O5GfnuMMGRCYuu8oQ\n3dFi+hMniPedgN05su3hDSM0AkUdFjPkRAvbzkA1sYFFAuVcZqEGfKSRuw5bl5jScxKy6RRrxrCd\nYaZTNFuEtzwTszPB7Hsc2R5iE4s8dAXVU+7EnvUoZ7bwhjFllFMMPGqP7WTs9cn2naKZ1Zi67RvJ\nVh7l1H++B88WzP7WZWwvL+OfdzPtm66kuvwhquM1vIMF8foM6aE1vJHC6+TUbngJ2fUfpIpSgqAi\nkHm8J4+gBjXs5Q9DvImcarrI9WaM5ItgI3ezMYyQ7tAxiGc0NmnBZgBzm7DeQZqpK76edr/bMsCa\n7YnaRaPu2klxwRnW60fQdQv5OsbESNpAbc7CiZjF9seQfQOggqZGlAc9H1mrkXWHDGaOkiwOiUYh\nTNVJ9l9KFsRUnsJ6BWVZEByPKPcM8FQd46hN3FRlPFcpTFDgi4enIa8CRCx/hub7N89Cp0HWnONF\nJuCvipjHwooVz6csLC2pU1alewl5HrkvqHORK2KpFw3ySoiURyrO6BNnU8R/cD7e2w6grz+BvOEO\nrvQC3hIornn+c7G/fS81EgbjKcJhE7snRx5q4McRUVKysrqJ99She1kbhegUFeWgC1Q2BltC4KHr\ny4iaAJCqCuX1UEmfqn8+dDZcWoZtYBMf+9AsPBAi776Knx82eY0V/gR4qbgUowuAv/qaVZJ/hRPO\nWptMHoa4m8sergB/w+T5PwH+Bngt8K3ADdbaEjgmIo8CTwVu+9f8+P9ep/HoxdgTAenBuxj+3AfJ\n5jbRLU39DVcydftLWf/O36c8cAq1t0D3QG15BO9egW95ErtdwpQiHMdUSyVGV5R9S1SBefaAlBxv\nbPF0iLq2Qe1HD5H+7D0Yk7tJwTjATMHotuPUD/nYKoJ6k8EXfgHphthwisbi8/Dqh79sqcQUk+DQ\nc5Zk5fLprGUSnuGOccoIe86ooT2gdBvnKGJ43iJhtoWqDZBBHTOfok61odsHVQPtYzsW8TMYN1zy\nw0aIzGrsfALDAIzCeAESlVAfYNUANsAsjFBnQD32HMz+MaycQlQBgYd3/9XoS1ZRgcLuGhCd2IOe\nO0PlK8KbzufUz3+BcmtMIBmdd+7GxOuUl67jrQvhQCFbDYqn30+xUtBZOU1806Wcev5ZogP34bcN\nw48fobruCWbtBuGxWTh6HfmRv0ZWmy5S5/ATcGYfamsJu1xh92+iRgpbCATJBNscurnqdtNRzFqb\nEJXYqQrRIVIDG2tUmmO9DHqew5XGHlZX0AjQl55h0NuPXV5Fz1WoE23kzmlYcqkYtVGCPi/Dm0mR\nJ0JoWzdrbltS1hlMP06xlBJsRpR1UFIn9ysS6eH7vptK+RVl6zFsKuhot8N5Wg2Rpl1F3F4oDkUG\nGwsydmOqHzaWVyw2Cc9sE0ZdbvQMnw3hm5Xh3nzMKI4ph8I1gXCrhd8SeHMV8tNiqCuLVT5pMKYj\nPoltYcKUL1qPjVqfuRc/iaqnyK4K3jVD/f9KeHoVYI6sUa0k+Hc0Cca1SfFtUZgE/0nBJB79eWFa\nFfiM0aGPKgqgiY1CjChUPgIvwI7BN4+5EZD28KSi+vVvZ/CxS/Ct5RnAp4AHLewX4WIL7wOux7If\nV6gOWYjF8nf/BhH0/9D5J0cQACKiRORLwCpws7X2fmDBWrs6+ZBVYGHyeBm3KDx3TuI64f8jz0AL\nunaa8MQc9bddhn/bfog09bNtbPMezI7T2MN9aI3gwBATlJjr1iARdAVBaSlrBbqqqMYeL48MwU5F\nNUzxKk02zEmThOpYwuAXb0XbjKxXkDyaUg1S9LEcaVUU95XotRQ16qG3KqpBhY9P2r8Fk625Llgs\nzrYsk/TjCf/3XEyKmqgkxODa1dI5yvS5TllhS0v5lFXKmZjk2EHktmVMM3UciI0ajBoOdr1vE6Vy\n1HaFxAMkts72OVXCtg9bPow9xB9DlEO0jXoohsYAb7OFPHY1sjeB5RPIGZezpx65CHYYpNtHfIP3\nkWsgDpDHm5SBxpyXYlf7qGKbegrxvQehmCbueSz/+cU0i4jgunXU0kloZ85Isr1AufcYY7+kGo7w\nuz7VVesMe5rxq/8QWW0T2gMEukG4OoPka6jlM0jNIif24A3OQ/QK0mk6SZ+EIIWLW6pZzJ4MuxUj\nA4O6v4GcmMJ6faSnsKEz5NizM9jW0C0sqwC7HjB6cDd5NI0ZNJBTMWb6NObgBqgRNs2QPUfx10Pk\niRiCEjkTYB6sMRylDHaeIFlOqEoPPedjmop8ViiiHM9ksHUcQ46UCm/9EEp3QDTGag7FhqtCy0AZ\nDtVKlBYOjOCAKnm2p2n5lv26xltnFtBS8QIrbHgF5QC8/il2v6/J0akxbwtTdngVHoYfCzJm//hi\n3qHOUr+jhlf49MOSA1nBEzoj1ND0SmxqKL/vGP/Pcx8mv07zyd+8kOLnjiA/cRZjC8rjXeS3d+Gd\nDCguOIG+bh39qRnM/JhxMIX9g11U63W8LENEYazFS0YOjxo2QGtCcwZLhPVa2KhOFU4hr/8r2rf8\nFs0bfoc7vv9jNA89wmUzm8TdTR7rbHDV5fdw9QtvYfZ7/oorXnMjjWfcxlSUcf7/phrzL+mADXCZ\niHSAm0Tkmf+ff7dupPCPf4l/+Ok3/r3Hz5i8/fufq4ETQBz3yS77S8ZX3Um1vIXaCigv6lONFRuv\nvwW16TiuSnkY36LGBVWnDwL6iYr2bUt0H7uM/rc+RHbhSUyW8Z6TTeIbd+Pvt+gjW9R3VBRJQtIf\nMfV3u1CLHt7lIyoDZbLNjw5KflMg3hcgfgQ2oGoU+IXFjM4QrrXJnvwT9GKd+vL3gGo5MhseVNqx\ngj0z8WRMFBOTQE4sYOXLCzi8ahIsaSmv6zHe7BI92SYY9bGqxF5x0sl5xk2kmcA9S5iLE2Qrcl12\nO4fUTpi3FagIotItCZXBXjBAndqLWZuHS7axrTXUWR+DQd13IZYpzJ7jYHpQ5rDUQMUWlXbo3tJl\n7anHCbxd+G+D8LtOEC1W6N0pspjjZyPEdvDTZZZv8tAXnyGsN8ledAvx/XW4cgO7pyReuZ2xGaAW\n2qgqwT/VQR87DJd9Cdsv8dIO1DexcRtb+pjVGdRcAuPAYSytAavAD1HBGGsi2GpgSWHFQL03ufko\nsWqMrM1g94yQUhyEv12h79zJeOcM1YHTmNiZNOTsgot8KqexZCQ7Y5LWANVKCFIhfMijPG+DdO4E\naZggQBhq4jLAxBFJUMPkA7xiFh3mSKSRLKDaPwRVd8U/UhxVFT8wLlFnHsdrzvLxhTav8+CzKO5R\nhh7Ch7TwXb7iAmOZ1hWq8pivKsqFDvEz7+WSdIn/YQNOScUFyjCrPcpLT/DyLy4i5z+MpYOfNfFf\n9VQO/+ENND7wNLa+8yxyawvvuau8uR5Tnr9Fq6vRf7pM+J+foL5Hk3/HY9hPTCFzmsYTUwyuWEXn\niqobw2enyB4f0JjPJgU2QOU5JsCpgcomHimV6qAkxZYKFZUYE4MpkTzCLqWolz6C/bYniKiItCMD\nmpbAuI6MBWkY7CXr8EP3YD+3g6tvuI6nbU7xceCer6iK/M3k7Z8//2IYj7V2W0Q+ikMgrIrIorX2\nrIgsAWuTDzsF7Px7n7Yyee4fOG/8l37r/63nUeA6LF+66KPUT++n1/gc5VPOYtUIKQt8W5LXS1q9\nJv7frCDvW8BvJ+TNMf7zz5JExwgaHuVVA9ae8bco8QhOtqmW+iz8xQs49ZOfQM/keDWN0YJvLN7x\nCN0cICtj9LpAy8dvxrxVD9mVw/q6wauNyPtCsDckf7jCXxSGMiRslMhgm8T8CbWVH0Ck5uhqWjkE\n5sQAh7JfjijC2C876Ow5e3LlzBrWKGwdqiMJ29UKcw+O4PAmcix2aR+7+1hf3Eh5tQJfkEA7OJBX\nYacqx7tVpbN/egrSLvJkF5O3kD0DmNpyEe31iTJiaxl72UlU1cPaOuqhHdiZAuul2MsHeGeXmOvv\nYvAJ6L/s88jJEP2Uk9i04zqg3dvUfu97KZ91H8HBIX5Ygz2GMIrZ/bE9ZIsZaIWf7KVJhkqdc6p8\n1V/i3fM0bG8ZVh6FPo4J0FlDMueq4/gsLG1DVXcGlPrIAfHvX4SLtqBVQCdHNoBeDbujj4SVuyWe\nHiLbPjYssLEHGzU2z29TLORIXyHhFIQJViwynEGyOjYekV90D8pPsTUh+kKd5PAJkpnTlJsVAYra\ndkQoPn6nxkhZ0qoi3CzRi9P4/jSNYshmYwSJ4Zcjj9eagG+WklcJ/Nk4waCIij7PVi3e5Tk86YcL\nj3s9TWJCPnl0geSS03ilZtqDN9Y1QRbzZ40ar7E+zxYLHqxgud9qLr3sJOd5wvv1HKc9y7Rv6Fy4\niRl2KL/9GGIi1BVj/Hedh/3hu3lpPgP7tjHPf5xs9xh/ZpVSLxBe20eUR3WqRuNt16JfdZzx+Rs0\nz4RkJwviv6njX7sOGLx0G+1Po0wKQUblz+FXA4eMjBXGt0jiDEuEpZNw6prLavRCrG+QNEByA4HF\nTIWooMB2FJKGqGduwL6/4n1vfCFTw8ZXuLJ6Bv/vhvJN/+hH/nMqiNlzCgcRqQHPAe4CPgy8bPJh\nLwM+OHn8YeAlIhKKyF6cfO6Or+RH//c65+Ps+RvAQ/Uh6TW30v+hG9DLfUxVYesllV9hxpbW0R3M\n/9ybqPX3UH7HQwy/6UGKlz2GbvYJBl2i9+3CtCuqwCDNAcVCDxnD8Ze+H9sroMwpz2hIDaZh+KWl\nimJPQeoriq2K8nSJPp6hhopTnqVaL6k2IZwR2NZIU6EHJZKMqDZL9FpG9dAG+aN/gakGmGwDqyYZ\nc9ZMFnTaxdhbjRUX8OneL7Hi3oxXYUYl5r0LpG+5hKoF/WgJORahlwfYlT6kPiQhup45CE69dCOH\nYuLaC4C4QqbGLil42IDtGrYDanYM0yNIxi4+3Vo3b90xcLzhQYB4IdLpwFSOOuoIX2owjxfETK+k\n7H54jkXbxTszi2q5Bk9Ci/2GL6G6Gqtq2LpFZV0806b45nsJ/Yhwcxl/tEKglpAwwzexCx7dtY73\n+fOQ0RKSNJFWCb0AIcRLmtipxBHOcg2VgVHdMZ5nRshpg8yMkGNNmB66pdujbacplSEyLjDtEhm0\n4cQiG/ow1fQWNhpgOgPQETa32JlNbG2Inj0FjT6mMcCcVDRuCemV99AvzlBtQc0PmUpj4oZH1BBG\n5YCkHlPO16hmmlT+iDzvs5Eb7FDzCoTX5IYPljl/nXu8NVOYqSZ2fh41u8SPFJaR5+a/r69V9M+u\n8tHhGsXSGtEDHW70Nd9tK37Gs3gYvl0slSq5QDT+h87jwHCTp6yX3JX7PEdpDAolincY4dd+/AG8\nj15KMW4ilbB/37oDyr/rMj7w+BzqiQ7+j5+EyKBf8Vxqr7iW4PYu/r1QPmMNswlBagju7lD1hNFO\nH3aOnaJEmlTRPIoKG/hYAoL0NFQpMkjxki1kLYdCY3THNR3jGmK1gyRphWyGTrsdNkHEKSeGId52\ngmR9bF/If/V5DAcNZv8N9QL/3Ax4Cfj0ZAZ8O/ARa+2ngF8GniMiDwPPmryPtfYo8B7gKG6J+KP2\n30No/BWeK3BMh/1+zt7a4yRHPg2zUHxLjh3ndF/3dDovfzGddzwFfEUweCph0kKrHlWnj75iCxOP\nXRClaF7xoscIduzAiwrykUVvG8xAU+4r8BcjVMNHq4piUFBuVLwWg/9IhEksZh6+iYrCaowyWOVj\nlzWVrUjTnKooUZ7BeJqyEqd5rEfY0ZjKniBdfy9V8QRWb2JMhrEZlSnRukCXGbrK0DpDm4JK51Q2\no3rIx7zuStShHyDd/VNc//LvRt9wHdVQkc22Ga/uRc40UOsxxgfVC1DbHmz4sFbHrgyQuETGNSfP\n2qq7DjzxXVdZRICCdoqIgVoFsxXeiT3YLsiuPhKtwVyOlB62aCBTY/zVEDwPURFK+Xj7E4Kygx/W\nYQkkqiN2GhnPIRtLyOIY7/E5lI6RY0tQzuPFddS9K8hyiaoUZAt4XhvGNdS2wPQIM6+x4y5MzWD9\nGrY7dt28p5EwQWINxnN65yyGgcLOZTCbw8AHq5FHIsgt1LdRGzFWK+y4gTIFJi3pz0cUe4cYG0JR\nYP0IGySYpQBplqiqRBqVm8mnmihTJLvuJ59JaG9fQ7c3T7c3R1hGmF5COhpC7JG0Q/Q4x4qHHZeY\ncYmUBStZjd+3BkkLvrUyiLJcrEvwQYUNlO/zuwpOFw5zur8wfDIIuGo85k2tbV57aJvrY8PvKHiz\nLfgZzzDdX+TFSvEmazBXncH79B7K9ln8JOFar+IXlGFHEbNeKH40SMle8jDHGiNeYCzfFhb85Bvu\npDiSEXx0Ce9Pd6E+1yQ6WSP5g88icyl6NSC/ZozXD1FXjrHvXiTaKrDTBflhIS00xlZ45Qh8SxlN\nYcwcxmtgwhYmamJjH63bTjniaSRXiAbRucvj0ymMNeIXyAlB0hQJMmzdIJ0tTNCk+sRl6Fe/iJkz\n02wC9/4b1p6vGzEmpxMk1J/1fvS++7GNNTxvhuBzeymbJyme+SXswjamPsAc6OOPdhL8tsCypbpi\ng2ohoRpplA86V/hzBnnMoiJNais8JjmNdQvbYBtCWSn8ShNMwaovzPcVSik8fAoMf9tM+Y1E+ID2\nCaM6xtMUJsGMhLqyfFMDRoHwySrAbkF0IEb3CnQGwY4ImWsiQQOvcxXG7JqAe7TrdE8J3LKM/6fX\nsveL5/NDRljH3b68FOf8eSugdqwRveUv8LZDZo4/QrDUR7wSu3PoOlvPokoPwgg7aiJjhd1bOiuu\nsm4pFRiYyp0DL9LOJRYYOFGHzQVsN0fqQ0zjLJJXSG83RiukuQ5lhW2OUDdfg77qUWRwBlX5mPOG\ncOww1vNg7iycmEN6DcxljxB+Yo7iG4/hv/eZ2KUx5lmfgbFCVBM5cQjbqLC7H0CthRBo8CfP6wC1\n84yznhYZ5DVsMIWMnMXa5pEL9GxoB+ieGzumRqjgiWlsWCHbCqW2sbMVqKFjE/QCRjMtBldAtVnH\n1MEOc2Q2dUvN2HPSwSIDq/HublJ8498RHtsi627jb4e0T5zHaPf9TI1z8oZQaR/fr7F1/g6KTot8\nPECFHtVYuwtWACr2YbSJrUpsfQZsCDVhSeBM6LTkYb/Df92xzZ684g2iaCnLq0cFvyweX5wKuLTw\neIGq+KVT60TNBt8fzPP2YYsn50c8rfJYIWBsS35I4JeJ+TPx+IayRiso6UnJDbrNS0L4uA64oQzY\nIQFv9oS/UCE/+J+ewYs+vcgH7/wAo2ZI7e0XoA5X2D056n1LqL/poGOD931rmMvHSC9m6tgaS0UP\nNb+FXYrBr7uE46yCIIMiRDHGSA18i6py9LCD1+w5WHs0xhaziMqwpYeKMkwyjzT62F7HEfySED7b\nxXzkIrJHlllNYmYQjv6rytVXacT4/9NpXH0jajwgemCe4uUP4n9+isaDl6FKBYtrmOkeRhWoFMaP\nPkL5wlNUBzfQykCh8aSi7JcYlTI6nTCMUrbDEgY+pS8EU4b96xqvUsS5Ud4r+QAAIABJREFUR2ts\naQQt0pFm+qhFl+D1DKgK37f85lDxAV9QqcLOWpKxU0RcbzWnhnCjslxVWReWGRj0VoHUfcc/2yqx\n69vU33wZ+embUOlJzN0h5kev5sCBV3LZpW/gO//LD7L3zgu41wg/DvwC8CXgp3FpHx5w+NQ8+u5d\n2PqIrf27ME+2MWGJVQp1IsK2x5gywAwtNAfQyJHjTaQokPXAJTZPDZzyol5CbQSEMGi6dI25MdIa\nQSdDwhKpt5AvLiGzFTQDCC0wjWlUiBVkMIteLl23e3QHiCDFFCI1JFYoqzDPPoayEarfhUCQ7SWU\nVwev5kYjj8/iPboH1c0RbZA4RxaHiFjsdgcKH2hgpwuktQVBgB3VEeUobmyHsGsL6iPkZBcZKJhf\nR+bW4YLHMUtb2OmBG7WHhkF7luFyTNYBs7SJaq2iJEIGDWQc4p2twzABk6CjIeZLs3iVomxCvbdI\nhCZbuQ8bVQzqPlZAUZFPB1SlRzbqoTxQVrvEiJplrki5Lq+wrS7GBOzPclAlalzjdJJjt3pQ5Hh3\nTfOGB5c4IPBAZdhvDbc1I17f9PiQNqxh+CkPXlCvUZYJ76z6xFObPJprjln4WwyJGH5PKXKv4j9g\n8e6bgfEMQb9HMnbUveevTfHO20J+TZ0kXA34LlugL9nk9F/eRPmaq6m/+krsp7twe4z3mCF5+QPo\npwyQl5+lCg3yxr2QxSRru7BrHjbrIukIU2XYUrBBgLFdaEaYYBH8EKSGDWsuIkxNQVzDFDug7UMU\ng2lg/SY0MlAVMj+GoI2VOvZpGfLfPkf8Bx9gT5wzY+HbgcV/g7rz9QIMKDGYg8epLn6E8Utvxb95\nDrPcQ8/fSXndbVTtEaaWQGtEtV7yK4mmbI4oprdJ422SrCDdMvzRWPGeoeVpbbg1UwQbAXHLIx7E\nyOk6j8xDXPkobSk7gvJz4mmP1kWWehaRdyoKXVF4mr9DYUaC7ZbseTIlqIM9VePGJkx3FAEx/zXx\nmQm1S+0davRWhm2VZMOC7GyF3XMCGQdEHx3ymuf9F9713mfxzN4MtwF/yj/+gloCpoBp4CW/dD26\nXscWsLFyAPvQEpgKszRAtpqwY4TyJui+rTamEmwvdpbZ2XXEGiQrUCd9xEuQMoBRAG0D9QwixzmW\nvItszmEP9wDtuuSuQso6okCFIfbgBqpqItKG6QKJBfIarMeOw1BMY2Mf9d5rMM97FKYrCFpYqaHy\nKVS7QmUBMi3YsoO0fcjbbgHZLKDXhN4UpDFiOkjPh+kBEiiX+lzPnRxvEELa+J/svWm4rVdVpn2P\nOd9u9bs/+/QN6U8SQgJJCEkE6RIULEQRPiykKVQaRaUTEUEERBBEFAsUFQVRVAoMCkIkQEgggQBJ\nTpqT9uS0u117r73at5tzfD/efFb9qKLE4vtRwryu8/Ps61rvNddY4x3jeZ4bbQjaqFUhRH1BswI5\nNYV0LZrF9P0Ug7MLijDHJicwkuK7TXxzHT/dRYMCP7sM23u4xQk62yf+5POJDjWIywb1fJWpNWWq\n6+g4kLSkv6Fk/YDx0jaEmOhhSKkWniAJkMEWXRnwlTKv3Io7Frh/ts1PhQEuGtAZp4gbEo7HFPu6\nhNfu4gIMX41DPhpYbvKG5x1fYFuunAqV+Szh0wstbti2wBeThD+1hsh6bmTI14pV7pKS1c2YJeM5\nZErOP2+F8e/OkbS38YtxH4zyjvlNzCMiXF5ikj5vywJ0AC8+u8foQ9fjfnQJd/sM+X86AWesEW3F\nsG+ETOfkj1uiPDAg/ISQPW2CP1XDjHPUJdh+iV8dI5MewfBezPAEdnI/jCdIMUAnARIU+NVFtBlj\n5gUkwWVTsGjwMoeaDhrO4PNWlfsx3Yd4hJg6zDbQ936ecnuX66iMEN/z2vP/w9/8v+7spcpY1dmc\n8tHr5JcsY7MGm790DS4eEN4zi0SK1B2+73hjw1D/yIU0/vhp1MdtWkGL2mLCS1B+Jm/zNYEnT0KS\nWcG0EoJFT7BPafcNxWGLC5Uwnsa3I76+LNxza47baXiig7zteG+Yc3SQYVUoli33zWeoesosJSwN\nNjCMxxXWfC0Hl3ly49EIJANpeb44ySkvOkG+MqB4xHHe8+wv8Ezgvf/D5772f/E8lqjUIJ8GAhfC\n256EmgC/c0B32wG4cS9mM8aOLLJkIFR0pGC7SL1b4XdqGSbQighCgO7dgl4HzR/OLe7WK3NIlFZa\nnLyNTgw6lz7sovPIaBo5MgN7q5mfAmI8aFC5ymoOmcmRrRoaOyRvgm/DVQ+ioWLun8OO60hQqxZe\nZb1SiJQhks8gvgFNi0ySKhcgclU2bOjhnhBQGAGdAaIZtAfIQKpiXXpMqwd+gowjTN9jD8/DWadw\nszkb2y3904W8M6Y8MMItNXHjECZ1xEeYYzPo1ACz1kK35vDJGPuu88izafTD59Equ9QjkLkSlwSQ\nB7jAErzj8TRfchtuX4CrZ3jx2EaAtfUqaTRpoPWFimQyztHVCQxyPl46UEM/MqhvcmMAbM/ILzrB\nZ1S5bKL81VqXmwZDdOi4TCHwnh+VMVp4Lg6USyTgV1W54ou7eOay4fI0J9xUfqy1yX6U873wTZvS\nfcs3GVNwV1LxAj9bQrbYw5RnYW45nbf4hMh4/svGOtO3zDF66n1EV57E795i9FCd8HfOwHxkNxoU\n1L9ch+ecxF3Sh79u4LvTuKZBcoP0IWosY7OjuNYCYlu4YA+SeCg9ga5BNsbMLGHGazBcQ0YnCcwR\nZLSB4RgMhwi9CiUWzkE8D505/LiOzIyRg2P873+ZM57ybU6T7z3D7QcFGDiigjmxB7d9TPSHl3Du\nYz/K6OrbKOc24ayS7GAXcQF+pUkczqJNQ+uBORqjBNsPwUNYGqL9Ft8pKFcMbs7hfIjsaJAPckxP\nGXWE/LIMmQ/Ix6uU0YBL246zrKX8dsFXYmA95LVrntfPBFgHtbalXAkwWcb0guBLw20LOWHTkfiS\nsOMJrMd2HD+VlXiUaC3gKbtq9NaWiBrKZOpB/M99iPa/atL+7ScB3vqN0ynX22g3odixxUbzNMqN\nFs6lSMPhoxKJCnSxh8RpZUXOBV8oHG9CM6te7ZebyHoIPkW2LBQBslIHF1VzvESRfoK9d7rCzByZ\nw6e1SstsLdKuY7LpKnWtmWE/vw8ZhjA1wSBgc0xRh1qt6lqnSjQIkNEstMcVMqkXQr9e5S+XM4gb\norOjKhd5doRkAXq8gx6YwMkWsl7DjCzUcvR4G79/iAwsRkvcwiZm2MfPbeB2DNCztyh7hs3VXYzP\nF/yBJaS9BplHahbqE9zeB9GZDN9yyBDK8x+i3H4S59d50sdeBwLtr/4W9T+6hHBfE3t6jXC5hXnJ\nm9h89oPM3vO3uDO/hW73lGGJMQ2cFXJT4lNHWQo+dajzSGyQSCo2n1iSSLDLu6He4pJmk/pHz6e8\nYJOnZR58xguKDBlsYDqbvHiljo5LTjiLx2Bzi11uc7+F5AmnuH+3p5ivUQRd/lQMR1S4hAKRDUaT\nAHXK1aXB25JrkxRsStZeY/zkI4Q2wz1/BXnjE9BHbxFvNlFrqY+GRNs85evvx5/RQycGf2IGe2sb\nNx3AY8eUB49h4nF1f4YN6NXRsEGwdRznFdM0EDRx5SIu2I4JQww5XhvgI8Q6NG9CViWkGdNFXIHZ\n6GHLozA4iUyOY7ffiww3MNpFgi48doVvPGwo/V6eHxRg4GeBsJcx/Y6fo/ali3ng59+Ga2+S7hmR\n7tpk+jXPp/OrTydYalIsFkTNhKVf+iLdK76EkwmaTMj7BdL1eEoSQJqGoIStQ6fw4khnU97Qc7Q+\nM8Xcu09j6u6dhNfvZOIMxahDuEtxGtK0Fj/d5A9ajrcsOooox9QMy3st/dWYaBzxmCKgr8rGVNUp\nmlnPVu75VATBlsEVguk6Zm8+B0OJX83JypuoRSeoTPv/9vMR4PPA617/HHSuQOMG5Z4+a9Gl6KiD\nHA+QnkNGVCE+sUe6iqR5BdCceji2Ms5g+yaUijSKKsKyVkDhkTRAXQJqEaP4R25CVqu64GaBTE9Q\nCqwHb6dgdQodJfgL1tCtFkKtylEOFBVBBpUW2mzF0I+RAOSBedhK0ItPIseb0E3Q1GL/5SAS5kir\nRCYeqQ2qtwgdViHr6wEqEyRzyGwPk/Wg1se3MiTPcHNbmCM1bLeJWwrYjM5lfPUmPhzilxoV26x1\nEr85wE95tDnB6wid2cBv36yMM6ZH8LIXc7vGjFW4VC0bn/8IS48+RPHIe7n9tXdxuPtiLtYaCqRP\nuQ6fOUQN0ggouxlSlNgkgMBjjWIi4amZA680I4uWJU8fFujpQzrvu4KpNzyJ8QtvZyMYc24VssAH\nWgsQ1yAc8JG5Hp8s4T1lRrB8nOZGn9bCFvfjOI+StgrZOOTX41kwIZIHvOUZT4XRFvtvqrFaL5BA\neeJ6wud8Trvs85YsRHyJwZMurJC+5l7czTuI33s28uVt5E98BkGaEqQRzuf4cEL6zBPIoQ5uJYSP\nzXLyzH2Ud85AMoY8xWwYkBaYCLO5hvZPodrALDi8TSjTBYgDIEJtDCSIzSCwqHk4y8VHEAi6PgW5\nYEYTdGsb+BZ+bYryq2ez9JanMgT2fQ/rDvxABQHA3iBj8otvwB7aQevOC9h65icY/uz1eF8Sfm2W\n3W96PZPtd9B9xcfw5/SQfolzCsuezvFZJmetkyclOlFyAWk59JRhz9/sY/OpXfy+HukMTL/vfNKX\n3EfRBWr+YWIFlLsH5PeEhC1BnODVUEoBmRI3LZdbzy/nntPSgEfOC3aUkNoJk9yzmEDPgTolEIOf\nRNRn5zDlLoqdWzTcTlLzIPFHHoM2AsxORb/8Q+g//ygHRk36Wi3h3ks1dvhOZ9uuJYK3fhzpDDDk\n2IcWmM5vIVzMoF3iLZhhWAEP2xniYyibqDfIyWYF77QeWWpUcZazKZJSQT+X6rBrjCJoGmMo0H5U\nddaJB1ugnTXMxjzaa1Vz28IgaVDZrfesIwMLe9Zgo4PmEfKt3fhHn0DWmnDaOrIVI7dMoTty2LdR\nLTBrQKzI7bMQBRBQBcf3Bc7swkBgawo9bQVZbUE4RNsDZGkKmlv46QJzrEFplZUdeygvOIYvDPQi\ndAB0Ysg8alfxe1PskQXc7CqiLaDAzU3g6JhLH/857lLh6Hd4/ruoJiLRW1/N4Oe+RTqZEDU6ZN0B\nuwWOYytlh4J6gUKQqMoFlrLH09XwT61tkMX4ZIJqwUVOuCMQ5Oa9ZI97iE4JPa//GraPwvVbfZ5q\nx5xY3MVcGTMKHeflMfcZj1GYNwlrahAMEzdhTkesxrO0XQM9vAOfrCC7jxPccS6Ti1Li4TxRFvFD\nNcdvqueyk/Poiy7C/sgK8aFFdDlGXnkMf+4Yd0qJb9iFrcH4eSeIjs9z+vs3CR93CtPOMZMct0eg\nVSBlXpG+I4ef2gnJFHaQ4adCeKCJLG7g0xATZRWCvrmF1h0mq4wa7uQ2zMJWZVj6rUvQpRbZiSkO\nDmp87P+owvxABfEdz9Eyhk/+FNLMGJ9zM/klDyATh1AQ3TTD4ILPkJ13B8GwiS2U8v9TH5iM9LxN\ntB4S2ZDSC4+JSmrH6wQSsPGi4xTbJzQ/cQYv9UK6Z4ly4sldibclWZ6T90quecBSb5QkJxURj8Ql\ntWl4zxwUJwu+0i14lrWc34JrlzyZS3GFoRULAzU8tx/QaWxDohqd8kI4fFbl8hnn5Nf2Cb5wkGL3\nQxTNu5icewOj33wj5T9czaHPXcHmC/6W3w8n7P03PKfsxCL+E+dViPcyJn/sEpvT+ynvnUUnFsk9\n2korE0Zu0HiCjBwyNUH395AjDRjWUBOj02UF6ggd5t4auuBgpDAJkLCAO7bBKEazRpUC5i3Sm0O+\ntohshZAFlTV4oY9ZM1AKdAqYNOBUG8kDCBUJ86o4L9WqDN/Ow6DMwiHdCM0C5O5ZONAFM0LiTczQ\nw64B5AbdncLCoBKKu7ziy+FgahM1HiZNJrFl+UkB5SX3oGWJbpW4bWtomOGDFXxrFWZbSN7AL4DY\nEHSCLwewsoV59vv4rArx/+b5B8ArBdi7BoS8P3f47goSwqmwjoRjmHjUCef7FAnHSCDYrQjKksZ4\nxHuKCUwPoch4nBW+ubXM2YMu5178IPWbTqffqGHSZpWeV8JZVrhyqk1ZW2C2X/CxsOAlRclf+CGn\nDdc4GpRsblqcphzUktNNgIYdnoTlGNA4YxW215HNsygf0eUhBV2F/fGDfMEf480OOBQT/MvNfOOX\n7+ef/+x6gn4dBmBPQvDFnbibpih3jrA3tqi9p4kb1qofmcjjA4OMFR8aVOuoNKEI0O4q7sYAzXuY\nk8eQ+oPoyMGgxA1aMAMazMFgO7owj1/fhzkzg24bE2bwim9SV8f2QY0H/o+qy3c+39cdcAy8Dvgq\ncPjAR+Hie5k8/la8DrDrMLnqCI2/OgdxLWS2j2uPKWZX0JkB47Wc05qOY1GJQyq0iVOSL84RtSPG\nB9YovCIo0lY0g6juCA7PMTlvA/VCUUDQp8K8B1Vyvy8VcoN3Bb4nECnNXZZQhLQC0qNWeHtueP1Y\nkUIQsUTzCfbEVZA0kC9OgytJ3/kNog9ModtLon/Yg55/jOzqw0zSHq2bDxD1duP2b+Aes4m550zK\nF/4JtdZh+mWIHZ/JNjX8JJXLpga8Ftglyptf/2fI+SfRmmAHI9AZOodPUe8M0NP7SKSQK3Kijt/j\nYCuEdoQ8OF1FOu7bgNSgLYds1KugoMii4pFQq6ygO7ahcyOYzZEgR8sYWYqqwrstQ2MPqwFsHyPf\nmEcvXKLaU0dVyNBaHdK4ksfNjJBeE0200iHLGDk1g3EVAZhhs1oM1raq2XBWIvfOwvkr+CRD7m/A\n3AQ2Qmg7iDM0zqE7xea2gNH5fXJN8EGKyX0VEN7Oq/zklkVrfXw0wUwEGc1hVhL83DKus4m+/XJ6\nf/3mf9N9rVPN5M37f5rJT6wyHm5iJim+1nnYfbdRhexPdkJ7DcYZvjZFNFwk72zyblfwqsBgopBW\nrmw5zylG7ChS5rXFxsIs5/iMTOG+cVEBQ2s1NHdo4ACBUJgjZn04xvgBPghwMzP8hLdc7yDyNU4a\nT3RigacfGHBpaSi84Y15EyXEljVs0KD2mgvR99xAOYkpbthJeMUSGOXGMObyDz+K/A92Uf+jrzPZ\nEVL7g7MofuYU0ccXoClML97G/NwaJs6xkwAZgD8vq8KSliI0NUhS4LelSOAxtgNi8GEMxQgpUryd\nwvoeSgYkqMTgQzSZR8sEhgY6PfTvFrDveyK35yH7gSNUbyHf3flBB/w/Pful0r/eFa/DeWu49gZ0\nPDaqo2fn2K0A3XcKFrYot21STg3wi2U1390mHG2VkFvKofCkQiEBe1lGHpZEtQQ7C35WKSLwcfUd\nsQuOPZmhLJSw6fm9hmLTEj/JeZd1+JHj93o5Sd8RzjmiPR7TjymGEWVi2PLKjsTzeg/vKx0ihnB7\nB/up52P+8bHw1UVG7/4yo3dcj95XAwvmcICbO0Vw1wzBoVma9+2hvPIY45+4l2LHUbKVU2SnXcf0\nOb9H+sVfgs/8OP4PL2dlxyc5hHIZlSztj0V5rwqDd/1nvFSmCj8Vop0Bm4+19De3w5EAnZRwT6cK\nc88Npj1AliJ0agWZWUauXYSJIGMH1qGtFO7uVK/MGwrjOkyPkdIgPYFRWAFFawq7epW3P3fI4gBz\ndxtdHCLjGFlLEFLkaKsCZQ58pZxYacJ6CJpB10AWoNN9fLtEG1k13iCtOvCwBxsWPX0d33Jgh+ju\nLhplaDNFZYyvjSk2myw9Ruhf3icvLdIboVOj6gs9HeOjCWV7AOEIsRkmi6DfwM2sUJx7P24zx3c9\nZ3/8V//N93UMXAkkdy5AHiAmRG276gYTjwQzaByhnRGYFk9LOlX+0vwI1PFqW8WEalrQb4aYEHb4\nGtgOa0GIOAMDxzO3Mt5frvPzaZfd4xFROoNopemlVKbyCR9sBWi9yTVieIWFW0vlWWPDUu8Ivzxe\no9y1zj90A74+CPgThL8Icz4T5Pgw52c2J8iLH+KdLiDbqGNbFnn24wkesrw5DfFdIfjnW8h6LaK3\nn4lbHCGRJ3/eKr7hcPcvog+0q4ZlaCpqS2GAAp2fIAtDsFIBCwoHoxV8IODrQBOiTjXfjTpouAA2\nwLsm+DGSncCW92KLw9jNE8jOLcpL76dBZVCy3+Ma9H1XgHdQxWQIVYbmaQLhwX/C9C2j53wdnRqi\ni2O0rRg1pOd28VM9NCzRHX1Mu0DHHjMSZDVBNw1xP+DLA8PsqicnpXaqhtQcwVgw6xU5wljlCU0l\ntROWxpZgaKj1lFfvLCm852XzAe8eGaYeWuANu+tctksQq2gu/MraiDKeQFrSXHNs9IQX4HhtGJFM\nnUNy7XOxy+fg6x53SRevMS4F1obEh+sUTzhKtNZk6w1fwDXX8JMJ4xMp4c0xtT+/kvqRg5hwimzv\n3aTZKcxmgTzqJMX7Xsrn3/k4iniVEnguwmHgGUWE+/lfhiKAqQk+rwEh/R9dome2Udy9HQ0yGFn8\nZAz9AJ07VYEigxT94VPY+5vIaoKMcsxRgyQTaPbQ6Rz8EBaKKuB8cQjNAu2H0G1AFiEPNCvixEMN\n9ILjD3/hUtg+hsKje9dgagxTWWUjzkDnUyT1SGOE6XlEx2iQY687AANXoW3m1/EzPcxYKtzNUoGc\naCDDOmzWkTTBj2t0ZTvLT/eksxmlmVAsPoifaiAbrtIlTybo9BBTtHGNHCcZshyjjRGiGbrq8Ket\n0nzGBznsk+/q/raA/Z+/BJNXrsl4agYR5eXqCU0bzRt0VNBMaLmQZ5gAl+aIWJ6VUUVplopspfhM\nkXqIDROsrfP04RY7vOed4nmZj/mgy3hhkVPWNyEtEYTfGPS5v3D8XKH8hrW8u9ViTuGfxPAnt83y\n5kaNZjHk12XEb9TH/Dcz5vjWQ7zwTuErpuCf4gEv37nJ1hkP8QvHG5zcv4rpCP5RW5Tvfhyff+Fj\n4b9tB9fDnL0J8yP8dVPY65tkO7toqkxmasiOLcRH0J5AGVQ//LZSJOk4RtRhNkoILBiLbPQQdwq1\nCSp1xEzQSROKCYLF2hGaLqLjOdRNo/EU7jOXs/y6H8ddfzZzVIiD/vewFsH32QhiOzDbGdC8+ls0\nrjuPO4Z1dsU5vav/hMHBm3CXniBrrGOzmLAMKRY86f3rGCloBHVcy6ObBZMsp17UCI5Vr5qTVo9C\nqlSlwnmmj29DzxmRbeaUgUPmHKcfhzARDncCHrFack8M5dATJiXpsiU8repIePjRvMYWvPUhCNtK\nsD1ASiXoBeTTjvK4sq+RsHbT4zH1gOKKDL97hvCWOtGnWkRLHYpkSPrCG8kXj1FrHqCYrFCUq6gT\nbKKYB2LCtR3IRCljD5cuk0vJlHX0NqEgR0S5sGa4e75D5yffx0XHfoRp4GapmtG1g9+EN/8DfnGM\nbIaYYOth5lxCcsQz/aAgZ65jeorfvYlIEw0C2HxYWtYM8bFHugJzJXKygd9WIPcsojsmlWzMTCrm\nGlJx1yYKu/vIeiVD0h0T5EQL3beJlA66TXR6jK6EmM7/sGTr2Wp0UGYQTzBLM/gdfey3t+EPrsKg\ngQQlrITojgG+TDFzIRxt4LeP8OsRg6TO8ALBbV8nNxk+FIK8BFWcGWPyRdT3K2lc0kHLCb45RkpB\nyhJ1AegEF+a4n34e0a0vpQac+i7u8C6gCIdMvvlMLmyMuVELfFzDp1XMqDHV2EsN1XNzD1NQAqAf\nsb2WcZKCJQzbjVSQbCO83ysvj4RnFfAJo1V8aam8H+UVYYhmwu9qwYAeb7EWbcwjVnhaYHnIK+9q\nhjwNg/OWGp40D9hPyNGtkNvrazxy0MRtm+H3NeJVx6aQ7auc09vODQs5syd24Cgod01ofPsA0Usf\nA+EEed+/wJ1n4z+2G37hBBKH6LcaRDVlX3Yz4f4+MooxRVgFS50/gTBChkAaImWJXxBkLGBypBB8\nw+HtmZh2jh83kTjFSIHL6pjapPqxHkSVtVlG+Ae3w+9eyMqhvd9xQfqdzw9GEEwDQyB5wh1wWZf+\n+z/P7k9+AvP2LzJ/yV463QPs/+qLSYoOPhgxTpcoblsiDj3b/vhKGu9/PJIL/Q1XjcJObEc7gjOW\naL6GBAbXBt9zFPsnaOoJQzDGUo4sL5r23BnBFaOS/R3l13PPe/Y4wkZIsidkf+jRacc9KNfHnmsm\nlmiP4aNTAflGgO8GpKbark/PhXRvvpTWl34MyacIP7wP+4Uewd9Zivn72XrVp+i/7Br8J6bQmqG8\nY53wj88kvuYc6l87jdaHLscULSSrIZ2M8rHHccMMXEH/jhambohrEcx4ntbLyY73id/5Im540au4\nyXh2UqFP5u66CHfjQbxz6NQQlzhcZ0yx9wHSR25w8qdPsrG0j3RtDvvNffgcfJAhA61Sxu6qgelh\neg50jF/oY69fgG2byCCBrQjdSKBXqygUUwP8aacgTtFhjO5Zg2QZBga2DHRDdL4P4wiZF2hN0HCI\nTBykHlkF068jUuB3rWNOhmgN5Mg8hEN84ZC0AYXF+CYs1/BpyHB9gVNXwcYz1sjOOELpNtByCynX\n8VmCE49mEZp0cTLENQQN1/FmgqpUyzpt4eoDfJjhP7qDg7f+PJaqo/1uzj7gmUUTe+0V3GACtCgw\ncR1p1mGmjYQRmtTRuIHGMdRCJMoqRNJUTmnAllvsKDbQzCMRUMIrTMredAOsVpnGUtFSXm4MfySC\nqVUjjN8Mp8CGVQ6vh4Yqb7YBfzpweDw2g74ILvCsi7I+4zhcn+bHd9R4g3pu8xb5tUcSxgUP3lan\n6S322mmCheMkx2OKA5uUVy4xSUqyN/ww5W1tELBuE30oxN/WwNySoHfO4cMSyglaTJDSY+5ugM9h\nDNIrkR7ImkVrIaoJ3saY1BAUh/DHtrDFUcxkCR1tEuSHobeBW0ohZqxgAAAgAElEQVTQIELjGXR1\nL+bsTeS9n2f+4vs5wH8nT3yvzn+YDvgbwOMFHmUct+F5kw/4DMKtCgOqXMxTwBm/9Bns+SluhwNN\nYOKrYJVDHrNTmHzjGMd+5MP43gh1OeHKFLXr91MmJcUlJ0gXB/hESAYxdiXCJwVmZ0q56RgOC6zk\n6K4qRNsFoIXg2wU2jPBxiVigrRUqZlJSu69OuFMYTWVIoniFocKHN+A0qzy9X8O1c7SmJKvCuGkI\nFho0PvBcdDMnf/bt+G0Dmu96PDJsU55zP8OXfhU/KTHX7ENfepSZlzyFdHqT8mkr+GJM/a8eRRmv\nM37JbSTdmEm7zz+2xvzUV2fJrxwjdSBWsuM50kpxsUUmEfW2Jbr5Cnpv/DN2uSZnUoUM3f3bv4O5\n8Hg1S53uI2aEZBFqBV/vEZY17HKd6M427S0lSEYw7aCpqAkrgsT+FM0srE6BayJjQbsd6HXg4BKy\nkcPMGBZ7uFAIv74IZ63iCpCkiZDBiVol7/MObeSQZFVg/M4h9guPwO9Zxp/Wx56o47MYmelXluJ6\nDmOLjGpQT3G9kKINw0c4Budt4JIQk47w4xyNJ/iwjU4GGGKcifG9LWycIH4R39xEcJiyhfQF1+yh\nxiI9h9uVwg0Rz3rul/gKfMft+j5gUZSbVdgPxKKcKY6vza6QXnYHk+fcjF61ifEdhAY4i1OPsQHe\ngWzUcLWCq5IJnwlT1PUxdhPcOrq1ieQDtPFwSp3C5zTnqf0ex9otHutqnLBgxHB+4bnVVAirjdDw\nlBxyhNtjKqxgLYTSwXiV88KYQ61Z2nXL+WXA21xI7IQPEXA4MPys1tgU4QNLM1w8m/FXNqAs69T+\n4CLkgiPoY5b5cn2Ox7/tMZSvvh/5eofwup3o4Qi5eIAcmaJcKJAXLTH3qTHba8eQ6TGmW0c0Au/x\nj55Ub5GpYLsWHUfomWOUCNMPQQt8UzCaovUA4l0gEzQVkBRGAcQTdFKvuuCijuYB/lSd/OXP4Tb/\nP21k/zfn+wBL3xTlrLddh9b6SK7oqRrysYs5ujYLAmsKpwFTr/wcwaWriKuTzdWxKmAniBsg9Tpy\nVFlb/jTdK79EvlqSLE2T3PMIxucdIfpmBy5YYTTfx49ymmED31IkL8kDSG+f8Igdlk/EimaO8/qK\niQ1TJ+bR8yekg4yy5ZCWkj3gqdcV1wqp1yLGR0q+OVdwzClXn1DO2q5cOBI+m7Qog5KiVSAuIlo8\nD/s7B4kme0iON1n5yPsoy5yk2A7rFqmNKOMtzDWnUb/5TEYXfZv4DIc/wxB8YJ7JC2/FBY7aX+7E\nxdPIGOxGneLZh2j9/T42n38bphXiRmOcUVxUYgphseFpDi1Hp2LKb9bo/MYh3ujqCPA34njgul9A\nOmOIxphckYd2o/vvxcsW1KeQNEUVrG8RnKhT+9Y8yVCI5nuV5rdTQpkg4xhcgptKcb1pdBRhkhI7\nvQHBEOkbdI9DMo+fGmG6M8gowe/cQuIJcus0uisH76CTY041q7lwXZFxhDYchIMqIjNQ6NbR5gC6\nTVxnzDCfo/fULjRGuDDHD1O8LfAKRhpoPkBjW/Hf8hoad5GijdYKfGkqaVwREdgaGkywJ9u42RH5\npIesFoTP+Aqn+xr3aQVX/F+dlwAfAq4C+vUtDv/0x8jedC9FvU5ZhECITeuYpTby2XnMjbsITjVx\naYzxgsSuQrP+5DH8dI57dBd32iZ3BhPOkDFd0+Ny7uOe9U1Qh7FZ1amLBQkrnJUTkvE603FA03S4\nz1f07UeHcEtoq0VKIIhXGqMxQz9Bah3K6TqP1Ih7gK1SOJ2IhggbEnCD1PigWt4SWuouZL2MuNzU\nWHnCs8jeeQP5eWOSx/8o7qY/J/zGWfDJ09DtJb7liPoJvpGiew2t62L2RN9GzllBV9pECIqBlsOf\nO8KcimAtgtDj50DmHfRCJMghDfAzBtEJmoAPzkSaY2SUoYMa2KAiaYd9+PYO7G89hVP9BjsRdgIf\n/66r0/dBAT7vjCWS3/4qPphBNK0eXmk58dyn0xrHNFBWRdj+ghuRH1vFugA/q2hqwTpIFQkVk6wj\n35hhtPpV3LlHOLXv64Tf3I3fNsSOFQ1K/BlbZMsZpSsxfcEuhITdHGtiPAnDpE8dWI49zabSuG8W\ne06GjhzDDYeMFGY8u7d5jl/vCM+1uDwkXfG0FxxZrcTlIa/0ygcDxbSbDJdyZv7picTf+CnGl1+H\nrszjfvHL+GRAuSr4nSlhnFD7nQuxW3WGTzpE+agu8V9N4a8cYbpzxF/eQfm4+8n3LjH76z/N6l/+\nBTJR/J9uIxyG3PHcuzjYVGwa4ApF5x2TLUcwZQCHrAgaGUgt0aMidl54lBVvUWBqz53kf/9OtD7C\n+U2IQSMlGs6RlaeIfB07Ucppg488DHNszSJJAzneon5XTLIGrj1NEq1iJ03ywuBbKdYW2DzABhOk\nG2JmgBXBz4zg4Bj74XPxVz+A2AAdhsiSoGeNqiXmDQvoRVvY+9r4To7H/eudKVxJWs4wPCum3LGE\n7t5AJxmu76vQ+3GBomjNIpMMl3skDjC1Fi7LMY0YN+gjte3IqIc0QtSAZkPMpF654VKDEcXnOeEV\nX2CznP6O93gH1aisAeS1Tdzb3sHgBWPqBIy0Q1BGOI2xNiA4NUPw4gugF6PWYIxWn04MvhAEizjB\neIuWFsnAzKbkr7qT5tOOsiZDyvoIkaPEG0dw7mGlgxO8ERDli6Xjh+2AZa2zjRgTV5zBrhvy6jxm\nodPgj5xyZWj4NAbU0QqEexsJu5ZPoUB3ehcdTUgl4DeN43QT83xaCILRAFwNIiUZzVKXEv/Mq8le\ndhPhk09SfOUg4XqMuewI+q1zKa9tkTxxAMMaZ9x6N1x4lCCz+HEDE3iMF4pzB5gshF4L2VJMJvjH\n9PGTEHOqgc1z3JnAqMQMBT9T4joLSNxBNyfocAoTNNEwRaKU7Bcfy+TOXRzn3yNBg++LAvyYV3wN\nvWoTCT3qwgqBlitGNtDXPolthxe4DZi9/DDR67+G8TOoGHzToDZFPMioDrPH4f4FiPrIgxmHr/5t\n8nsmRC4hjiy595hagTclWa+kyHKkptTbbZJDDbKDKU5zsnFObVvBaMnRabRJew7vPFLzlIFg6iXb\nBp4TDYMrla3IM/VQSa1dI7MOY4QoVNK64pctjaRN+I9PxZyRkv5IH7OcITdsw6+WSJ5DqyA6zzP7\na69hcMW3yK58iNzeRnHacaZe8wKGL78WHRcEn9tBsrKNrV/9LFqbYJxBEot53emUTzzFV592kksR\nfACSKK854Xl3O0RzKNcNX48LHq0GWw+ZeckXWNs6j0dR+RR6z/tr/CuvQeyQlGUS38E3CySro2YM\nUYB6xZJDuR1XHMNqgEoTaTpcWCANgy+mkLUGEk6w40XswNK4fUw9WcP0GhCWWK1jsqzCJOUhZscA\nT4hqgEYeGUPZKbFrAeWMIx0I+XxGsQ3KTkA5P8BIjm45JklJ4AzGCmWZgQnxI9CmousFUgOz1cA9\nQpFxincem4BfDdCmYqSJDWOKzS7ETSROEMmgUJAx5aiAqz/Kn/bO5jnf6Xvx8L+rxHPLEz5O/2Nf\nwwcdCpmg1uB9CBiwwhuzmLenMdFWC3c8QGZLfFiiTY/UFSYR4XWLBJ8+AMs1yA3WCWVhsZMALYTi\nv9yNvPwebrJjzo1HWHcMGdyHFpWtm7JywgmKegexhYfRVbHrkTvHrzUXeJtY/hrhuUYq1UHh6M6E\nTHvDDWvrbEV1fqQxQ3LXPH7fIcxD+/nUwRpPMTGGasGqWq82Uj4gvnEf5ngLc7BAvt7G/uMu5JW3\noF8+C/vkIeXtDcxIOOvYrXDVnYSfvITBfWfTeva1YAVi8IsDZDPCbDWRQYzuytGFSRX0tFbDuxDZ\n1ceuxngsum+E5AFuYRuMHHgPTMCCX+rQ/ZnnUaQxx/5d1ek/UAG+QpQ7VJkzsEOFLz/8uS563Zcw\nT1yGUQ01EbQToIQtRQjgSIq+5qkUp68Q/fYtmFyw2Rh3oIY6RbsxEodI8yjYDFmbQx7MuO/AO8jn\nepTrJXasBM06xB4fOLK1lPLBlJnTIdMI22riclfZG1cduXjStZJnbhf++USI7yhBWTKeEeyywAEY\nFCW3H/dcnCi7FEZxi8zklB7ylZw/vMjwyi1Lcnwn0bcuRWcs+QvupvPyJ7P10uuwS22iu89AS095\n1SH00Bz+VAs7iDGHdyDtIfn/cwPl6SuEuaGMcvRUSOO3L2Pw7s8STZQ0U9x9MYfOHPH01YC3Xzji\nbwO4JvfMTiwbqaE0hmibUqyXzEhAzwozH3gVnWt+jfuB8wQK8Wy96g9xz74RFy/j8i1CqZPnIwIx\nSNggyKdRO8bVaxAMcbbAjHJ8IMjIoUGEqQtZ5DHG4CcDbLuDlCFqDIFNkHQWSiXuZgR2Exl7XDoP\nzRE62oVuO45IgWtGuCAn0IwSMN2SfDrADlLKpqnYdWGGyRSNLDIqcMaimUOzhwtOKAiCjw1MMsxC\ngu/HBARoDGV3HYkb+EFBuL2DjnNwBRJB2XNoVBJf9RfsWz+XaYQvfIdrb4BWPKb429eTX6a40PCg\nGnYZwRiQ0oIJqvGAcYiLK12v9Vw/qrE/KtkdVkVcNQJ1dCVkPA45baNF+Dd74fO7sKnFlxF2ZDCF\noXjOEbb/ymHelfT4T2Gf10++zTt7G6gFE1Zc1XtUOdObSk0hFvGOVTNgwTR5vQt5SdNwljUslsID\nNeEcNczXhY+OIvCGx1vlmE/YMDlzaZcTjX1skxrxP+7lnid/iSf0z+XBbQGSB/yJq2Mk4MXiiG/Z\nQ/LWgzgv2Au3kCfeDcv7KFcaHOjeRLRrlROvexsmmnDgtf+1WraKpbhkCTkVod+epVarRoXlxSeR\njRqyEmH6Ce6SEbIcoCdayO4MCceYNKZ8VB0/mEFqXXRQY/CM/0zfBzS9cPe/q2r9ByjA1wKvefRx\nzLPuxFqPbilyYII5FsOXHkGRxdjfvBPNExCDWAFrMPV13OY0oiWYIfzdbvzTN7E1g7XLMG5Q7hYY\nRpjIQ7wFG7aSJemIE1//G4qzjzPetUZ2MsfUHNoA13UkYml+cY78snUOdhyHag6/UUdmgLWSol2y\nf0W528D1LeWHMo+fKO25NoqQ93N8C84tPPe0PZMVT60dEmSG3CnihWza0a4t4vOdRB8/n8kLDmFG\nbcyRDu7WEDud4zp9dHYAY8f8+15K972/D6WhnB7jT1rq772Q0XuvIQkXSAfLFQy0iDDDgjzOUVti\npmGp59lV1tCjCXJwwMJaysa+Nun6kCkMGx0gBO0GSM0hYYPkV36dbYd/nl1US875oODoyz5E+vJP\n4/IeomNcP0MdBFIx35iPIRc0Usx6iiQBSoGrBTB0BCYmrytSt6ijYsg1EjSMsMbiiqJyHpYG8Rlh\n6iuGW5rjQkWtxTUsDBzGOmSSgwo+A9MRNAhxqYcsIzIF5UDQZggjh4YWnQ7QcQmNGBlOcCgaBtik\nyneQUAGDGjAaQqOGd+nDhbvECmisMBTsM/8r45WLyL/D3Y6AOWAu2eD+L72J7MwMh8fbENSgoYUi\n/O8tsoTVf1QDahAXoGKq0CNAfJX/UPGjLP86dZGID+QBr7xviuQvz4JDs8iWgUmIOEv+nAcpXnkn\neb3HujnFWYPb6KUFKp6oTImjhEEpVO4ez16Bo2rZZ4WHjHB+3ueDLuXsxiLhbESiINaiRcDbi4A3\neMVECU8R4a1Fjfe4Op/8s/PIf+5fMJMWebPDtutPZ2PvPdiZgoX103nrYsHL3v9IuHyI/dgCXLIF\nZ6UkzQn2hVfyjEM7eKQa3g3snD1B8TN/D/vW8fuX0DtmkN96A/HP/jkmq6GtlPLMNWS9Doe2EewY\nUVy8gTk+gz2a4H54BR5IMJMEd4Hi6wKlx33sUaz82Q9xrLL1fFd16+EH/3+/DM0JgMceUPQiA48M\nYUdI+SiDe/W9BG+5FZxHSoE0qjAyqUN9o7LGNgRpCzz3JEEyQgW8zEAiSBEjyQjNQ8SN0aIG0w5p\n9QijKfKZDJtYknaA98Inlx2/iCdKQswjlUia3NYPyZcNEx3hjg75g36KXU5YczPUF/5f9t473rKy\nuv9/r+fZ5dR7zy0zc6cwwxRgAOk1ICLYRYklKqIRUIPlG6MS7FGxK2rskiixEYINQ0lAQVEpYqEj\nDAzDwMwwM3duv6fv8jzr98e+A4mxRUnUV37r9bqve8o+dT9n7bU/6/P5rICpikHn4ZC+R/OEzGTk\ngyDzhvvKlnTKEg8JmULuFSLo15TyUAmtrUDvqeMnDOV/fAz2ASEb28LoNc8g3DiMRj3Sox8gP3Ib\n0888H1/pIeN9iGeQldvpn/oTdD4jmR3HJQkXd1OCyxZR+syxjH74z4iSIS7IU0bbHuNz7KqU4PaY\nk0rK2HyLJ1c9+/Q9N3kH2y0GT9g0DHd6JG/9O3bVf8DPgUMAl4dEn30Z5Q8/m9AO4zJBq4KEiq90\nyUs9dKINvoe2O/g4x7mcPFFsM8MOBORpH9NLMa0MaWZQLgGCkRyfdJE0xaQO0+wS9B3aTMgmW2R5\nSh4q6hNkZw+yBL8rxXUcWSa4UMlTQ95dMG4xIX1TJl9UxYcGP1JC4wDfySAIoZOSOzA2wvQ9muZQ\nM/gsRa0rBCbWoWkLmWkhLV9M1ugJuhPsSV/mhb8h+QLUgCeZlE1Xv53+fm0OkZSTLIArRjqpQpAV\n1DBV0AxUQDyCQ4O0oOnhC/8co4URPnmxrSQLiTvllVGP5IBdTH7oOnrn/wB3xBQ61kHrfUpfX03l\nSU9h4DNHcWRnb6bqx6GVwYJYErZpt2aROCteR4UB30F8nwf7cFiScYfUeC5lhnQOm3lengZ8rA+S\nJbxNct5mlJOylEnnGA8Thm3C/KtvQ7as44RyGVHlkCN3EN10CC4JOHbJJJ/wAcbmmEVTJO+8D91L\noV0lX/1zhjaMMauGW4GKwPXTK2h/5uVkq8dxpR7Jvx7LRK9B+LmX0a91kJkYH7dQ26H79RfifnAg\nZgf4zYb85vWYGxbj1zZhMkK25pifDeCvPJBNXzpuAXr4XZLvr48/6gpYeGQ6QwS0o5zBL/4QU+2h\nWioWYQBSS1FvMFmCOltQkaQYty2mBGEfna0XC3hgGj/RwEoLaYSFP0DX4tUjgYCZBxdjuhGSzzL3\nxa3MvvoSMp0jzzJ8lJJOJBxXdfykFROHVVzVgyTkXU+/77HVnFMTz+WDA/ggJ9mak9WUlwx4kp2e\nfxmGsB8UjmqZIUgVHxZTb/uNFC07TmrBfKXE7R95BXklQY/YAlvr0DeYuZzO235CfMcKdEpwf7aT\nTKeRHCTwVKtHkk9uoOdbPD/IuPjKldRvPZT+nuOc/Bc3cuX9DZKD+uh9VYY+sg+12XU88I9fRhZH\nVFt9kvkQvbHE2udOc2TH0HWOY/rCfhXhhgnDylF4adsgEfi+JZoxrH39Ru72DQD2o0gCzWdfQvqG\nL5DFW8GnuDzDCLggLPKFjQtyfAg2zVEMXhVjTDFd2S7IY0uCyQUXZZiuK6rbvsHYHJ8ptqO4WoCo\nwZYs6h15mmNRnHMYXyjAXDnGaoZPKeawRSV80sUEpnBhcw6w+ChCA4VQoOUxmuMjxZoBXDqPrQ0g\nzqPeFjLgAPxshg1AxeBurnDQWZdwY9L4tet7mShdFUqi9C58M80nPcAPSxGP9THvFc/faQRYNDQg\npqhCVAqmQpFpiz8j4BZEsrJQU/kCq0U8aFj8HrQooYsKOSrKLydUr11LeP5adDbEzMU4r2jDkV74\nQ06rz/KO4GZWtx5iKku50Fv+xkhh+5m3OCRPuLW2CM2FdWHEZKDMq3BebHiFNXxyvskdPmHt8FKy\nPOJKCfgpMScElm9YoaEVRD1gQeOCyUCJL3YqvOr+JQTfWI1espLgBxfht+9F5CC/eRXu6GnSE5+C\n6/9ni/QQqNqUxvBO5ueWMJsVSsMxYJ+9b6P/oovJfrY/0/92Cm8CLjjmGtpTi1iz8QB2Pu56OONq\nwrf/Jf7oDTC+lN7EEFMb1/LQb8xWvy7+hCGIUSAQGNeCtL7XUzdhX3UvpBFSTtG4jHYMMtiBfoTY\nPrTKaDkHa5Bqr6iI6x7th4jpoq0KYnKIu9hOwdV1SyxogClPobMjSMkhuovk/SV2/O1HyfM+GuYk\neQ9tBdishxohiBVjQkzFkDU9eS/H1TP8VEBYNURVi296fM+R555ekhEvE8II0sRQMdC63xE0IIhD\nfAJa84RaIrrjyYQb1hNuXkWy5yYqdx7D7Bs/TXLc3ZTuXktn1Wbi6Qbe97CXLqN63YFoViP5i1sI\nTvgp3R8PEKyqk/f6SFkJvrsUs7POq9/6Qz48H2J8iLulwpJPP5XJL3yN8PZB+uunYFDxieNTVnhd\nM4ARxzu6jg8YmEMoxwbFEGSebMZgyobgPc8jufe8h/dZDqwRmFp/B71Pvo+kcS8adDE2RxOLJ8B4\nj8GgWjRvJAVMcXrv6zGm55FagDZT1AkSUxi9O4cxBmMELSu+65FaARd4b5DQouoL4X7iManDVSwS\nWnw7RcoBRiDpKmHdQO4Rr6gqeWgIvKLGkZsQEUW6DokiiB2aZJBbjLGoFoIEE8UofXxHKH3jWI7/\n7Ee4ykW0f4v1fYTA1mP+jTdd/gXOIuCwIOBnEnGes3yIiAds8B/OUw27E6+oFFgwLEAS+khCRoqq\nGR6+LlAkNw2KBK4C4gCDaMgHZ6u8//wD0ftKSCtAtg9AKcc9Zxv+idt5yz7f5Z3bNkOgSFxI5IvX\n7vMUYr5jTNGAs7b4wQIEyk8k4OjOPJ+vDvJSKfM2ET44v5M3j65ktZR5W1JmV5ShpgTOIr7ErcQc\njHBdHvPEH63Ebq1j+5bgOXO4c5dTOXGWbNMg3Y8fQ7qr/EtzRkgx2WV31CmMjGqiOBVqFI3jlhQj\nySJveA5wNUqOsI2i6DsImADu+S325a+OP9EEfMBok+CEO2HfeYLpGmZHnWSygT1sFvOce4ux56UE\ndATFIs6gOLRroR9iBmaK6byxLVRBYY64Fr4zUFQESYDpeMRmUAZf84jtoJQQAfEz5N9psvm4T+Ny\nT54lDOxcRj5isbKLRBLe1Uw423rwwuFV5e6tFXzcI10MQZyTNy3SNcRxCa2mPN1n/Ks3HPDjPjed\naKhmQh7Cy6eFz2nRZKGimBBqNz4XmmXcyDwDlx1BcugW2i+4ljTayWvV8rHhClFTGf6rs5k/5yvo\nsi4+62GmS8in9iZ44c04auhRO9GWRXtljjnlmfz4ZdeRnvgg+azDakBQNuQTliipk/1kCa9+4e1s\nHMiozxm+lYVIpryymvGJnZ7XLLZ8LrW4ujIUeU5xhvNSi16yhAO/chd14BaKH8AscAIQRx1uect7\nSJ7yHbxtQeAwPiioTjbCq8H0BOpgM49JPD4IMGJw7RyNbYGFGsGUBG1nBEbRwRJ+PiPIHN56fGxQ\nAqTvcbFgXQb1KswVGLDWUkQ8mlpUFQkd6gxiLJJ7NC58dEU9vq04qwVm3CvOLEjsgmudJWw1yOMW\nEoVoxxXP8dr/R+em03gBhUDlm79mbT8G+Dmw3KZM3HsqyUjOv/mAf7URoZT4fLeMi4uDiJq4oIfJ\nAgbpTLF+H66CtcB6ZaESVooDmRZYsWjBZlAAs1AUqwFjwBffLWK42QdcqBE3KdzoQuyOGuHXVhc2\nn4+dorvvNdC9G1xevAerBeoRCmu8cL8HYgErhCL0FpXYlnhaBJyvwt3O8CoHn+/O8l07wAvqDQ7N\nct4wO8e74tWsLpepBG22dqu8plTle97y5WyQxTZkZ67868lPJDx8HjlknuCoDcifn8HM5sH/8t0u\nLj4mCuz6hfvKwCAwvnB9eGFfVYABgT0UruORyRdjxZHr4e1/t/gTxYBdJ0JO3oE9yqDPmsG9aILg\nrHswT9uBthr4qVE0GyqcsaQFLY8EYOoeqSfQr6FU0VYVknkk66JJtfCbLSmEFh/GxdG3ZdGSxycN\ndHIQ7RiYG8TPFeoiETCLA3wKZnGZdNhjRTjHBth+gFrLbS4m2lEjWh2Tp0J/wkItJxiwhO0SYWy4\ndCKEAG55UoTFFr652wL+oSuYUcX7jCA1hP09kIkyNq3DAV3m33c1vdNuIW80kW6Dfzr3sZQeqsF8\nj/5J1xNYi2zL0bSDXzLL4F3D9I6fpju4nfQhRzqd4sMmNzz1WvyaKU5DGVi7iMf6Pu/TNrqyS881\nefwVazn/hpWc0RQmpwALTXVcagSzzPGlbY4kcOQ7PTOh8vXY4USRXYtZTgEXtXlEZNAAVqRVjn3X\nB2m85POEO/eENMSLQ42iWQauoPVpluEiQ54H+FhxPY+EFrEBEoL0c7TjMAhOA3wzQysBeRTirUWx\nxXw647HiUQfaaaNRH28SyATNLBKBSxRNDD5Q1GRkNod+jCYpLldcCaRqCx8HI0CAxgUma9KYrD6P\nsQreYe8dY/BJ32LJTafhgH/h1ydfgEXAKMr8X36Sw5f0MF7oSJFEv/TQKOVPHcae6kENp7qUwrRh\nIYtaTyFDc8VtCJCAz4pGnM2LLEsO6tCF73r3Y9RowWRwCxCFpIDjMOv5+6DPtUFOFvcLZ7F1XbRt\n0O8PU33386F6YHGwiQ2HZWkhPBFIMiAULm9OwtwkGUIwm7HSK4/JDH9jlKsCx7NVaFYXkZTLXKCO\nv5UY7VjOaXteLF0adpJ33DQKcc7NueGb5y3lU9zNpo6Sf/lnZHeX8ZnBXbuelTv+a/ULRcU6zn9N\nvgA9/nMynVlYrxPAJoXv85/HDo3/3sn318cfZQIuUTQmtvRj/HmHQNSFVKFhIa6hvgyxRRb30HYM\nLkRJCykhXSg7KDkYTqAdorUeJIPoXAyRQyoeYxJ0LoJqHy8GjaPC8Sp0sLgPlQxf9VhZRvzAWipz\nq6jeuw+9sS5me0jUXYIEgwRDdSp71agQUk1r2JN7uFmhTmk5Ss0AACAASURBVEDDWqKZMmEoMNLB\nN8EZwc4VkxykZGltVWQNmHWCn/JUKkKp3KD29rNwT2jSfNN1uAO7ZGtbZEvnqL/7aQye/yR6H7uN\ndMUkeZTSfPGNJEPb0XaOVFP67S5T37wY+7lVDH7+sUQ3r0AC5ezxFH/6ZtKZlK9+YSUH7prknSOO\nt/kK3nuCRQnXH7MR2RHyrhb4zPG3eZe1izKqUzmDU8K+QxDEAU84UtFpWDepHCQ5waZV3Axc9gv7\n8nbgnxZcV9dvOhx97lXEZ70D66sYp5jIEdgMm+dI5mE2w9YzSItTWReCUPAyzaIQgqCo5KoWLQmS\npHgjqDGF6KBXiAlUTYGdOovrxWi5BLFBjSGbzbGB4usGq4pJQGxYJKQoBusxuUPiYpYaJSlmrKGQ\nCN4naN9BFhO+8UUc+FeXE3aXE8hvfzb5LKBvlM7fXcWe3oI3vBD4sQ+Jzz4B0yyzNVBONCkXBTni\ncyTPeZjSYBZey+RF0hUoKmJPceSRYhuzkKTVF9e9XaiYU9QKhflyITVGc1BBciFKinFKvuYwgcVW\nDRyeEE0fitYOAKPckrf5orbQFD5eNsx6eGalcGcjd1wkEPRjTmxOk/aSomoOPRc7OMILX1foxw4a\ne5It8xzhLO9v7kH/qO2QOd4UOWSmDuro2gwd6BKs6WNWWuTBOlOPtjfkHyAe7SGfv3PEwAqBsJpQ\neeflyHIwpQ5aaRR2cs0IWTqJ5jWolCFWaBaYk1YzkDKUHWbeQDiNDwZAF7azAWoCNI0wrlf8mMpg\nql2kluF8WEzV7Qha9pAJ4CAtExyWUXv/G/CiaL2HPeXfyVddj9/iMcsdqo50vEd2X048VifcXCfw\nAd3RKRpzY4w++OfonW3SVQ8R+X25c9/zyKc91gjhlFAeKtPb7imPBPSH+zhvCb93KHLgNvKjdlK6\ncC3xbcPMf/xq4k/tR9QPmDvlVnyS4mZzon6DgTNPxeSG7l730O/fxNeWjPOKC48mP3iC7toHiK5c\nTummPXjea64h6xk+c5QnuaLB1le8jGd+5R9JNMBuFvy6Pvlf3ksiOS8rC88LHO/zll15wHUDyupm\nzvVlC5KhGwSpKXdUhDf0gQOu44n3K1cgTP+H/boZAOGK3Tc4w1/8+MWMH/li7lr/z+Rv/zhmrybe\nCB5F6opvCZL2IaZQMXkKVkI3R4YDBINmHhsUHrCSO3JnkbJiwxBxGaRFY9YbEOvRvI9mJSTIkYpB\nA4fpKBqBiwWSnDzM0LJHHATiceJxqUJqkBKFUX4KoSrmqiNIP/APXOlitgCnwn+LWbkNyNddAUst\nXy3YY7xOhfM2LiGOUjof+B7bnbJUdKGhZgo4LfMFHIGw01jGxD78wkLR/Cy2z4tbJHjkjakswBgL\nVbPJCiELHpWMAvV0TBmD3VDDvuYw5CUP4XKPebCMKYP9yWJKSx9P/xCPye7kpa4FxnBG4llXLfDl\nQ2UxP48Djg4NF/mUU7I+x8z2eNXiFbxX4JrI82mNOCGHivO4egtcwPIw4eJyxF83h5kJ++zXC1l7\n9l3c/6LT2PKB+zG1lHzaMxxup7NshNbBOznhhlVsht/DqewPG79VBSwiVkRuFZHLF64Pi8jVIrJR\nRK4SkcZ/2PYtInKfiNwjIk/+bd9IA3hAYWc7xlx4JFIJ0WAPCCpIYJBlOW58EeITDOOYZCciOWZx\nhqZAP4CSx3craNsizRzx08gefSQxSNdgl8ximg7T6aJzFjO2qzBsKTkk7WO0i7QiJPcF5lfL8as8\nJkpxY1O4Wk7tK08h/s4JSKVMHuX4ulJaUWLo4KUMbTqWlXe+HmvLrL32JBYvegb2mBmCk0LK+y5D\n1j5AvM1hvSDWs9zlsDgg9wm9VoprWogDzOIBevtuJ/y7I1n0qdeT75lSmVyL3bWItL+Y8nufR+OF\nryAISyx93evpv+565r5wAXLCVsp3j/LSZJDy3HL8kZNw8BxZqc/wj/fj2PMO4u8TsIlDj92KrWzn\nql5A5dvLGPjWkcTXL+GHw30kd7zxa2Psa2M+XjPYpmGdNcQDAQeoo4ylskgYDIUD5+DmcchePsVF\n0VUc9Fvs67LCYcCKe17MgS+6ieqJX4ML1qN9Q9AGLefoYHHq78uClgKITWGqnRTMB/Ic39NioGIc\nIJph+h7nHdqXYg5arARiURTJK5g0LxRdQVEhewSXFSPMqSykqY6BDDJrcd6gsRTqynaOphDdvoz4\naV/nfe/9Is5F/JXAX/62i/w/xEeA7MyvQyfj2Wo4z3g+ERnC8w6h/c+XYEhZLq5oUBrlJl2AEBbg\nhff066y76CDqF+5H6Y5FzPSDYsCnL8yIiqp3gbImrqiEZeE5jBTbaVH5KragrFFACiOiuD3a0LPo\nR/dG/2kd/udV0p8OIv0QMxtTuu1x6OAYb4gbdAUeh3Crh3sx3BwHbAqF1annlEA5aXARcwS8FwcG\nXusMj+9sYV075z4rECpYz4yGoEIz7DKMMmlybood9Qt/RH/xPPE/7Ik9fZKk3ES2DKIHT3MnyrG/\nw/f/xxK/VRNORM6i+M3UVfVkETkXmFLVc0XkTcCQqr5ZRPajgMCOAJYD3wX2VlX/C8+noA+P+ABY\nLMpy49EVswSNBD57BWa6AfUuvjUGgzGmOo8mBu6LMWMzqFvoyJYHEZ9B7KGT4rM6gis8YFdlqI2g\nLRB20bSMhFLAYVWDmDY+D6BbQXoGSYpBidKJi657D7I3xbQlI9t7mui+Gj7KENvGL92Bj9sEgxn1\nmdVUD0px1Rmox4U/bRDi4+UEs7fiZYjZ23+Ob+2kP9YhGXGYccGMQGssAXXkXaG2+c9wD6yj/5ob\nic85Art5H9In3ULwg5Voo0d+wkbS4zfBPQEyaZGlbUKtkg800UUd3I4Q+4ljyE7/Dnawio/7BCbE\nfHYV9Q1rOftDlzLfdpxLlWysS3U+Iq8GZO/bg/r4atqPv4PkqB1EEmMqjrSWoi7gOR7+2XmG2gka\nRLRGYP+aMtQ13GmVtBUgFy5n9OI7fiNmttDXeFhXsHtxBJJRWfwD/PmvR0Y92vLYskGGCizWjztk\nMEQDgybFo0xu0IaQt5TQOvyARVuKDRVHgOYO0/GkNsUOFWwBaQM1gb7iMk8QGLzPMKFDS5BORNhl\nrpgwrRkOIbp6JfEH/4mp7qqH2aC/T/v6maJcfseJsLrEV3zAS/MAe9s63NIe+YpZjvLKLkLu8wFL\nQtjllCd45QfW8o8inOkFm1bJSo64X6b8zX0oP/U+di3uApZjxPAjD+IcKgsnurKbIREXnyEXdLeo\nw3jwMTap4KOMoB9TeuaTkF0ljLO4E3fid8VwSBNzUBNfd+R7P0jeuAzjEjCG7zvl8Z1pNK5jh2pk\nQGShH4bFa6dFxReIoN05StMR86tGiZxhhzec1Jrh3HglJ5YiUOHNLuNjSYkkGsIFUO8sRqVMODmI\n/ecGdtMwyy5+DCpw9/8+l+C/Eb8HC0JEVgBfAt4HnKWqzxSRe4DjVXWXiIwBP1DV9SLyFsCr6ocW\nHvtt4BxV/fEvPOfDLIhVwIpGk95HroYRQYgL+WcegDik1ipOHa3DVFv47mJktI10PX66XhDOK31o\nePzcEFJpQz/Ct6pIlGCDFlr2aFBGfI7PDKZTRatp0T8oO0w0g5teigz0MGmED1NoFjQ372L0nJCZ\n6jjBjhqEOd44JOxAkCJRl8F9ykRHTaOuWUxiGCyh8QhkCbZ7Bz4YRbeuxzjQJZNIMIXMhJAVlLht\nf3Y1zbkO8aYx+MqpJG+4keDby+k/ZzNu3S7Mhiq1c/+C3ou+i9v3IVw0jwkSgrMPon/WjyndPwaz\nMZ2DtyEotmwIqxHZjhZBVEHrObqjhtlYo7tqM9FKcE1hyMNcO0Ibgt3RIBwEv6FCcuSD6HyIMQ5W\nOCxKtjPgojzjFJ9DWCFMA2RNF9e05AhRr3DHGnvxBrZmo//tJfpy4FoK6lAbeKpJ+enQLfQPvQB7\nxo+QA/rIpClk5mUHmaILU6VNoGi+ADVg0DJof4E1YAXxgq94jDpcH4x3aFwkI98G08jROYHQoaUI\n6UMe5Mhn96Ly7Vdz1PiTGPYxGygYHo9GxOWHSO97MVRitmmJFT7CBBbFc6KNuP6yvbC7BpGsxE2v\n+TH75gYvBZvhKxrwbBXqhVEutl/jsdbww7DJyu5itKNsHesWUMTun7fawt/BWYo0uJCMscURUCMe\nPiGWgDCpUn7hY8k3DSB5gPWKLyty+CT8WRM9fhp1GW/e5/t8bOomnhE0uNCAT+dppCmtkUXYwCBR\nSKKgYYhkQCpUNcKj7Ok6RCXLjFYZ//ly3Mo7iKfWMb1PyDu3D/KJy2rI8zZwSriO70wMMrl8J0Fz\nDQNlJb1iDcE7D2fp9kEOAi56lPbL/0z8fiyIjwFv4JFCBWCJqu5uMu7iEZ/iZfCfOMsPUVTCvzJa\nwIa5AfjqeuzwLKbWxAwadABkCajWkRGg7NG8AnSgn6NZDRnNoCIoIX5LDeIuSIiEHim1kDBFKyV0\nbhiTtwqxxmCCWoeJukhgoZziXQ2zpIkmMX6yjDYrECZQLjAzc6TH7hwsmhhpoUYySQxJyMCyQaIn\nThaqs7GHYNCC1LCdzUi+GUwDCJE1O/H7dPHDZYib6NADuKE+E4M30pvtEAj4betJz3wAxiPK1x2E\nG5siSzqkYzP03/RtTK9PcM0w5CnplhTefi92XYPung/RPvhBrHh8lhFfPkz5wrWE/TI+m8e1wJfn\n8QftKChTbSGsZXSziDg2WOOg1iUPOshRMxyZpGyQHr6S8aaO56RORtjrMT8EJ68KuKbRJ2s08dsc\nQeQJZy3eKFIOyOV36+v+G7CRgsMpwPd9RGf6aA69+jN0X3Qz4cE/RZ57AbzlL+Frq8gjVwzKDDO8\nL05t88ShUYakC4nXGsR4VHowl+FTQcIAH1l8Vgw39XXIA8WVUvzXVmJf8iqCJ36LPY68k6EvXMFj\ndjyDn/iYO4GP/k6f7JdHOnpnwVc2hlWEC0wLy4gJ+Z7zsK5P/rIH6f7VLezni8T7OAWjhtOd8Eab\ngUnBCS7ucFYww+O8cFmtyUSrTOna1WDyoiFmKCAI9UXTDgo+MFKM89Eyn08qC5BEQS3bw2S4sR7E\nHrEOQjCpQR+q4p80RVqaJ1/a5NL+GgZE+RSeY8uGywZH+bfaKCqGNCjxgukmnxzfwRf7GXjD6zH0\nbMYPUe62Fb7rK1xqhFsPnsJeeiKXr2tTUc+5S1uYkcXIuU/hgqjLzN2DxPeWKDf77F/qQxawaqbC\nKNB59AVq/2vxa5twIvIMYEJVbxWRx/+ybVRVi4r2V8avvG8MWFnr4p91MxzZQTtDxRjxVp8gmsP3\nqkg6ALNVqHbQqQpUErQVYEpzYD1aHik6u3FcaN/TLsQGqQOdMpgMDRTfb4BN0PkIWTyDdgfRVoi0\na8jKJjpbQsIEBj0mVDwBmnrUe+QAh72q+Ci+DEG/EAU0npBhjt6JJrOYwR4uWAMSYPONqOaIr+Pt\nCGIrOMrY9AFUt4AxqC1j8waLs2fiN13N3JqdWKlgvrsU9oP5T32V8O4q6QEzHK7CrUs2wkBAUPaY\nlnBU6Lhth1B/y7FkQ238IffTOfx+Vn7wZUx+7BLarc3kb9qXxZ21TL77UtbXU1aakCce7LnjroSH\nlsNhQz0+2otws0K8OEWckswr88MBh4VV7DV1tj59F3fakP1Lnld6i85AJ1R0UpiKLS/YqRy61HGh\nC2jfejLldPg3LrpfFrthi92QVH/h/3UAaphydZg9FG48FG48C/4eThPHRUETX56iMnYvDOwgb2wk\nGJhDh6eRqIMLFeM9mgvoKLptDNoVgomD6U+s5bz2El6ZLSLz/3ko/PzC/91k/hkKTvPvG2dTFB2f\n2/tm1HkORpiwKUep5UzveDolMIZz993JWRqhNl3g/cL1qiCO/WzOYwEwPM3kfEeFbaJcKRB6T3/d\nJN9ZMw0+QHdzhzV4hEeslt1kKxEF7zkzTPhwGnKNCFeGni1qKa1vEtw1RO4KYYfkAivaZCOzHGBz\n7skGabsO49nTGQ6uZT9CnlC3XB9HZHHAlsTxyUaN0bkuD6rjPuvYM7RckcGMEYIFyjIieBU2nrGR\nui8XGhLj6T3vbq5+6iAjlDj6wHn89x4Dz+9z03uWET5vjgfH2sw9MLQgOvnTzMK/iQVxDHCyiDyd\ngh02ICIXALtEZExVx0VkKQWNDmA7sMd/ePyKhdt+SZzDHCDrtlJfv5aB/Q5GfFjQgKIObnYRUkoQ\n00KJiiP1sENnK0i9mK+lfYMpd1FqyJxBWyE0LGp6iAOfWdSbQgdUEUgspjqNbw0WizAN0MUZOl8r\nzGVsF+8G0E4MgzmSdwr1U1BFvOBKUrioVQzVU6axBzyIdDOk0UbtUkzehnQX3oSIGQTTQIMY8h2I\n7sRZixWLTxdhTYAfHIagw9Jd+zF6wxFsHdxBvGU56TFbIHIkj5mk/rlDuCfxRGfvoOPGyXspweaI\n+y99Bnr6HXTf+TPy4T7mvSuRkRrd/e8im+kiRtFjdhJ/7XjCi/bl3DNu4dlRxLXvW83avea4beku\n9ms6nMkwA5D2AvLpnHBZjT2TnPskwRxhuHDc8KKljicMG16eFGqqP1fDtSsMQ0OK7ID9p5TuXseT\nffD9pBSnPL9ipz9qEQEHqOVn2RB7ZENMNffiZmA1xaK+D3giRRPiOBYS+UK8lCLBDgKvpVikDeDW\n/+H3DHCZwEaF4Jgt5FhuD5VNxvHMruVp4hDNEAl5LSloxucRziREVXmrwPuBu43yIoHTSXmheg4T\nweL5fwpfEgsm5ykmBBfwyBzfQmH4sFJOisvqLVj4bmq5RCw/1RKlHWVkUZvkzE1EmcVevII8CYvC\n5IwH8dbzOuM4M83ZFjYwYcTFlYg351DJHJdYy1SuvMiETEU5D4yO8T2nnIbwWpvz5cltfLjewJkl\ntIKAwTTG6DzT0RA9MQjK36YRp5qEapyzxED880X4Qzr0/2mEaG0Pe/8cjLZY/cAQD/zRJd8fLPz9\n5vitlXAicjxw9gIGfC4wraofEpE3A41faMIdySNNuHX6Cy8iIjokSoyyZP9xwvdcDxWQRq9wdkqG\n0CwAL0W1GIJoBq0AMJihBPoKvomNO0iaFBVuvQ3qMblCaRbaDcjK5EkDM9BD0xgxGZoZpBajkSnk\npIMeIcN3ypjBJr5Xh0wRmyCmg9+8mM7704KEX8qovXYDwaJpJG+hkoMdQnQaVYUsRMIRsAbPdkw+\ngaOKkCJSRajgA4/kU6g3kJcx7YgsiNAJw67yPM19+/h6B93RZsnfvITxt1xEss84r0szPtr3LDrn\nz/ErWvRe+RNcnqNxSvqmfajtNUf/hC1Ee1jSh3KC5QFcMYIOBvRXbkbKAeHcIMeecxg379tjyV9f\ny6Y8Zr0G3P+lYeSl26hPwctWGT48a5AsxNQyvt9JeM2Y4Y5ugKZgI4dvWSpi+PdlOZ9sB3z/utdQ\n/sg5v6Nf6v+t2A+4+/znY0/u4kyKDw3GVbjRK8faEKGKNz3OdPC5oGgc6u7WpYWjU89TJOdSdaxV\nzxoA0yelwif9KM4EaCh8i5jn+N1KOQUC8GFRDWshxsAUfGbEcE8W8woMN7oYm0cYHzIazzP1mQPg\nW8uR4ydIzrkT7wqrUOOiwrpVU/bJvkHbw/MGqnzYQLBzktfHEX+9aIg9dMHJLbUQOj6c5UzNzDK6\naDnvEss7vfDunVv40cgIF0Zr+aDtc10KH2aC79x/EMnenrg1SvjVdegLJsi6OfUr90C/uQ5/w5pH\nfVLxox+PghR5IQH/7QILYhj4OrASeBB4vqrOLWz3VooiIwdeq6rf+SXPpXuhVJ9/O/a07aABgoWR\nDOkaiFNk3uHbEXZkGrEzmL4HqygpEqWQVsD0UEpF0rMzRZPXVZD5Cm40R5oh2D5Sb6L9AejGyOAs\naivgA6QZ4JuKLOtCVi6csPojBU90MEUnFiGjE/jtI7g3L0GqHcLXX40sm8Nm7cKbVRqIm8RLBEEJ\n4zzk82BnQNKCJmUMShnxzUI5KsWUBM2lwOlywfVrhTdDYtiy5/10FlWwN8Wke27FzkZkpTZpP8G3\nHLVGFbuhQV7tk6+cRXMlvKuBWzFHZWyYrDuFOEO/n2BGA4wLSdJmMW49DZHNo8TjFcaOuY/MKNvK\nlr/pJMTe8uXL96R08oNEalk5AN+bzjl5WDl9xvCCVRa/3fLXYcqnk5CgHLHIOZorRonf8SF2ff/k\n32Fx/t8Me9WzcQd3AOXmgYh2O+KGQHhHNoizfVQ8gima0mZBwaaumHeXK2I9R0cZP5ueZSAfo1Xt\nk5UUkUXMSYlqFFK5ZR29g3YWwgzgClfl6SbnK87yEqtFgSO2uC7CrS5k3gd8FMvVeRmTx4wFPbZa\nT/ndB9B/xx3sDByL8ARZmTAv88Z4ki4pV7trubWzk78KB/hoo8bQ5CSr8pSvrVjOdhfy1Ux4BfBE\nCyflwqcDYXVukBDUR7xBukwkbb5YWgNGCO4f4eq1O3lyEnIZI1zta3zWzOOm1/C64YzPX7Ye855D\nmXvwd4O8/nfjUZAiq+oPVfXkhcszqvpEVd1bVZ+8O/ku3Pd+VV2nqut/WfLdHbV6D3PCHBJ4bH0C\nE+3ANh/Ccg+m/yBBZyvh6J2YdBd4RXsRWmqB6aDduJhC2x5BZg2mNw9hClkVZ+PCR7UdIANbodxF\n5wcQUgiyQvs/FUJT0PkWJuwiGxswI8jOENOcxkxPYB6axlTvgK7CvTXClSnRW6/HLp9HvEeDQXw4\nhtDBSx2CBpgahmk0nsXbOpoPo7aO5lWQZkGLmq8iUw10vIHOhJBHKBFSUXxjFoa7lPII3egJx8v4\nOMW3DEG7hh0CWy6GJfp1TcJmCVMO8ZmS7jfJoa7HfHsHz5osEFSRADeV42daPG5eMJnFBTluzRT5\nUx5iSwm2Dwihy9jfxHw8jZgcSdneqfBAPaEzm2GnK/z79kGeU1au6HvyNOfjavHe4HvK/PAY4eL1\nSOu/O9/3/2a8ZPeFmkNCGBOhkxuODz1vVY+awq+CdEF5JxniFXDgcx5HjrEekYRbpqaw0xPk2yco\nzacEWYr1KV8Qg6giUyFfdIUKboOvcJI6cJbTjF/gBit45SXqELUcKsIOo1ypcITJcFHCeFrhG+Jo\nv/tnWB8zK8q9znKcOKQXclkeca51nB1VsKUGX8iVyDs6YyO8Ni5zpFEewPANurxudit3aY9TEb7q\n4c1RgJoSXwlhZVDntnhs4ctR8rVtGm6Uozev5W0zDT6dlHFmkuqA4yCr6HiMn67+YXbioxh/MCVc\n1i5RuaSBPv8hZCAtGAtlLYbidbq4UYX5EQgNpjuNBAmeCE0Wo6HB2gx0Gl/PIa1iZwfxQVSopEbn\nMekM9IdQaxFi/PYKMhdgTBV6oEM9TKWE4tGqQFIpvIGtQa1C1Ea8Q8xD6NoaeuA0WprBax0TBZB1\nML0J8F0kqoDrQJLi8j7extjcI906fnAX4gJkfhm2VUE1RrpVpFOhd85fM+gNu0Z3UT/pUnj6DUjV\nsWhyFdHrXsjE+z5M3B/EHdDBz0IQV3DVDt35eSpuiGT9DNblEHru7OTsNaJc0ReeVYXj+nN8v2wZ\nmYOZNObeC/ZATn8AqQp7mpxXzOWUtuW85zjL3iKc1Yo4diTh+pOaaNOQ54YLSwF7rXL4EIJOzNNN\njg4o5cGIdCOEhw8RLl5b8HmD7A+1lP6k4iu7LziLySMusDnHq0GcWWAsFAIJE/sFnwUFHyILDmjX\nIxgHJZsWtLVKDb84o7H5IdxMhe7eDZ5NSpOQN5xwPy+VAHUVrsuFfcNCIacs8OC1oLFhLeo8iKGd\nKS7IQAup8tNsl28pPNsqSdgiTGrsK31uL/Wp31PlWYdMgHg2e1cYAlVDqomjU424Zekw8045yzgk\njvhMKWJ9u8n+pQpvjEqc6yMka3OBiahaw2clWJBOWxThPpPz9nWzDGUVHjtfxrhDSCtwehqwJGvT\nzv8onRT+W/EHc0Pbo/AtIzIw8rorCY7bAWkO7RIs76JSQ6vzBNkkOjuGSIBSQqs9JJjH9Hqo1nF1\nwXYjfFUwro90mgglxCmuJsj2QWQihAcr+IZHBnpQyzBlh6/5h7u7OuIweQb9Cm5AIM7RUoS6Mtbd\nj+4wuKU5cecuiJLCeyAX1EeI5HhSjDdgQnLjsGkMvoy3FnmwVnhTRCnSHoAoQzHI3DDZB17K4bv2\n5KdA9ITL4dRryFZsZ9u/15k586fkSUpJIzTLyfMuOt5n45DnOR7uG1tDdts02WALiQSdM4SViCNP\nO5X7zv9HmtWEZDZC7mpw2fn785xzf8bMcJuBXozRgOv7Le6uhZyZKeWKoe1kgV6nDEiPuUUGZi2B\ns9QWp8xNGYJBJVehvnY9NhiFwCOpxb/8DGauf9b/+lr6U4sPAG8B7IWnwDPm8dYgSVDMMnMxlggC\ng/QNwY4BKj/cg8odKyn1ArTSJnv8vXSPv5/uwDj5fI5qjra6fH2mzfOMJz/0YJbkw2y3EUiJWRdw\nSa/KGSVXFCeywCb1u/2Dc5CgsLfUMniD5BYNHIVqjgW8OOT4fsSEwEZvMQbK39yL5MT72blsF+ta\nVzHvIohDSHN+YpXTh0rcRYhphbwzdkTAx3zCJ6lwRBDwjNxwb2cLop4Thvfiu1riXyjsYW/3CR+K\nlnK5Ch/t1fiRKRE3R9F+gImFse+ldF51OuN/1AKM3fGrIYg/WAW8DbAUOv+B848j/VSJTqPJ6Ocv\nRxlEwq1Iq4xLRhE/iK85sB1sNIFmdVx1BDoxpmnB9rCtORhvIBrDfA0anmAuR3uKH1A4ooVEOTRm\nEA3R6izqA0gbSCoQtvFRglRzJIzxbgjtD2HldjTNMUEV7gvwq4G4helWCwmn7aJi0TTDR3GB09ka\nPs5Bu/hkADOWFqeRpoyvthAjuE0h5rPHU5se5eqF8xNN4gAAIABJREFUzvi6Hx/B0Fn/SmfDAOmr\n7yC6vwGrW3T6Hcx8ggxYwnrAQdeM0N53gjjcQWV8mHRIoN6hvkuZXZxw8ysvxUUB5uYYWd3HrGpz\n8t9tIu4GLF0cYH/e4IgvnMjxH72YfE7h+lHaUcbk42dZUk/xcchcz8BEYRJDQ5hPIfaWkZrj29vg\n+HoDn+VYY9GmYr3/Tbv8/w9g/90XpqoYM1cwd1CCehmblql/7nAGLzyKSmeIkoek2gHbI1s0QX+V\nQzshJg0gEWw9QDND7gOemyVQbaD9lHGzYJvpAh6TlHiNBXEh2N1nKfoIH9izwA+WBU6YQxecLfG+\nkELjmXDwdZszZoRnO88VnQH0MW20CsNeaZoSkmasC2PucznHT0+yYWQlmht2RPNoXKHeCziDGpeY\nkFsR0IS8towwbfGDrAtBxKkqzMfw2vEZ0oFR1ugAN1ghlgnqm+vs2r9N7YbVdL65knX/w05l/xvx\nBzXjcRRGyduadV4PfOuZG3BpDdqz8PXHo3euIPzQ9/AjQhBvhSRG+zXwJaRfAuuQYCc6OYylhC4b\nhyBGoh14Bvn/2DvvKMuO6tz/dlWdc27q23l68oxGGmWNRhGhgIQkMBmBMQgwJhiDsUH2A2OiDSb4\nAcYBbOAhG0zO0UQDEqCAAkFCEqORNKPJoad7Otx8QtV+f5wW+IF4YGOCtPytNWtW39T31qned9fe\n3/4+CYLmBWJzQiXC5G00j1EFP7MRnfTYzBIkYFojhMSiDSUkCVDDDHYg/VapZzIUMP0hwuIx2GFP\nMAuor2AcaOYhqmK6Hh8pjg6FTzBOsa6HiiJiKdw8xTdOZeFNLyDOhtkGbDDKnUvf4rNRzp4ztzJy\n5el0co89Yg4ZFERG8FkpXu5UCRfsJ3Q87oDFn1TgDjYphlIWxgp8O8Bxs2g3YI5McONVgsuJ6wtc\nPujze4sWObHN9z75Zfx2xQ05eOgirKow1gY37YmqMWo8ITeEppYuwJ0IKrBnOnDOyUfhjEcqFhYL\nWK6Y/k/qsv4PfhKPAW4FNn/jKMIzDhAlEfVrj2HqzQ9jaHqckArepvTdDPmaA+Qup1g3x+D83QyO\nOkx25GHypIvahHjQQxf6mDTDaSAfqpAnFpsraiySKftdwKQxrxTwUSlvWTb1AmV6G5c9liDlYAcW\nNKBLjIuStmZYndcwVAg+5YGSk9yyDL+yjRtUuLzu+Ni+Or8z0YbC06xX6YQRHjxfsKti+Mz+g1xS\nsbx08kje4CuoUb6qfVzUwEiKT5aVixMshIgmgUPLNhD3qygFnzeeR+NJT7mLfljFVAX8wWHuDzvu\n166G1gOalEez+r+ewyvfo7w1GCpA5bIvlIGzup2iqCIzY0hSQMNiwiIaFPIG+qpHUrzxQ9j2OJpE\nqK3j6zWYj0G7mEoH8kDIVkIRQShlCFVDqQscG3wkEBJIXSl1mc5iihk0MiWDcq5WDob0YvKhI7DV\nWyFrESJFogiTFmgU4VxK7hxWA6GIEekhLhBMhPF13PlbGT/1pWR/czbfuOGpnB1+VMfynTGiok56\n6bayuRbK6SFMn9AO1EZizK2rqMxX6R13K350gCQp0foCUzFIbhCjZGngu82cBx6oYnvgu4HUBv5U\nFNdQzAzoXIwWlhPwbBlO8J2CxAmyQmHO403Cu0cDz+opf1UIr1thSdqWysknoDh832O9hSGFvnL2\n3rV8+tezhe5TcMBJQGPbZhpvd6z4/PnEuVC4Ad536a3aQ76mTeeCHXTO2cdgYo4QF1wDXGI8h6PA\nS1LPmwEfV6kMR8R+jG6UU4+EWnDsMMrD2zFfrnieOlCwHm/D0rzCPScVKVkQWpTC7FBmwgi4AEWC\nqEVNQFQQU1YrHFW+UzSxi4ZwfIrdU0Eywx+e+0E+d90lPDpSaLWRRoVvR5bxakplzVFo3i+F3J1S\nKQY8ZGEfvjGKMSvBBaYk4QdFxCQRZBanNUQ8RaXHFVkds7CadEgZ1yGSO6ss7FjOBcAXfuVX8L8X\nv5GOGKsFFlXZ+JYvwL4IPnky23cu46gXfgn30D1ovFg269Qy9pSnc+j8W0n+/Ovo3nEYijFFjjZs\n6ZqbKsQBohy1gtE+kKANj/gqmnjwNVQS8FWwBu23if1NBK8QOST36L4GEldhtga1FmHtXUj1dsiT\nkhVRSUp3We0jGIgtMjD4WlHebmMUQUTxxmH6Ndg1QfHmS5nbfiazCgvA2KcuY3DqrRgNFAzwOkA7\nGcxmxJ0qk284j5nXfo5ofoj1tUVut0LdVMkqAWsy+rM5ZqLP+tvgTixxw4F1hJpQu6lK/5gOvppD\nOyFIilQM9KA2nlDUO6zpC7u7ESHK0TRCLVQ3rMYtq8IgKlkkXjE+wkblVJV2MkbO+Arb7qkr/g/+\nHzwe+BT3SK4G3NE30ljZg1UH8f0AcxGZzemeusDCU7fSWTNTJgfiuTnO2JRHbDTKK8VzvgiNqOCC\nrudDibDZ1xBpAIqKUIhwQA0rpAZZxF7nWI0t7YgMZVPP27L55u0SD6psAqomQMSmfoJNm/Q6Tfbd\n3YRDCTaN8KMpMpUSNs0hbcAVmH0x9p3jrHnPRTzDprzkdc9ELt2ONmpMVRusQXmaBF6QJkwJHJKE\nJ4XARwcLnEjObbUjELGo9kl6e9kydDxHDhp8P8q5kcCrvTJdbMBqhGnXsFmV5r/Cw998KZ9HOfgb\nN4Rxb7iPWRJNUSrXdyjH6i4CPg0c8awrkPFF+PzJVA5Msm+xwfApd5D8wzcwcQoSo8UQkjsCNcT3\nwfYQ6ZcyfgaECI0a5Sh8PwEM0l+y7o4oLdvj28EfQIhL0nooZQF1Zgjt1zAjKTK0Ax8fxphD4BUT\nqmU3OSzVgUNUdnRNhAkpUhiC2FJMRhxBBePraH+E/FPHcMf7nkUbw+rlW2l/8VUkLzuXhb/9ICFO\neWPa48W9gvEbjiA9ay/5wUWyHF4flFc0Y/xClySyPCgr+FrVU/Oe4Ov4VPnQIOPSoCQCZzYC30or\n5FXlYbHny3mGDRWKtiGeCFT+9UR6T7kNHwomC0d3LMauXY6MVsuiYCgVrcoTRGmCSfDIGx/K49/7\nUt75S985901MUO72keVbGTppJ258AaVLVp+jiGK6a7rMP3o7vdUtNGgp20sgFBBHntwpXxV4tReu\nipTjVFnl4evegauWrt7GUjGe89TyRacQqhAi1JjSmkj80vQbZb1XBIqloOwNUONpfoRP71+P2TkM\nW6toz0DPIjNRydctDLq+Aw9o4dcvQsMTKm3WrHgyRepYgZBL4JYL30b4xGd5f1LhdzsR0t7LsZUh\nssoID1HLO4zha9ZxMV2moyYrBjU+4lo8pbWf1w+t4aXZSgSH2ruoz1fY2DiOrcUYZlAh+vwY8ZvO\nYOO+5ezlvqIDfB8LwPeGZQLGBA56wyqBfQrHH3GA+luvLAcn8rjUf0gKRFuIL+k2oktiJFFUOsG2\nqkg7wjTnUdMqHQ8WK2XGXDWY3g6kW1q8iNtNiCaRXr0cT+7USmHuhRqs3oY270bdIlKk5bhy5spj\nm4ApfOnIkJYKb4VzGFuBLC8lGKWsxQVjMIMh/AfOZuJDv0sP2PLgD9K//P30ixnOJuMazSDzTH38\nVLoX3YK9YpzW5u1oXAqnWAViz6VmwOuMcJxA0Y8Yum6K9qZD5FZJejG/XXSYG4b/HRsecHuD5IYJ\n8su2wcCQOYfOVUi6ASaEaCLG7p9EVyToCl92yp2UjgmLFmMtxhhCUWBO+QrrfMx3/rs3yn0YVWAz\n8MfAK+uzDF98FWbVNGiX3LbJiRicPcvcGbP0pg4TkNJoVgQNZcD8VAj0rPJUDMF6jIVdubI+MpzY\nM/wgqiHEGBIKCpwa0iSjp5bP+Jin2Ai1phzjN/f8ycmSW8bSWLJWkHyCdYsrOHxoFLY0kCuGYTZG\n9ldhyZIpqCK+pK+ZIBSFlKWJmkfXdYh2NTnmjjEWFU4XOKW5kxf9+58hG0s/PpEBmAqbU8scXXbV\nxoG4NFsNMRhlremwO4yw3jfZheVkabGVnKLYQGSauD3juDceTfzRTUvNt/tC9gv3iwB8PKUwSkQ5\n53zwIVsxr/42mjaRikd7EQYLQynYDhJ6EAaQj4CPoSgQm4LNMXOOMN5C0hohryNFFR0XVKaJ2jtA\nI0Lq0EYb61NCPoz4BM3q0DeIxJC10KntSJKj7gAa9SGrIhqXSlwDR3BVbN4DWyNQoNQw3FMPdoTI\nAQMkhxBD8awXs2z7Cdz4wI+TfuJfKAaLFEUHDQXVD67HPbhDqPfJ2j3cZB/fKsgXAkWrbDR+bnng\nsXss1d2j9E+boXJoBFvN6PcLkqowCClmoUK+PIeuJalbxnzGgZ4gVSCz1FYnFD2oLHf43CKDCjpU\nQ5oOycvjq8si1AvGQu38D/LcxZVcTjkS+T/4ETZUOgyd9S3sWbcQhvfjgzIIEZn1pGaBIijtZx8k\nr5aOzPgI1CChtF362xB4vlX+MlaeEeDCIOz3wiZ13GoscX8Sd/1y8vNnyaQFTgjGMY9jVMqJyxu9\n40wxP4pVSulc7GOS9gai6eVIr1I2wBYcckcNrhiGWKCZw4NayDBQzQmpIvMJ/KAB84IcrKBth8xG\nhFYCBDbMNzg9s8SU9lTtM75M723vRo6YQcsMCTOYxQ4y8mVHoHmyVF9uodEUktcRHME7nFSIFhrY\nJCbaWmXiDx/MK3au4em/nsv5C+B+EIABLgBuN4E1z78KeeI+JNSRammlojlLGVoKWYaYFCSH3CKL\nDml2CFkdyUtb2DBhkcUKiEWbVchmidKbMHmPUIyj7RphZA5rZ1FTh8NTaBFDZxgziKHeJkztxFQz\ngqZoNAsmw1BAVlmyeXEEm0BuIXLgEyDlh71PhWAsRgTd20A/eQ7zn/0djor6XP+lZ5KtO4hP28hw\nzPCLNrP4muvRHV1sM8GbASI5/lDOA7MBVzXruJkBxIq9a4hlEz322JR4LIF+IK0WuEGgUlTwBoJT\nbN1SkGKKmKJVUB2O8U2LtaZMkIIDu5QlLatBUfKETd8iPUf/0e+l01vBCGX9+h6cRalL+hXKMtIE\ncCRwA6WIzmqgRVlm6i4958df45eFMUpls2WUGqsfArainGkKDtU7pf50My154LEvjYWLpeN3CIgW\nBIS8X6U3MAx7CK0hZtIKf1wMcTmGU8Uzc8Z12Id9HW3M4X2HzFToAantobmWx/++JTQLWs84RFEt\nyt6Bd+XvWnIctgYigVfGgb9IS8W2i1V5IMob961BFhr0N+8DFV7lE16fjVFEGT5JQaG6ZTVnL29x\nxXgf8XaJB9yg1joOOzuCVkCCLevB1QD/OomcNEBzQValkJeUNyoFxaZFohsm0H1Radu136Lb6kih\nsK9WNvFGCuztozQPNNms8Djg30zgK0ddT/a6TxAuOlCWAkVBHWojtEhI+lsoqmtRvxrFEmlKpYgx\n/3ou9t2nMbp9iuWUkqWH7u3C/kbjfhCAJwXOEOXgWz6HO7ZfDgCIg9QgrofU5ghpA+lYdLyPLMaE\nqIIcrsN4Br5A6rbcOC5CEy03ZCTQ7xGl30aKNkJK0CrBNsANEM0g1Epaz8FxmBtGkgFqBJ2cRdBS\n9tAdwmazJf/WWjStga2DlJqswUdLtJ4CweJdDKklf+VTmPveOYx6Qx/hQoFLFJ4VpXTe+nyKx96O\nuXsU4sNo3sZXCyp7FpjPhN+LAh/IPXFokCzWyEcWGPQzZEhJEses6zI8I3SGhcqM5X1xxnNsnVwC\nEhucV/6kSHlzFhONxJjIInWB2GCcgdRg1KJdC+uamMxgujF89TjiV/8TinDgx/bVyiXNmP0oq03G\nQFNMfJhIOkTJgMwUGGMY+Bqr8wZ3ZGOcWFT5nkaMAgXySw3Ew0AHZcgEltW6mOWHcMNdpO5hqI8m\nXZhcREcWCeMtSNoEq/i1LUxf0DgriQTeoWmC5gbTGkb2jBJaFbRnqVQcproHiVqkI136ScYgdAg+\nIERQlOL1mgnSFfIjUzpPO0CoQOg7RAyayw+z1mpF+V4QNl27Frd9nOxxu/l4dZEDmvC/vng8T/7t\nO3lP5iCvYaTC3VHBmmjJmFMog6tElNSzCv97sIbXD1YQkgLbr5YBcW8VHfH43gBzqIFZoeXz90To\nZI8QKfZDK+EHVeTUDnp+u8yG+1rWlL82DHfU0bqHJEdvHyafbuJTS0B4KuWX7C1GOXziHex88tXk\nZ23FTw0wwx6NKkCELZq4PWNEH1zJ6NsewVhIuFBLC6f7Lu4HAThe+rdmok31xVdiTupgg6KJQ4oC\nX3PYdoRWfXmcEoMMIjQWqA4wSY6SQOYQ34U4R3qWYtAkGvoOks4hoig9JKug0iydL5IFJDME30RI\nkMUatGuYToNQnUfHUqQxQKMDYPYQ1GANZdnDeNQMg9ZBQdSjpiBoDNZiQo7eshb7ihfx3G6DZ1Nm\niluWPvMDgK3rroF3vRkXCvLJ/fhOn6zoEDIlDAIugqo2CbUU8gFZXzFFQHvASE7RFUgVqRpMM/Ds\nGeXdzrGy6hkfOG5VQScrJLH7oUys5AapA4cdElvoG8xkHdevI3/xBA5/63msAmYpKVURpdxjQzLG\nKts4I7uSTUMLKBnOjSBFhf3xdRxd24jNBuC62CB8WhYw4xm3rFYYrMbdeSHTB84hzpuMU2aqPWA9\nsO2/sM+OAWaWXqdJmXUfV0kx63djlrdRD6IFxD10+TRh1R5kdA6kh9YysppHF8F1KpBa0qbDaYpt\nGyTyqChmooMRCyOdUtsmLUAjnG+i08OYhSkkrRPmGxRZl6yySGp6FPVFAjlaD6gXBufOMbhwEY0h\neAOZ/aGWr5NS2cobJW4NobkhDKUQOdTAVSI8qGggWkWBpxvPXUWFa1xAbTliDApquHKwikexGskt\nev0o9qw+9B0iAh0Dnx9BH72A7KiVwXsoJ2SebPNBDI74/RvgylHk2D76W61yX3ctekIXs6MG75pC\n7q5g2hY/iNG25fh2lc2F5VrKU8/dwMalfbMFmDBKanMUYa13rAplrJoGbgF+ZGB1X8X9IAD/R6wS\n5ej1s3Re+F3k2AH0a4TcYYb76J4hzDHz6GKCTLSQYFAXYEGwtVmkXRBsBXKLTgjS3VnS1qRASJHQ\nRtThB2OoCKY2X1J00lE0qqI7a5jYIL0q6grC1AJWcsLoISimEV1AnSGEEWxRAA5VQayiLMOEPoFy\n5l9JQBzKEPqOc3niJx7Ji/Qn59tXbv4i2T+8jXx4htwtooUndDzFwEOa0RgZIk8zbJITvKE45AmD\ngurKBDopg1ShJTAhKAW+XXKbq2OWeFmNYIXIGYoFkP491HADucEuRhAL9tZR+JdXU9t/Ho8F3kLZ\naHor8ALpcvLaV3L23DLe/4SPMPfofUQok+9ezqOuvYjPTe1h4fIbie6MePyfP4Kj3LlMRl+DqUmI\nOwx3Z9k92+ETJ1TYd1ZCcds6Fr74MlZnTWJKkfbef2GfNIAnAR9FOSHO6ZxxMzqZIrU+pmcJEzsY\nHLWFIkmpfu4kzC0PorW4hsLHHFS3JFzOknfhTwaBy4CvuJzKJZ9DHnA1vrmXrJMQ0gQ5OIYd6aD1\nHOtySDxogokaSHcF3HACcjgh62fkjVkG4ztYfO7dpMfMERyEWAh5qd0rkaAZCIa4vYJ0aAYllI00\n5/hnFZ7jh2iqcIKDa0TAxKiYkrkiBYjy1/kEry2OwoQKSp9CHC5UcIdqaEXRegpfGUbWBmQ6ge0O\nvjYJiSe88c6STzyWE71zHdxeh/UDqAFBYV+COaGPPqQFXxpH7oqQ2Qi5u46froCF7sEmz1bhn/8L\n1/K+jftZAI5N4MRTdyFP2oac4pFuAlGAhsd4g5ocqXt0ziDJPCaZhYUmVDqoH0IWqoTxJsEdopJv\nwecRQg6mi9gAOagMEXSARHlpJHB4GaoOf/sUdvMsZr6OpoYwtoBJK+jIIUyyHy0gRG3EG4KrlKpU\nWopMB1dSt5SoPNpLIMjSH3qvSXjmn3LjzLKf+LyjUR9ufiKuq+TMUtT6aFowmGsTWhnPzQLvG7Ug\nyqATMGowmSeqGnIFl0DoW4qoT1REeC8kYw6kglVXlmWMKWu8Atq3iLdIkJJqNlMjetGnmcnH+AzC\nn1ASS7ZL4JzoY2x74uuZ/a29NETo1Ay0LdF6g3bK6aq4ZcgnHZOXbuKF0XKMfQCHDjsmJ6eZKrbi\nhweYw3DBUduJ+oZNJx8FQ47i355KsvPh/JkKl/0X9snxAlaU7OSbMSccItIYiVuEFbfQv2o5jesv\n5eZiiN8DvobyZwgvXHru5cAK4A8opzXv+onXVpIj74LnfRSt7iCPZ+kndbL3n8/0136fB4eIiHJQ\nYI1bRJffROXE72I37sCt7iNDEWoirAft1jCtYfSm49C0SXfiAJ2z76D9wN0UG1oUppxgEy9l6ctr\nmdVKGYCDFYxE7PGGVSECa0mJiK2WCUiwdEzEWOcoxJRc3+A9MUN06vt4ZFblm2YY+8VlhKN7mJuG\nCLsi5AdNNAMzXhAUiCgbsQOLyU3Zd+lFsBiDV2xhCDEwmqIn9yhevg0jEeYzk8jrjkRHBpy7dZIv\n57/2+a9fMe4HAXgUZQzBV3uMveXLyIoEM+oRI6WWsBM05Gi3ipFFKDyYAcakhLwBPsdkNcJwHWKL\n76fE8XVAhmQQXITRAeLbSGrI6xPIoIupBGy3hY9HCd1x+G4de2JO0CbSAZ2YQw4PwcgcDM2XdFnd\nB3GbwBDiE6BAjCvryAMLkQEy1DcQW0oO+jAMf3c+53zhEr4sypb/cL3eBbyssoD/3B/QP2InvhfA\neIY/tpb0UTvRTpes26MIgYttwZUti68G6iNV6HsGZGQHoTpqsSsqmJ7DDBI0M5iKIF2LxFDgMS1H\nHDl00UHXwtZlnPvOj3CDxsxTZqJ1oCcFKx/6TEa3H2THP95ENmOJpgzhYE7RKHA+YDNLdeDQf5uk\n+u0JBs7ygvYmnHkA9WQX+eBBZCFjJLmO5fo9JgfCXLNPE+EvTw7s2DiKXnkhB2595pIg+c+HBwl8\nS5UNlQ7hd64mCQlu3WHCuutI3/gItt99Mf4/eaQdAh5L2VhcEWWYp30STvkWWtvLwEL2sbPJ/v0y\n9vrk//s6xwF3irI2OYQeeRXRxdci6zqQgEkdJhTY/auw1QTdvQLtTjC/ZpbFR9zO4KxdFGmBmiUv\nH+vQ2ICX0o7LWha84TSJ+IgRTlNXnv4w/H1nJS9hHIhw6sm8IbLQT3qcmlW569AELDiYqWD2JOgn\nlyH7Gxg86izknrCuh05lpXBPpKVmRNdAy5aaLPNlTdzZgK8FzETAn9BCjsvwF80SPf84dEudrFvl\n5Pkav6/w3P/UVbiv4n4QgJ8DfHfdDLzlGsxwhCTlN7uEAF3FJG1IPfgAtYC0EwpbxUzMIvum0JUe\n7TYAi+aLuKHvYPKDSKiX7rohoDZHJCtpYVGzTPNCD+tbqG3iQ0y4YiX2+JxQa2L6gtQ7SKcOURs/\n2cL4fumuq/tQL2gSY4oU9VHpuJuWItvlukfgFIkUzQVNBP/ky0h2H8PtKhxe+uwRJQNkv4BPuhyc\nupOo28BPbCF/718goUeo5DAI+LZiHWgMEhnCgQxdVJiAuDqKC5WSVN8x6ECwKnDYQEMQ72DGYmMH\nXpH3PY4LbnoBVoV9AlcuXTJjuqw84fe5bPE8XvvQt3LHNSMc+ZYDMD0gaRRE/15l6OMbSQNMJk3+\nZj5w9dAK3rlhG2dtP4Hz3AokqYA/hqiyF99J6PYqrIyuhDzlkSv2cuP0Sv7x/P3ctnEFfPpp7N/x\nsJ9rnxjgFIHp079PdNE+KtrFHb2dfOwGzG9/jG0hYrUoMyq0f869Z4CNBk5Huf2U78BDryZMfIf+\n1DzZ1qNpv/ENtPIqgXuc1n46jhJlmwrHAE1RLlbhfRKo1abx530Qd8YO7HAgF4u1KXERY6dXEtIa\n7DuCvD3M3EU/oPXYLaSTrTIYu1AOXaQGIuUkn/B950qjY4XXhoTXdNcDCedi+XrcZyHEIDBcQJ0q\ndr4O+6rIhgx55QZ0IUJPW0RO6RBGCsx8gnxpmNCOkVppgqoF6IJDBoA32Okq0oqQgSnF1mrlguj6\nDuFBCxR/vAu3q4572dFw5yjn7RnmC/cJNbNfFPeDAHwBsPBPnyY6NgURjJQZJI0W0rZIViEEg1RT\n1DjoDpU23EMZQg3xgdAw0O/j+A7kghkcRmyBjxsgFim66FJzLEgdtYr4DBf6eBJUI/wPqshtp2Av\nPoAGD4lHigqiPXRiN+RjSObx9b2o9jAExFi8ncDkc6irQvAEWytV2QYOifuI1Mvbpxs85Xdfw5/8\nWC3YUg7rQUliE8opwc7qq8hf8nrMcbP4EHCRxY1PkHdm8XkXsaUQu8nqaM9hKooeLkoX3k7JOzUY\nJAedt2WHvpVQ++c30eocS0HZOHHAJuCQeNaM/DEPlSmsprx3ap5DDz3M1GeqbFrIOS30uIYKczZj\n2/PHGfvs7fxJGCYrHkB/sUkrHWdsZDuuuQKTFljZTzQf6ISVrBrcwKuSGV6la9i4/G7WtB3HnVnD\nbUzovOndnOeHOAv4i3vZHwklxWw5sP8ZnyY+2uMWDPas72GrN1E8+W/5+4VjeQalKeaS2OK9vI6S\nLmXHbwA+DhwGJsYO4R/2JcLGm8k23ko+PUb+xldz6NBxNBBmWPq+/hn7+J7HxJRDhYaSplenJCie\nKAU3n/cBokfdQFwVXFgS1xlYTJwi/QpyaBnWT1IsLqddg9Yjt9A/dzdFJUe9lgpmEnGBGK60hr9P\nx3nlx09n8Pi9ECKKOGM7hiNNAIXGzuVIEUFF6U9NY+eaPGaszWvjnGow+EI5Pq2DMUjP4fI6Mu/g\nmibsryCzFtlfJWRg+xHajtCeLR093FLtXAP+5dvIn7Af7wviuyaIn3gWYwcb7NCy+bz9Z6zdfRf3\ngwBsgEeZwO5XfB13WrecSKsOSmnHgxOYZQsYcG1oAAAgAElEQVRIXkUXLTJSlJbzUYB+DK6D2D6h\n77D125E8R9VgQh9hAZVKWfe1AwwW8QXeVglSA/pY+ng3jAwcmndY/N2XM/yeT2AWgEYX8hFM3sWv\n3YW0hzAuIDKNj2YhSNmQc4PSniiYkvvoFY0t4oWiNVT62E208DuWkf/BX3KLj36udZkAzhPl6qhN\nPLkXOeFGOOd76MpD0OgRrEcG+dKodSCUTkogWtbIU8E0BWYtpIL/6PP5o10P4Ys4Kvr/Wgv+vcCb\nGu/gz+oH+UH7CNZUDvLBDRnDCwe4Y93X+OaOCju6k9xUnMI0DdrDXbI5wxnVYaxdSVx4pNamIntQ\nGaYSeli6uJ6nE43Qbi3naZOfwR/T5Y8WlOWbFth62wq2rpqCvRey8urncRtloPpxPIeybrsq6eK/\n8FdUfrAS2XQDGh0mrY+y4szLOZwP8+eU02n/f5R7UxCOdTnJBVcQNt5Gvuo6/PIB2fsuJb76Kdyp\nlipK/7+pQz8MPAi4FaV13A34D/1DOeaulmorIt45RDRvsAjkBtM20K+CH4X+FNn8ahZPPED7Kbcx\nGFsEJ7whRAS/nHPSOl91ltdYWdL6LfmCzbxGllk2u8BtgxHUetKoQxF3y4cY5YbCchaKGuU73nJe\nGMb2q/hanyy0eaxavjSoIYsJ9rZh7F1DyCEHNw3DbAXjpaRcekE3tvEvv5Pi9Dkkd6w+82Ecs3+I\n74f7vrTkT8f9IAAPUWaBpwOHj53GvnwLrOpjWhE6ZJHMwES/FI/uCeJaSF9hqI32YoQErwOi+G6C\nRCAWk89i0j7YCO+qiAyQEDBhgJeRUqDapKWiGTG+GEajAQsPfi1jH3oLpttAJ+bL4QzNCGt2wcwo\nUs2QpIW3KcLhcgS6SMCUXGBVh/gBaiqAJUQj2Ae9iroavrb0ee8Z2fh5cBYwD4wCp1IOGYxQUniu\nl4LDJmMxaiN2wETjMEXSQpp70HoXMiFqL6Oy/3TW9tZwDeVwwuP5kYjMPZiMDvGX9uncqOcx7Nbz\n9SO30FpZpXn9V9hUdNhsmhTxahb9CCqWqllJo3aYxOWsmb+LxRXLCKEKeUSIJ3B+FyNpi1DU6NYT\nopbjnOhWxo8d8E/7Rrhtz/ncUb+ZRoDbn5Nxyes/yTvuhSXC0t54PPD1Tf8G734bbkSxAsbXaC3s\npvqe32P92/+UzcD/+ZkrqhxvoXrs9wmbryJbewvFhr3w/Q34d72Gan+ClcA1gFliR/y85YyfhfMp\npz6vArbVFqn81WsJD95HsbIHkWKyiGS2QXVfjWRfgi0shBwqAZt6dKGJLkyh+9YwGIlpnzVPf3NB\nMZnzt8ZzmTVL9LaCKE1IuqNcV59nU+xRUw5H3OP/iVHmVRjzoFZAPYKgAudkCd/GEfAU8QAIfNxb\nnlwsnc/EYK3FHqpjr5zC3jAGuyvYA7XyOX+6k/7j7kKs0Dz3sXTuHPmZ5Zv7Lu4HAfjJwNU2MPWq\nryFndDGxQ6um5OwWMVRTjC4i0TQyqOBNgkk9+AohqkK1wOa3Yop2acqZR2D7mGIOtRVCVMNkfVQK\nbDYg2CF8MQ6VDmJ6ZTeZKjrT4M4nvowj//oDxOsW0WsmkWNaSLOHX78XScvacBiZh6JGiHZi8h5q\nRxD1pV2RHxBMvfzZ1NGQwDOex/yeNdz5y1ny/xZsqL+RdeEOVnMW6+2A3VGLKFQx+U4WzCbWua/T\nqMNoHKj3F6kklqHOPEM2p/BC1hhij13LOAN6lSr1Xp8ja/sgt7TMMHv9cpqtASeM74HZSfZn63jv\nETfznLtGePSTUnj/5RzMJ+/1vT1C4GoF/vq58Mhv4gZKVUfw6sl0EQ1HMXHulzgN5aP3krG+GfgI\nZaPtwyvuoHLRtYTR7QxWbkHHBqRvfx77bnkU+U/5AvhlIAHWCMyc+g38Ry5HKzk+UtSmhMQjaZWk\nXadxoE48azELCpUA1QIdauMrOaFfwx5ahe4/gmzlMJ3TU+pDKXfZPlPZKOCQLy/DP2Ceq5fPcLpR\nfsS7lSUBHy1lLNWD2PL+IFzlHQ8yumQjtIRQCv0kRUTystPwIxmsGMAJHcJJLTDgbp7AXDEKZ3aR\nMw/Qq3jiUy5h88E6DwT+7le2wr8q3A8CsANOfM5VuEtnQWtgYozzoIsYuiVPMgoEkfJ+n0BiYKEO\nzQHO3wAmID4luAYqESadK4clXA3JusjShhPfRm1M0HEYKJJ0kSgnDOrQHuaxv/MSPnX6zZgzdnLW\n2y/h+pd9FHfcNLpmL9odLVkZtd3Iwip8s4VxpZ6xFUPAgKmCxkhRBdfFuwpcuYE1r34On/zlLPkv\njIZkNNZezG8vPIY9eeDJbOGOZD13DB5KgadptlGzM0xU9tOozjA5mGFF1Gb1eAdTCLPtOtiC5pRn\nECrsmV/FCneYjataHOoZ4lbMgf44h/rL2Dl4Kiuz6+nk+3ni1G7eerjKNes6XLf4Qs7f92A+dy/v\nb4TSovuudz2BaPMW6AjYgIkKikVL7Dbwggu/SAK8/MeeW6Osb8819+Me90nc2l3kowcRv0hxYILF\nf3wLY3mTDqWTy68aDweOFOXDj/ks2WO/SYiE8LB9hKhPQY6oQ32MkwqVbkLtsMP2FJGc3hEHMEAR\nMmwtIZcm/VDHhJMwh9dAN4EDVcKxba4bP8QmLZYy4P8oHlFmvyC8I495lPOskQKRgKoBEV6fxbwi\nThGx/E3meAWCaY8Q/c5phG6C9IFI0YtnCL+/h3z9HJWdyzDOkq1uY1sVRk55KO9uJzz817DGv1z8\nBloS/WdxtPPYRx0GX0VsiriD5Ujw4hDBBrQzgVQztFJBfAz1cnPISIHI3eWL+ICaqOS8+pxQHydq\n78KLISRDZcmr6IN35fBFsIgzSCvGT85AJOiOFXxEIdxyLKtuPoGvA7WRPsFZoFJ2pT0lfzbuIaFC\nCFWsKOAQAiZrU8SjZc25M4Yd6hIu2M0ZLueTxc9X+/1Voy77eMb8ZrLQ4rbsu3zPjbE1W8dQiKi6\nDlMyzTC7cRqwcynfPmGa/3PxLAtbY1rTDVYd2SIbwONGUl5GhwtHF/FjSu+wYfnRSm9/wYp5z/Td\nm5HC0oqP55Ll13LBeJ/bzpzhAzeMcPvkQfbvu/f393Dg20D8gQcRNt6KuAJ1jqAN4uVN4jc+hg8L\nRApPAD5BWXO1wGi8yMxDPkz8WzejfUN7tS8phW+6hOyaZzNfempzJL+6APwH8MOBBQW+ocIzP3sJ\n7/rcY7Er7mIw+xnMRdtwc5ZwQoeCPoX06NT7dJoWo1UqqSUeHIndatCT9pcDPLQxdhlmcQq5egI5\nVCE8cBGTWN6WRbzAeU7Sst5LECDQLSLqEYDneVH6wwCtasvsN8Ar4gJQ1AsvNoEXq8HWF3EXzCFf\nncAXDskF84UV2C+sQp6xg+yyO3B5g8qbN+BP7dF54e286LWbIBimKCfh7u+4zwTg5cGy8K0hzMnT\npTpTUhAOLS91TydKS3rGHaatYBYQP4B2jDanEW1ThBFM3MMMeqh1aGKQoo8ag5oKiqBSavhaMnyc\nYLKU4qbV6FFdNBsqj3czCSqwmFbYJzAJVI0vqWsA1MANULEYtUgKuBWo2we+Ajg08ljfwUcNQs3j\nn/yHyMW38Impg7Bvza9xlX86puKt/MBMcF10LSFRPqsDlvnlJMWA1TiG6y3Ih/AaMXCWk27dg57r\nWH5ixnsbfR7Rh6/EgRduLmjcEvGBY3JGguWihSHcXo84JXIw2xih2j/ERGcni4Mm3z9/Lycd9nxg\nqEYx3Oa7P+X9fZhSL+TR3/gjPvWR6zGX3IoZyoEh4vc/khM/+Fwe+x8e/wngJDtg19kfQ599JXZQ\n4CWjaHbQRk7lKe/g4d2jfiikPg+/UrnN/zgt9uWl/w8B/xiEN+w7mk3/68/5pAlsqLXYdcydVB+4\nnfz0adQFpGexX1rL8ddupjW3hp2vv4LotJswsoMQtaG7CWYayMEY87VJwuMOIbnhPVHCozXnRJND\nWHJkVqHucspR5jKxUAlLNeLyff1xGvO2JC8rFpS1ZFFDLa+Xp9JajrWB0I3K4Y0C3HuPwHxvnOyd\nN8JzdlJ50umE1Sl7N8ywatsUp1GyT679Fa75rwP3mQA8E+CkN1zM9siTP+lO7HPuBNdAhgp0UMHW\nZiFfJNgqmlfQ1koQcHonqnVMxSO5INpDvCPYIURAQxXKwgDkHtEcn1RKKyxn0G+uoPj3CdzzryUk\nPfIvn8x2SknMLVoKQg93a+jYIoIH04O89IpDlZBUMIMqoTJf3n+P3itTYFKI2pjXf44Nv/8Cdv8G\nz7sn1Ts5GO7mD9N1fHqsi0hGfbZP16Ts83czrlUqyYA0nWZSWvzeMT0uqwZ6XXjCERnWCb4t0Ia/\nODLn6SpcrspDbM58J6a+KqNehSf3P8W17WOpyBidC7fTPuSwPeHISlbq2v4UVIA/Vfgyjke9/UPo\n2+EbRumHkk99NPAa62lLyuhQm1Un/zu7H3U15iEHGfS72MMFGmfo1cegr/8X1oaIz6KcgPwwAP66\nYYFXoTwV4Z1AHAzbOyNE3z2T1333TF6K0gfeitAVuFxhLcodp0+T+1FUx4hzcN9eCRJjrhuHakDm\nEnR9n9Pp8Wh8OfQiAMIN3nCW9Us+cbIUXMuyhGoZlN+WFGWsRlHxeIQ4c6AF8eP34PZE6J7SYkiy\nmDAAzQPm+w3il51E/2+/jX3pduKXHI96oWgM2N2pcMevc7F/RbjPBOA7gckoUPzLFdg1BQxGkLiH\n2P2Ag45DK1VMN8EnYxAZougapCgo4oBJ83LzBEGNxxStsuNrA+L7ZYONDHURpsgI+Si4NjrmGP3g\n2cw+eBvuiDl6W45iTMvj7g8737dNIsfM45MmEg8w7Sp+uI6ogwBBIqRYAfEeQgDjDGHQwGQVgunA\nxgXuXn2Q2b0rfm3r+7MQ/CJ1N0XFDDHc2ouPDYV+l2E7ydFhnv094cjGDA2Z49TGQYY3dfjW3Y4z\nVoE2c3zbEOLS5vw1hRCqBZo58lHPyo09VMDXgPEWp49tYWylpXfXEPb4w/zVqpwddwgb901yHqXw\nz49jALzix277cBDeIXDz+HY+/aJ/ILv4eqrjDcL8JKY7ip+YRTtttBgwaKa4N1yK+8JL2APsB0C4\n+5e6qv85HABAeM2P3Z7B0qh2+QV+GfywxdITYGxAIMcYA90GOuZxLziW4oHTcEYbJgvMv01w7aUH\nOFxYjAZGSr4DT1XYrgY1Upp5el3SdV9qzCFlkw6l5DqWNLkQp+AdNx4xzYV/dxi/0MR9bBVcsQwz\nH5USrX0Du6poUPIL9mCfU8dcvo50bJGZbkL/3sum9yv8XAFYRHZSikl5IFfVM0VkDPgosI5Si/uJ\nqrqw9PiXAc9aevxlqvqVX/SNniiw8KavY5YZJGpDdAgyhw4S6NYJqzNkeogwXoE84Nz3CXkFawfY\nIsXTxEifYGM0jCFJD1JfMhGiCt5US13ePEEoMDZQLK4hvn0Fu4Nw1yufzjJKruKPb4vk28eTPWEr\ndAvM4jA6WoC40gC0Fghphs1GIZ7BaAR0kWQOPxjGhQbFWI4++DvseP+jf9Fl+iVBER8YEPMDVydL\nZnlMcRrTzFKXO/h0NsfBsQGLZ2znFXvh76oFu25tcsxvzdO/sUr1ZCEeLcicIEbxJvDXLcdg0RCv\n6ZE1Hf5uSyZKNJVyZBS4e3qI+lqhmKnw57sSKh5qM0dxMfcegO8NvwuMVO6gctWL6dvtWF8l6Tio\nZWTDW5FuKIXqFfTSf+DAjvN/g88g/zVMK9h6WVbLCURDNfxED3n6DuSIAXpsSj7Wxp0XQHP+SiPe\nSsCqxRvPtiXVt8xDoqAUS+4aJdsBCYj3pfWRgV5hWekNC6IQFZwhSltzmBrw0j9c5K3PvRP3zXXI\n+1aiuxvISErNBLbpgKMeOoftxkQfW8Z8vc2yTvM+qP37n8PPy6lR4AJVPUVVz1y67aXAV1X1aOCK\npZ8RkeMpRaiOBx4GvF1EfmHuzuMV9DUPQL6foWaAtptof5IQlqEjVXR2EqoGabcx+bZyg9QcwSUE\nM4Q1LYJzmOARt1jOzyembO4WBvEFkvcxUZ//296Zx8lxlnf++7xvVfU5l2ZGM5J1y5ItH/jCODZ2\njIOxITiAYQ3OxS4mSxLuTQIGs/uJIZwhhONDYFkSEkIcgrm8JmywTUDc+ADbWD4kWfc10mhGMz19\nVtX7PvtHtbDsjY1ZI7Us1ffz6U9XV1f3vPVM96/fet7n8EGYtdGKWjTWL2d7dzox+zhju3rnOG5w\nBvc/n83W1/wxPupOQGyWoy/lA1nlNB1BxJNFNcdIOcbFIfLtUWSwzZqnaqTDhpCUhPlqiNOElbV5\n1NIaY6V+Nkqby8pD7F26A72kxXv+YI6browh8Hz9wSINlNbugMruAqQGrVukJLiCUhlxaNlTDlJu\nPzFlYGmbAM/2yTJaSmkfUEzDUB2OeceBKue2lnaroil/CJzcvT0e4wKFoRkII7RZJqgNYBr9yGwB\nnZhGbIArDtC59KvUt1xMkadSIuroxXQsFiWiildI5jVIXrYDPaWJK3UAT2f+fkD4uDNgPbOkINkE\nBTwFQM1B8YUsx9iBalY8vusjVu/ZZVMI08xV4enOkIUPKjSjJo2LNtP8ux/j/8sW9IIpaqFnlY9Y\nuXACPb9Getocxf7az1Pxj2V+GWF87OTgRcBnu9ufBV7S3X4x8HlVTVR1K1kp12fxFHkvEByo4u9e\nhM6MoGEFGbRQi7BBDansRJMavppiommghW03oZNgtAbWYHwNHxRBuh0HnEJYzFLD4gBnhzPxtQXU\nlVFn8SMHWIDgyVJyIfv8HfpFfa0zDL3wOu675WKG0hBCkzWfneyHOcmKstctBocnxHsF0y3SM1xn\n+ztex+ynr2DLUzXSYSRklMmoRuwmaZVK/Cyd4WftXZxbGaLuPGP7q0TvW8HJ73oOox9czZqpMn/Y\ngVMLAfW2ZJl+KIxmBeqJPK8fUza0LTroed4JHgSG+jxzewKqgbJ+tMPUSIrbXMGYEisochpA1we6\nFEifYMoaKly155n4qIYxEVKoQtPg+hpoJcTuU+QTl/CtuQW0ydwYxx6C3VskRkg0C1kLJIKixw+2\nSYuzpEmHb9BmoB3y15KCEyqhR8WhxgMeDQ8uxDmQpPvePlus8133g3oqYQzqEaeocSApq5MAvPKe\nIEG88GGbMhd2mL7mATqv3kQQB4zjWWdT3JlT6Cv34AvCWTbundmOEL/MDPibInKXiPzX7r4xVT0Y\nKbKXrJkxZN1odh7y2p3ACU91oA0gfdUP4D9vQ/oNxnskmMD27cj6rekQOlhGZDdIikoJDQKQCFXB\n2T5UqogkqDP4ThECC1h8UMHdvgq1RdSHWVREUkLfexEzuxfRL088L/o94L86w2oRJhWc6ZBe95vw\nxZPRQhFJBR86VARJRwGLikVafXhXZOW8Gd7QKdH/VI10GFhFVsy8E69CogZVM0WdGe6ft49vL3+Q\nQmcn3qS8o7WM17WGOK9R4f2zQ1yVeuxUiS0oV8wKNTF4KwQLITxRMWX4WKicVPbYSPH7HUv6lX0b\nCpSWtLl4Rz8v/v44S3enpPsL/M1YxG1rPsanTv4gw5dfy+CV13Hfms/QHv53VoRbiOSRPKqB7v0K\n4EdqecfqLyIb+0lHGrjUYnYXieqLcf2D7P/kq5+0S+Ppiv32KF48qOBMG68pX5YZUm3h8ZhAeIEv\n0LDCn4iwRLNJA8YjXsEoP2qGiJesdKpKlpBx0A2BAtn74w2VIHNb4D2CsCGKEYW3ScJHVLkDQ4wj\nUiUOm4jCJg//4AQXxOgJKXasw0Sh9YtO7WnPk12Ee7aq7hGRUeA2EXno0CdVVbPkisflKV/ZjQFy\nyRSmrGAnszJ8s2UoK2gFsSGS3IfQQcmqeblChaAzg5P+bNHNJ9nFlARYO4vGfbiwH/UR8btfTFT4\nInLudtQESNLBn7uH6R+cyx8D9zzB2P6pe0NhEMG8+LXcOVfhGcNTlP54HSoBJN0L3KSAlAJUI3zo\naV32Fure8t9UWYUcdbGPM5J9SLY1T2XJyGfZmrTor1le1OnjRjfLzfUWL/Exn6HDC9vKDUsn+IdS\ni1sKCZ9zyj/MGm7r8/z7NrhyoRIIJLslK3/ZMFjv0dmsq83+UccIwt5dFr1zFc+MCjT6tjMyEjC4\nCGTuAVylQ+uafyPtKM6VMe88h+fY00kXHsDbEkxczJW7L+NeH7Cd7PLrjs4Az77qX7mrPEl57GGK\nJ29DXMgJ33sutfbAzy/jjkXmAe29g5wowgeiFiOuw7MjAQxpHGM1INAILwmoISVlFwo+zSJ2slBg\nzi80UbIC8QiIpjySFKiZMJtsUU58Fg2BAB0DgfIJL7zWwJuMw8YRN4QOxWeL4uIxBFwjlkJQgLbB\nndUgfbDCIz+nxyZPSoBVdU/3flJEvkrmUtgrIuOqOiEiC3ikV94uskJdB1nU3fcYrj9k+znd2+Pj\nga2veiFLn7UVffNWgiVt0AI4B60UE21FK0DqsyQIFOObWeJF4FCJUCKCdBadK2Xdk4METfvQiTKX\ntEqse8srmXnmg/DG25Bt40x/5EVY/t/MqSdiDqjPVVHgd6dG+OLDVWRgCAqKIUTEom4AghgIeCAu\ncCrZauXRmIY8qQBK2Y3TWWiZHJmhPBWxXmco9Lc50Az5lDgwIV/3BapqmFlS4/IpS9AJeGPb86ZK\nm08WDOFSj1corlTa2wSdBYqCHXKoDWBngSu/fjb/GJ/IvELCD076Fo3FHf7m28/mfe0pOktqpGsG\n8IvLmE+EdPoc4VU/5fmfPZ3n7l1NK+2nEG1jw/z3w/5FkL6CrG8H7FTLXzfH+dfN4yzbfCEPAz8m\nq6NR5ol/YJ/OTAPl+8d4GM+LLaw30o3hTUgLjqBdQtUhmG7cb9ptJRdkIqrdmF81mciKy/T24MSX\nrkJLmu3Ug7UmstmyFhJQ4bUHfcFWebVx2FaJUy3cG3W67+CIKEFbMBMROhAjT5sYrceylkeXsXp8\nfmEqsoiUAauqcyJSIatJ/U7gUmBKVT8gIm8DBlX1bd1FuH8mE+kTgG8CJ+ohf+j/JxV5NVlTzgf/\n5HbM8+vQcZjBKUhDlJAg3JB1oDAx0mzizUCWOBELRufwtoKYFNOaI73+UvwfbcAsm8rqqH7hdOof\nvYwtwPnAJuPpH9vLuj1PLSxsJVAzjmGgb/E+zD99GubmZTOLe6pM/fXz2TI59gtLGB4trBj+FnrK\nR9ENMelIQjNokUjK4u1FJs9IMXEJN+twZx7Aby4QJ2AKisORLKtjL6ljBxSMoAeEtGEwMfiO5dwb\nR3jb1jF+bM6BZBE3Rd9hT98Uvz09zBcvqwAnIJVZWJnS+Z274dsO3Q/pvibXfLPKpwY9pR39fLD2\nfBrRiZiwTkCL2f2n8e72M0nJihVB1ifueGLlSI2tG/6Wf/GeV7giiU3Apoi3vNMFvJcSisd7h+J4\nLim3Bq5bzD0r3EN3UiNpiEYHs44yF4Q4j9ruMZIVgM9cEuHPkzm6pdWyfo0Y3u0j/odTrrdwPRaT\nBhTCfqLJfrhxFGkLlU8tZc/0SK/M9ivkKdSCEJHlwFe7DwPgBlV9XzcM7UayFPytPDoM7TqyMLQU\neJOq3vKY9/ylBbgfWPWye5FL9mHP3IK6CKIyqkWM2ZpdMpkAtJN9SEwBbAuSDn5uDFM9ANZkLYNe\ncwU6Mw/78ZvRkTrzX3k1t+8YJSQLjqhrFr7xlSce0i9kJVmixksk+9Vaffn3kUt2QRLgv7OEzbed\nS0GUiadJvGPBxIxffQ2p30riYuL+NtG2kGROiZfFhBpkqds2JU2E2KdEe0qkz6jBohQ/3MFWHc5b\non5l1XfKvO62hWzbeRJVM8KPmiGLgjPxspvd9c3ctcwQP2OUZOU9+K92cE2logn1s6dwcRNzZgue\nl8JgROHWJZzzoWGuKJ/DXHsRhbIhSOcIoxnmzRb4X7U/5iG1rAG+1WtDHkEGyOpIrFv/aZb1NWha\n+EMD10UppJZqMkJKC0eKaia4LuqAKJ/0yh9JCvbgLPjgbNc+UjHNm244mstC0rxwyEwru9ewW9An\nC1XLfMnCb6cRX0xLeJsyRERihpCHqsj/GUQiYeQvT2FTq3zkjfYr5xgoxlMBrgLuvfI+7Ou3IYUA\nWg7TtzFbhe0EaKWEpNNoMgChBWmj7QL+xqXYq++DqIjWIvSPrmBoywImT9mAOWsvL7vhIt4NDJO5\nEJ7Bk481fTKUyeYEy4B1ZH45bxwz3vJ+uvF7TwMWAdHg/bhffy/1RRsxuywMNXG7BVdw+BFHMm0w\n8x3t7QHV0CKJoT3YIrwwxo8nmCgrzu3XVvniZ1Zyf/VU5uIis50269P5jAV9nMACOgI1txPn2hi3\nkwnzIGbFDN+5Yg9uYYeRG/qpNQKSk1JYlmAfXsYLv/WfOCNajLAfFwwQBiWMtAhNjAU+M/F85twA\nlkc6Tx8PXAp85+P/G16+g7fT4c8L7SwJyVuuTgvcpBFOE1QUVYcrxKz1whW7xlg0up+HirOZiwLQ\nLM0iqwNxcAFONGuJJA6cBZtly2lXgD/QCbk2irvHC5IW+LK3vFxDLAW8phSZh7l7AJkswu7sh3zs\nrc9i49NkcvLEPL4AH7naek+RBLgzSjDXbMb4JphZpLQJTQN8GoENEG2DMfi9VXzb46MAtTGzn3ou\n/isnoQ2L+9oyxncN8gPg3gdWc+CGi/gEWYjZTrJY31/1qngTqJOJL2R+uRmfddx9uogvZPYpzp5C\nuPFyqntOhnGD77Oki2PSJSlBCYLTYyhA6eyEJOoQ1z1Rs4C7s4jcGaCbA/jf/YysC7izMo3M7od0\njKYMMCB1RoOI2CRU7TRjEZSCAqNBjfPtGC+L26xoOZIp2PPrDdonGsJ1w9i1I+imNv3BBrANvDME\n2kLjnXQaC6jXx/Gx5TVjN/DmcKLbeWwsIK8AABj7SURBVOFYjPj9jzkZsH9/OiC82wecEWetvL6v\nhn/3nsCHGCSbAXeTLJ6DEs+fYaspZB28xXc9Dmnm47UQJSW2OwFneF9sGIqLvCwNsHGA6UT8IA4Q\nlGsLbTKpCTL/ceBYZg463hyFqIx0DMxlHZx1zsA9/VxxTIjvE/O0mQEvQGkirPj9u7Avn0SGdiJ+\nDi30I/EMfs8izOIWvqXwpSUk311N+FffI107yinvv4xUPBv+9FY2/tXlvAXhvSiLRHAK1wKvPTyn\nekzRT3aF8BrglrP+HLNwI/7AFOlQk8aqAzifIkVBV3Uwakibgk6CaStpTTDnpFRuGGfRA0vZbZv4\nknLmvhEuLCzDmXGsmUYQxNZBlY6vEFCl4xyJd8yTHXy7M8XiwkL2mXms8MvoC+6hQ5lSugA1Jfrc\nCNM+ZlhbdGjSH4zSoATaIgpqDEZ7+OjES/iZruyxNY8cLwG+b5TZzZ+EyLA+qrPIOgbnFsCBEB1r\n0dEGShb7+ynx/EHkwKRErQr3B21WRZ1HfLwakLkiuuFn/mARds/D3nDmnhNICy20ErPOtllltbt4\nl/mBN2rImk4Ra0OMRoAQuSpyXz8yE8DWAs/60JncPVk+RpIxjgEXxKGc9Y7bkIt2YmYdMhTgaiXc\n+84kfN+d6O1V7v/zF7PMC6UlU2zbPsy4wGKF2/jFPbtynhynCKRn/E86i+7EJBPEWmPuVXsI6oLb\nLHAgQlZ0cJssnb2GYmiReZ5VXzmHee2rOM3OIuyHqMm6ZAOnmSHK1nAgnmJEC5Qqw6Bl2imUowqB\nLYKbQgOl1TFIXCXw8ynSxvVtxyUBqR8kTRbS7LSwZhEVX6JowDFNIWwhUYvQTnPy1HrC5DWc70/r\ntRkPOyFZm6PfA/7wdd9F//xenDimxbHMZe3sv2PbnJUIse12xRC64gr3OOH3U8MPDQx6cGFK4Iqo\n91mtdq94PAQeJ4oJPNGeCoXPrsJfMk3njP2A8jFxvMFZDhhhSEOsD7FhlP0pHxHU+5AdBWQ6QG6v\n0vjArzHKwfoXT3eOIQE+gaxVz4Kx/YT1InYoRvf30eiEhH0NHqhVWCrKNhVWSXa5v0+z180TuO8p\nSX8OZDnmDwAhypL5dyLPuol0YB3xdANsjBQcrUsnMT8roY0EtvUR9IcM/KTEcHwSZ6TPoiwlhFls\nMMOsTjPZ2sP3/S7eMjqfxAQsimvM9g+DW4SXBBcP4Zqj9I/cgY2maMWjJJ0qzrUwUYFKvJ6w0E9a\nGMaHIYU9+zgQP49mezWzup9l4R582SHEFJJpFjXr/GbjNWRLpcc2bwIeAtYUHJ/c/TdZ92aNcSkY\nPC7QbKEtNZkL4ucCrIiH7R6Wq0V9N5czEHyqNEKlqEDgqSQBX3fKFWoRK4Q+pUU/zrbwiWJsiPqD\nURIWQ4C1WSJUeGAIaVvYFyL7Iua94Tx2TlUY4VjpE3cMCTBklRTmyMrzjZH9Sob8PGAGSxau0e5u\nl7vHh2S+5JxfDRGwWJRUUorLv05y4fdIxrbh9s1CJyGp1kjnNyk+1E9ahXl3jXDx7ksZ8SfQkjbV\noEZLDCYdoml/wj8NfpcP719IfahKUE8xQcxJdjfjqXJz4yWU5zUxQZ2C28vp5n6aRcPp2mL/UuH0\nlueB3UW2SD9jvkmh39HYW2Vu5gTWps+gb3CcUqSYNMG2p5DAUG50eGv7Os7yRW7utTEPI/1k/6s3\nAu/93btJPvxNjBRIU8dEEDMSppkweslKtKp0q51p5jkwsDE1nJwIWyLHmBhqAiUn9CmZaHuDSQIw\nipDNrK2xKJ4NpsFSAZuUCQh/ntBhiAgkwm7tQ2sRpiHIP66g+eXVlMkmWsdGevgxJsA5Rw8lHikS\nUjUp5aHt+NO+B5d/D794Ej86h0475B+qrLl7Daf50/HaYTo5QMkMUgzbDBlhfet2bh19iJv2VtjX\nVyFKBfFz1ENDfymg7leRuiozuggZ28DC6XWkQ1DdlzBflOVLJ+mMKe9YEBM5eN1MkfcNxLx+7WKa\ne09ga+lcOlpENOLLBx7ktwcXYq3nxumF3Bu/8hi51H1ilqOMC/xk48dJqi3EZC3sTyXh3mLS/Upm\nPeCEbugvgqSS5WB4Qa0iqUGNz9zBGM53lh+brk/YC8ZZRCxfFcdvhY5fSww/0QKBLYAz3Q+MxUiB\noF5A9pSgbrDfG2bNe8/jR+5pExvwJMkFOOcwEaFcgLCWbJYlZAkPs8BqUXaRUqhuZHTeBzmrdirG\nKPWkycJgCd4UmNENbDFbWb9mIxf8bIQfuH18LlJOrrS4XzyDEtLX75isz8N7yy4zSMMsYMRswhYa\nDDXqTNsR1hQ3s2Ke0o7gv43GXL+zyopVLb707xcSzcI2cxlznQEGo0mGG9vphAHNwVHiRo1bZt7A\n17TUSzMeES4HKgIXVNpcu/NDuLYgxrJJU5aFMWodH+0EvClKEQ1BpduWK+5mvhnESRbQ4MAkBR4K\nk2yRDc8P45BXIHxY4GoXIYGCs4gajLXdUqygCCIWYwLsdBmzo4C5Y5DF7zqPd7QKXN1DGx0ejoEw\ntJyjk7grvtl2dtk4QRbWd68K8wgJq/czVhvFq6eiSiUcINQOHa2xzu5m+1Cd31z365QZ4YoXwAv/\nyySddsiCTsjpJ9dZON5i5chusLMMDkwyEG3jRNnNucFuVi85QLV/ik06zs7EcFefw3csfaMxn2pA\nsTFLycwRlWYpRQMkrsZMeYhFKeAMQVpkqzzYI+sdWW4BvqLwZ/UihTP+AGM9+ISa9Zm4+oA3B9It\nspOgNuE9vuuD8N0U5m6fuK1e8GHMaquIgo0DTjSe14nnai/ZJNfTdWWAIyH1bdRkNSCMFWw9QmoB\n9pYReO+5DLYKXNtLA/WAXIBzDiu7FaLKw0RpQJ+MMEORQV9ln6mzVdvEpSEKtRZjUY2N1vMvr9pL\n8eSUvkFHn0+J2p4XFBwnndXh7LE6S5sHWG63UlfBBGDFYOopS+xehvo7/HhhwhcWpXy/P+VWNZwx\nuJ/pYJBOqLhwH8XkAEHkmSoMsPzADrwWGZFjvez3/8uZ28aQZ/4BgnCWg02pzZIoEASbzVJTw3+3\nWe0HcRb5eV0IWGbIiu/47GLWB92uJD4LNVMRPCk+TTPRVUWMQfEEEmHqIbI/wH55hM5Hz+HtcyVO\nEfiLYz/091HkApxzWGkCnhla5Z207FZ2y3qwKQO+yEzU5sTaDGdMpfTPbWBNfQ/NP6vye18L+FDH\ncftoQt/8lJ+MJjxPlL+fl5IMxpykLUbCNjsOFJnZqtx/9iQfOKXJglNSrndC6hxXDiacN+YIhuZI\nkxY2TSgUJ5BCQqUzwd5KgHURD3YM7cD22kxHnB8Cbts4xVPegN3Rz2qFf/bw0jQrKyku4GOaVedb\nmirGe4I0IsBi04A3q+fbTrBpwJmJ8DGnLHeCGINgUDrZTNp6FIdk1doxahBJMbUA+3dLWfGBC/n1\nToG3A59SeOVx5pnMfcA5h5UAZdHZb0SijfTvSjFpH8/rnMgdNBn2bU5wNRbQ4u9ac9w6NsOvlT23\ne2XlvohNq5u8bVHMV0ZTfANwlvPbgp3v+PxPA747Apc7z0mrO0wvcFmN+1hQB37OcHUt5He+sZKm\njjCpYwSFPsJ2E0Qo1JWTOwXeGJ9Gahfz4+Q5PbZUb3gLcIf13P7f/4349XejTjFicZJ2C61nxZNQ\nz0vV8hUjiDNgXJYdR+aaMDYCp4jY7DVk/RDVKsYHGA0RoxgNCf/6GRQ/cSbFuRKXItyBsgzhX3tq\nicNJvgiX0yNWC7RXvgs/fi/PfaCEJhHfCHZyoRtlVzjLpoG9hC1YM5fgz2vzs1nhgjnLf6oHLO1L\nide0uOLMFr+92/CFyJI2FBOCd4omhptqAW/QhH3PSEnVY0XwAaQ1w4E7qnx3Ygxb98wFy2hE4/h2\nEwlKfGfvHq6JV/CK4ERWuZV8P72o16bqOZVCQvyZz6MX78Z3F+XEB6j6LDQNj6jN/LqGnydjgMEQ\nIMYizqDYLJxYQ7zJAj+NCLKln9LLriTeOY/LgbME1ikUgH/s3WkfAXIBzukRJZT5y/6GAbOPwoEd\nJDLFlX4BE8kUd0R72exTyqGhf3yO9n7DgZPadLZWYdEcyViCDieYMYdvKzQNtuRw3XCLIBCoWRbv\nE4pDnmZV2ZpAWFU0FXatHeDf9q2kWZhPqdEhtn0ktsi8vR2kCTUWc220kAWd07k/PafXpuo5q8n+\nX3ujlNrVd5C+5S5Y0MlcCj7Fa7cjsqdbIU3xpIgGSLc0pTEWSwEQnMbZgtu6USpvfC6XrlvKd+Go\nazpw+MkFOKdHWGDh0LcwZ3yc+T9dzuntCU4Paqy18MMVO6nPbzOwrp/+9gCr4jEmwjq7hvcx99Kd\ndCJHGDj8tJAWFGKBxBBWHEmo9D1c5EHrOcsqN89ELG4YBkoJ4i0Dz2tw1ff6eMGPlxFSoZAKuwoD\nVGohMQHviQcgqTAQLKfmfoOtfmGvTdVzRgS+qnC1wJ8ofAKoRSmydB+NN9xJ+ltboNQBm7WGw4JL\nYgg16zVHkUC6zVc3l5G3XgC3L+cqH3CShx1kbaL+tLen2QNyAc7pEb8F3BXup3riO+mfXoGv76ST\n/pRXR0N8YHgPrcV1Fq9bSCN2XCwncO/IXsrT/Tx84mYOXLQHqaaQCt4JQSSkzhN4C+rp7AkolGDf\nzgCfCPVOyPQOoX9Q6ZuvvK5huXLvMqL9MacHjum4SrM9xIOMs0lHGPZlbgyK7E5exT592rZfOGI8\ngyy+exvQL0oZiKOUpkkZdCEvTSx3qTALrO/pSI828jjgnB7xn4EVyTBBO4K0BnaQcbuEd8XTBBXo\n2z/I/qVT9PfFfGNgC63dNbb0b6G2bIaoP6TsihRNRLXfUnQhgbNox8BcRGFASJ1wclWIDJy4pM1L\nn9vkq/MSTl2W8JdJgK0V0KgfX4RWWGCTjPIDX2GvVvmXQJkNIq7JxfdJsZ6s9+E5QEdhQoXpTki7\nVaIvDvg3FdaRi+8vQz4DzjmsnA7ch7Jq9AYq0Y9IW5bUzXDgxI3gDKauxArlhtDnI2qx0hmaZcVI\nzD0nNQnmO6Rg0B2CGVEoedR7Om2DDHZwMyHB5jKn7gj4qynl/4hj75keFeHlty5jnR/mu1Gdl3T6\n2OLn8w3bx3xKzEqVWUmYbP8OkS48Roq+HH4isoQbgHGypJtxsq7lc70a1FHP48+A85/+nMPKfd37\nxvSVFBbdAQMHqC3cRbq8iTSFvgfHKCVt+hIhSCIWJMrOeoVwahTYiixNMeqIZyNkfko4nBJvijDr\nQtz8iL5pS7w+4nN1y59FntNawuVbE87YMsJHkgqlwiBndkp8XSLEDDBIkWkbIEmZChHrNff9/jLE\nh2xPPOY+55cnF+CcI4Cw21UoNZ9Jof/7FBpD6L4m6YKYuWqd8u4Sk8NQmmoxPZySlmJ2zDjmNavU\nJ5RElHgq4CoVvtg0mLYQjMKL7i9wS8diBzyttMgFxLzrojaVh0pc0OijUB6gokW2BWWiuEhdS8RR\nSoGQS1B2pb/FT3ttmpzjmtwFkXNEmAcsMTHp4ndTasXsO/0emmOTxGmCtsCUBLZZytWUdtHh5yxp\nX0ran1AoeVzB47Zb7LCiExE2FtK2wXSEoG1gpog/owELW0S3DLNwbpg0jBhujDGog8yaEMSxXzwF\nCkSdC7k9vbzXZsk5LsgX4XJ6zDTw+z5ibvJ3SfoSyjsrDKyfh2kYTMHDUAdz+RztZzZplBKiRSkS\nGEwjwKlB20IQGNykxSu4CKpzISO7QqJ2yJA4tNpG7ymjg4papSB9RKbIdMEzW6yzuTBBFDq8L3N/\nemmvTZKTkwtwzpHjT4FtzZOoTL8QQz9aDggGhCi1BBNF0q0hfmdAgJDuNoR1kJoh3G4REYLZgHCr\nRauOcA6SekC7v49qKwQTkTQjyrv7KU3Ox0VFjC+DjUi0QDvuME8COoljXeut1Dn+6j/kHH3kLoic\nI84igWjetzAnf5z60gk6y2cJ9xkK91YQ54mTNCvkkkA8kBJMReiqBg0HUctiZi2FVkAnDOhvhQzE\nVeraxlehMjOOlAJK9QG8iUkBSZVVjRHujpS48W625WFnOUeU3AWRcxQxAyRTv0HjZ+/HNseJ4oi4\nosRLHDJXxsZFSm6IKgHNWIgGUpoTIX17Qwbvq1BoFHA2ZP6kUApKePW0V81RcSWk3CFttVDXwvoC\nzsYoCXeWh/D19+fim3NUkc+Ac3rKgCQMnfFR0su+jt8kDG4uEU4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"text": [ "" ] } ], "prompt_number": 180 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(img_hsv[:,:, 0], cmap= cm.hsv)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 192, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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WYZ1bvTxcCuETwBKIz0jD92j7HD4B4Xtpx0GoqCqxYlea2suiE/e3B8bPtNOL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"text": [ "" ] } ], "prompt_number": 192 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(img_hsv[:,:, 1], cmap= cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 182, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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52u12teEEiMVieDwenWLS6XQYHh6mWq1y5coVisUifr+fg4MDVlZWSCQSvP32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K6ullE/3d3dGB0dFTMYsgQ8Hg+MRqNkjj6fD2fOnJFGHWGOpqYmwS5ra2vh8/kwODiI7OxsTE5O\n4syZM4jH46iqqoLT6ZQJG4WFhSgtLRXWAzeoubk5gRgYUPLy8iSbZQZJLJgZaTqdFjtSZrmxWAyh\nUAjPPPOMTIRh5kv3NZ1Oh0OHDonVZiKRkCqIfrt33XUXrrrqKqxbtw4PP/wwvvnNb+KrX/0qMpkM\nRkdH8f3vfx9jY2NoaWnBunXrsGPHDtjtduTm5uLRRx+F1+sVFzrgnJcxFWwMulSZ6vV6PPDAA9i1\naxd+85vf4K677kJTU5PMBDSZTGhvb8fmzZtx55134v/8n/+DjRs3LmC4/KXXh8mAMwDaFEUpAvCa\noiibzvu9+gGQwt8E3MDFk6vX67FixQp0dnZKM2jJkiWIx+N44IEH4Pf7Ze4UM0GKLYaGhrBv3z70\n9/fj5ptvlkbQxMQEXnzxRTQ0NGDFihVwOp2Ynp5GKBTCnj17UFZWho6ODimTwuEwFEVBXV2dYLb0\nlIjFYvB6vRgZGUFZWRkcDscCaEE7PeN8DJhftf+InRHznpqaktloOp0OHR0dAIBoNAqj0Yiuri4s\nWbIEwWBQusrk0jLgkAKl081PYiC7Yfny5SgsLITb7Yaqqjh16hQURUF1dbVQiJgNTk9PY+fOnVi9\nejWysrLw05/+FLfffjvKy8uFDcC5cDMzM3jttdekvL/llltw6tQpXHTRRaipqREnMU4DnpiYwPDw\nsAynZOOGajY6xLHpxWNF4r+qqiLtraiokPH0wDyW6vF4UF1dLV6zJpMJhw8fRmVlJZqamiSjnJyc\nFOMYVVVRWVmJwsJCOaZnz55FQ0ODjBPi9UmxD30gCAPp9XokEgk0NDQINZEZbTwex+TkJAoLC2G3\n2xdgv8C55i0DGicU2+12bNq0SYzLtUybtrY2HD16FK2trQDms+V/+qd/wk9+8hNs374dt99+O/bt\n24f/n70vj4+qPrs/d5JMksk2mSSTmSxkX1gNWwhBRSLIItqquFNBK8WipYIK1f6UWupO32p5oS5U\nqihaV9SKCxo22ZRFwhJIyL5n1mwzmSxzf3+E83DD617bt/bt/Xz8SLaZO/d+7/N9nvOc55yLLroI\nBoMBQ4cOhdFoxHPPPYef/vSnSE1NxZVXXokPP/wQZrMZNTU1oqoXHR2NnTt3Cq8XgDQ/uWFw3fIz\nUECJAkc+nw9WqxXXX389fvSjHwE4kwVz0pLretSoUVi4cCF27dqFl156Se7vPyoj/sY0NFVV2xRF\neRfAWAAtiqJYVFVtVhTFCqD19K81AEjW/FnS6e/9YA4urhEjRqChoQEGg0Es6Yl9GQwGOJ1ObN26\nFa+++qpMLM2ePVtGQwsKCjBlyhRp5litVrz88stYsmSJiG0TbqipqZF5d5vNJkItXDw2mw2hoaFw\nu91IS0vDyZMnYbVaoSgDOhNU00pMTJRsRvsgAYNLrLMxLpaSwJkGzZgxY9Df3y+MAeoUkI8LDAxm\nMBix/DUajYIBMlOi6As5t9HR0bDZbKK45nA4MHr0aJnyKysrE9umsWPHorm5GW63G1u2bMH8+fNR\nX1+PsWPHioRiSkoK1q5di6KiImRlZQl7JSQkBO+++y4sFotMsinKwNRWQEAAfvnLX+LIkSNwu91I\nSkqC2+0WTNXr9cJkMqG2tlY0Z6n33NXVJeOzERERMBqNsNvtcLlcSExMFIYEm3IMijabDbm5ubBY\nLIOyZE5IsgE1fPhwcR3Zv38/cnNzERMTA7vdDgDik2Y0GiUIOhwOWCwWmQgLCwsT52BthUSBGTIC\niONyaIKj9aNGjZLeBXUZiAsTuuJ6ysvLkzXH1xs2bBg6Ojpw2WWXwe/3Y+zYsXjxxRdxyy23iNDQ\n7NmzkZKSIp57hYWFMviybt06/PKXv8SwYcPQ1NSEhoYGbNu2DRMnTgQAkQ/VDjTRA5Deix6PZ5Av\nYH9/v5iOMisnvBQdHQ29Xi/3vqioCBkZGVixYsVXCq3/vcdXBmBFUWIB9Kmq6lYUJRTANAD3A3gb\nwDwAj5z+/6bTf/I2gI2KovwXBqCHLABfbJL0L3ZoA5TBYMDEiRORkJAgtKGoqCihAB07dgyrVq1C\nUlISrrrqKslSe3p60NbWhtdeew1XX321lH0UMpk7d640BMhdDA8PlyEF6iqQb0oNCWYsZrNZBHFo\n4Njd3Y2goCA0NDSgu7sbaWlpg2zp+Zm00IS2UadtypGe9N5776G4uBgzZsxAe3s7qqurkZ2dDQAS\n9OjmGxERIcFUO9HHDYQ0OqPRCL/fLy623AiocavX6+FyuUQW0Wg04vjx4xgxYoQYYyYmJqKsrEw0\nApKTkwVbnTx5svjUGQwGEZafOXOmXFfilRwh5qb32WefySCAyWSSMp7nTT8w4qsGgwGxsbFobGxE\nUlISTp06hSFDhqClpQXl5eVSNrMqcrlcaG9vR3h4uFidU3eX7AnthGR4eDgqKipk6KKnp0dcIMi/\nJcwQFhYGs9ks2iOcPuQmyOqA95fuH9qxZmBAt5oQitVqRWlpqfDatbRHZplvvfUWioqK4PF4YDAY\npPHKjX3x4sV45ZVXcMkll8BgMEif5KWXXkJhYSGqqqqwePFiBAcH42c/+5k0g8PDwzF9+nS88MIL\n8Hq9OHz4MJxOJ5KTk5GUlCSTl9SapsIfNaL5PJClws+upXaS/6soigjy0O6Jz43b7cajjz46qEH3\njzi+DgO2Aig+jQHvA/COqqofA3gYwDRFUcoAFJ3+GqqqHgfwCoDjAN4DsEj9Z6HZ38NBbCwvL0/G\nMzs7O3H33XdjwYIF+Mtf/iIaqxzFjIqKwtixY2U6R1EUXHHFFTKN1NnZKUyCtLQ0oaEx6yG1qby8\nHF1dXVJmsXTX6Qb0XQlLsPRi+cXmHDUmbDabdIG17Ag+lFqVf3JMT548iXvuuQc5OTkYMmQIFixY\ngJdeekmCQktLC5qammCz2RAUFCTkecIwSUlJ8lkpYM7g63a7ZWyZ0ERoaChiY2NFx3XIkCEIDg5G\nbGysSP4ZjUbx8OJ/mZmZUmZbrdZBwjR2ux0WiwUVFRXo7+9HdXW1KF4dOXJE7Hn4kHFYIyYmBmaz\nWYJtUFDQoCyJjUlmjT6fT3QqqMwFDDRsqeBmt9sFX+V9M5vNSE1NFSof72FCQoJQ1uhk7PV64fV6\nMWTIEMmiKVTU19cHt9stSl0cHuGGQa42hWLo8kCIiZ+JY7ykGBK75Qh3Tk6O8GyJBTPzVlUVEyZM\nwMcffywjvNrXI03y2muvlc+k1+uxYsUKjB49Gn/729/w/PPPY/fu3aivr8fTTz8Ns9mMlpYWTJw4\nEW63G/n5+Xj55ZfhdDphMpmQm5srTtiU2yTMwGYvhfy5uTLgcq0zY2Yvo7a2Fh6PRzS7yZTYsmUL\nlixZIhDZP/L4ygxYVdUjAMZ8wfedAKZ+yd88CODB7+Xs/olHYGAgioqKkJ6eLmXmokWLEB4ejjlz\n5ohZY2hoKCZPnozPP/8cSUlJghdS/tDn82HIkCGoqKgYRHIPDQ2FqqrScWYwpD4Cy3g+WHQpYBnJ\nRhA9vJhx9vb2oqqqCllZWaivr4fX60VSUpK4W9CWm9mJogyIv2zfvh1/+ctfcOjQoUG4sLYSeOih\nh/D4449j+PDhopfrdDplSIAZIRt4nZ2dImHZ19cnWSizX35ujhlTsYw0IlVVRTayp6cHkydPRnBw\nsEhKkg5nNBqFN0v8XcsgCAoKgtPpRGVlJS688EIUFBRAURQRDaLKFT8r5TEJCbAc1+v1Yr7JaTeO\nFpMjToEfMkYURUFsbKyM0VZUVCAmJka0bDkVpxVX5zmoqoqysjKRUaTmAoXb2cilUBMbhtSnYCBk\ncKKlU2hoqOg6sHTv7e2VQRZOrFFgiGwOBuWGhgaRn7TZbLL5zJ49G6o64KpCihqfJQASeAnfEVIa\nN24cSktLcf/99+PAgQPo7+9HWloaZs2aBZ1OhzfeeAO7d+9GcHAw+vr6pHFaU1OD0tJSxMfHw2q1\nymbi9XrlvrH3QDYGs1xuIlpKHXs6hPcouhMXF4e0tDSUl5d/qc3893V8LQvi/8pRUFCArq4ulJaW\nYsGCBfjss89w4sQJkadjVtTd3Y3y8nL86Ec/Eqtv3nhmCCwd2ekmNtra2iqeatx5u7q6cPz4cdEi\nIC5H9SsGdja3GIRZghJucDqdQklzOp2w2WxYuXIlGhsbpZT7+c9/jszMTJxzzjlYvHgxDhw4MIhH\nDAxmUTQ2NuLw4cMICwtDZmYmqqurZVOhSwVF0zmsUFdXJx14lrwAZPMCBry0ent7ERcXJ9KO1MTd\nv3+/6P4yw6V9e1tbmzhZHD9+XEpLAPKQkeLndrtlHJzXNDg4GJWVlaioqBDfNQ6EKIqCtrY2uZf0\nuGPFQx43AzjxawrGU8iIawU4o9FAZobVahUVuPb2dnR2doqfGmlVn3/+uQios8FJp2LyXBVFEYdl\n6iMAEAlQupRo3RzYgOvq6oLT6URPTw8OHjyI0tLSQf0NwmLsCeh0OoGb6BzBioaHFpo4evQourq6\n4HK5ZBTcZrNh79690pgEgLy8PGzatAnLli3DkiVLUFxcjH379qGiogILFizAuHHjsHDhQgQHB2PF\nihXo7u4WLV7qBGttuAjdkJdOqIlGArwuXGsMyMyUzWazbBbnnnsuHnzwQTz11FPCiGAw/76P/wRg\nDFzc7OxsjBo1CnPnzsXWrVuFo1lYWCjDEMQ7vV6v4HnkfDocDsE7OcHFhhrpRsTqtDxak8mE4cOH\nw+fzic09OZ0cYKiurobBYEB9ff2gMVNmx4QgnE6nvB81Hbq6uvDuu+9i+vTpeO2118QOR5vtftH1\n4M8eeughyaCSkpKEo2m1WuFyuZCUlCQNDqfTib6+PjkPTmT5fD7U19eL8BCFvelOwSDhcDgwbNgw\nYRrwYWcXPzs7W/R0qfVL1+Hw8HDpfr/66quYMWMGTCaTPFR8+DjJR7dgrYmjy+WC0+kU0RyWv5y+\notMuh0boAUcnDJ/Ph8bGRjgcDsFe6SXHkVi73S4C54GBgYiNjYXVakV8fDxiYmLwxhtvoKSkRLi6\nra2tcDqdMnTgdDpleoz4PSsQsirYVO3p6UFCQoKMljNbJCySlpaGjz76CAAE4/b7/airq5Psl3S3\n+Pj4QRg/cMYsltWITqfDyJEj8dhjj0mGr9PpEBcXh4yMDLk/Pp8PHR0dGDp0KP785z9j9uzZKCkp\nwY9//GNkZ2dLxh8dHY1JkyYhPT0db7zxBi6++GI0NTUJ37ejo0N0VWjeyaqRVSkV1MLCwkSQv7u7\nGxaLRdY5P2dfX5/cb51uwADg8ccfh8Vi+YdBEf8JwKcPSimOGzcOBQUF6OnpwdKlSxESEiL+ZQaD\nQTQBNmzYgCeffFIyWYvFAuCMBoDX60VMTAwiIyNhtVqRlpaGjo4OnDhxQkpEirEcPnx4kIW4Xq+X\ncpvSjADEMZZltxaX5ELq7u4WAv748ePR0tKC9PR0XHnllf+DI/xli0rbtPP7/XjggQeg0+mQlJQE\ns9mMXbt2CQ7JCUHS1QwGAwICAuRhZTmampoqeLCiKBKstTQqZvt8366uLlRXVwvzgt13NjcNBgNM\nJpMwCoj3zZgxA4GBgaioqBCFLdKViIVy+iwiIgJer1dKe5vNBr1ej5MnTwI44++nqqrABxEREXKv\niHW3t7fj5MmTGDp0qDh/ZGZmIioqChkZGSK6w4BfU1MjbBBqK69atQo+nw/r168XzDI2NlbciwMC\nAvDQQw/h5ptvRmpqqqiPUVeamDfpcB6PR5q6pLhpXR9IeySFz2azoaOjQzJywlbEjon/FhcXo7m5\nWfB+rV9fQECAWPUQnuvr6xOx888++0waeg6HA/v378eMGTNw/vnnIzk5GdXV1Xj44YexYcMGBAYG\nYvv27bj22msxYcIEbNy4EQ6HQyovNjZp9cXNgdAcAJlWJEWSWbkWNwcgCRGZEGzIjhgxAn/84x8x\nffr0/2TA/6hDVVXBOFevXo2CggLMnDkTsbGxyM3NxfDhw+H3DzgqcMKID7fWUB9z8d0AACAASURB\nVDEtLQ3R0dFoaWlBTEwMVFUVg0CyHwoLCxEXFwePxyPaDzqdDocOHRI9WJvNJrbYkZGRaGlpEdNI\n+qGFh4dLY0ubLQIQbK+1tVXEcRYuXPidr8/+/fvhcDjgcDjEhsdutwuGrdfrodfrRd6PJWtvb68o\nqfl8PmnkEU7o6elBc3OzBERmklRTo5wlRWKoucBy84MPPkBHR4eU/KQiceCAjh2sSvi+zNhYjXDw\ngNhzXV0d0tPTJZslDlxXVycbKQCBhpjF5ubmwu12o7W1FaNGjUJGRgYiIiIEfzUYDJLZRUREoLOz\nE6NGjYLVaoWqqti4cSMUZUArec2aNUhNTUV2djZaWlqwYMECXHXVVTh58iRycnJECYybEul1bDRS\nmIZ4L2mBzc3Nwlp44YUXkJeXJ5tRb2+v4NPNzc3SwAMGAllTUxMCAgJQVFSE5ORkxMXFyXsTymKG\nyQ2P0A8n+S666CIEBARg3rx5uPfeezF27Fi4XC65T/Hx8bjnnnuQnZ0Nr9eL2tpaHDp0CEajERMn\nThTdDorUu1wugZq4LrjhBgYGCmVSOyVKGJBf9/X1SeOYjWSr1SqN7cDAQBQUFEgf4/s8/hOAAcH/\nHn74YWzduhW33HILIiMjMWTIECQlJeHOO+/E8uXL0dTUJDje7bffjvPPP19A/ra2NtjtdskqqXR2\n5MgRKZndbjc2b96MVatW4fjx49ixY4dkUImJiYJL8QG1WCzS3U1NTYXNZoPH45GHgpkZdQmCgoIk\n23G5XPj00wEGIIVpSDn6Lsfdd98t2diQIUOk+VNbWyvZsMFgEKcGrRMFAHGr7e/vR1hYGFJTU6VZ\nR+oUMIA5jho1SrJZluvMiilW3tnZidGjR8tDQh0EUunYtSddr6KiQrrr9fX1cDgc8Hq9+PDDD8U6\nyuPxCNyifS/i/Gw2hYSEyP2NiYlBZWUlnE6nVAOzZs2CXq+Xkd7w8HA4nU4YjUbBgKnlwDL45z//\n+aAKZcuWLRg3bhzOOecc3HXXXXA4HHIvpk+fLucYFhYGh8MhEAk1Qpg1kydL6CcrKwtPPPEE7rnn\nHtx0002D+LzE3QMDAxEXFyeN4ubmZjidTmHo8Pc55syg9qMf/QidnZ3Ys2ePKObxmSAkwiBmNptx\n1113Yd++ffjDH/6Abdu24cILL0R3d7dsskFBQbjiiitw5MgRtLS0YOPGjcjNzRW7e9LzAIhxABMi\nji+TW63FqVmZkZHDIEvjV6rfqaqK1tZW7N69GytXrpRY8X0e/9EDxsANGTduHIKDg3Hs2DH09fUJ\nB3Lfvn2w2+2CoZH4Tv3f+vp6kZpkBhITE4OGhgb89a9/xfTp05GSkgJVVfHqq6/iZz/7mczwk/5z\n4YUXSskbEBCArq4uKVfZWKipqYFerxfpP04DkXajFdVJSEhAb28v5s+fLwFvw4YNuOOOO5CYmIht\n27bh/fffl/KLxxdBEvxeX18fbr31VjzwwAOIjIxEVlaWzOpHRkaKSDuZAtTCpZZsWVkZ0tLSYLVa\n0dTUBIPBMEgLuKOjA0lJSQKfcGMhy4DXho0VuhF3dnbK+7ndbiQnJwvOqNfrYTAYUF1djczMTLS1\nteHAgQNISEgQc8lJkyZBURSUlpYKF7u3txe7d+8Wd4by8nJkZmYKh9Tv96OqqgphYWFSeQQEBCAp\nKQl5eXno6uoaJGJE6hsZKHTy5QRhdXU1Pvnkk0GNUB5flHWZTCYZGGBA4Bogm0Q7mkscXlVV9Pb2\nYtGiRULhoh3Rvn37MGnSJGl4En5gJquqKqKiouQ9+Jn5OQICAvDWW2/B7/dj0qRJMonJzW7IkCE4\nduwYxo4di+7ubvh8PqSnp0NVVZjNZuzcuRMXX3wxVq1ahZaWFvzyl7+ExWJBVVUVwsPD4XA48MAD\nD6Curg6vvfaajL4T/42IiEBoaOig4E3fvqioKFRWVsJisaC7uxsGg0GayJRJPdvS6MEHH0RTU5PY\nRX3Rvfk+jv9kwBgILm+++SbCwsIwbNgwTJgwQUYu9+zZg3POOQcjR44UmxmW1wEBAeJNxgYGZQ11\nOh1uuukmWK1W0T+l8DMnhnp6euB2u1FRUYGwsDCx+aYNPF19KUQeERGBlpYWCT7s5pKFwEznxIkT\n0inesmULiouLxTR0xIgR+O1vf4u3334bH374IebNmyc47dcd9fX1eO211wRyKSwshMlkQllZmUhP\nMmNld5r82tTUVFRVVQkHU+vmUFZWhri4OCn/KMxDepXT6YTf74fL5cLu3bvhcrmE/WA2m2Gz2cSK\npru7Gw0NDcIVDQoKQkpKCpqamgTyIe+WzbLS0lKkpaXJ4Et7ezuSkpKEUhgfHy/4O5kZHDvnJjN1\n6lTk5+ejr69PXD5IF4uMjBQLIbPZLFlnX18fWlpacNVVV0kJ/3UHR7YBSAOSnzMoKEgqJAZKuo70\n9fXJZBhdgFkltLe3Iz8/H3v37hUvPZbmAQEBMBqNIu/IQMVNk9oXPHet0hoA5ObmSsM2IyMDfr9f\nKH9cRyUlJfj444+xdOlSrF+/Xjav+vp6bNu2DXv27EFSUhJ27dqF3//+99L/4PWl7gg3nN7eXjid\nTuzevVsao3TY7ujoENiKbCOz2Qy73Y7s7GzRaL7tttugqgOCWf/I4/98AGYJyHJkzpw56OzsxIcf\nfiiZbm5uLrKysgAM2LVT5YrZKV8nIiICO3bsQGNjo2SoPT09uOqqq+BwOFBUVIRTp04hPj4eQUFB\noqTFBUuTRmqqnjp1Cnq9XigyLA1Jpenu7hZecEBAAGw2GwIDA3Hs2DFs3rwZOTk50tndtm2bNCDq\n6+uxa9cuvP/++xg7dix27tyJ5557DjqdTgS9tddFe63effdd4W4STxw6dCiOHTuGiooKeWj1ej2q\nqqoQExMj56UoiuDjhA44vsushYwDZlVhYWGik0Ar9piYGMTFxcHv9yM0NFR+l40namzEx8fD6XRK\nA8rr9WLo0KEwmUyDhH2CgoKEsaLX65GcnCzXnj5hHo9Hsi1yjZk9TpkyBaqqighTV1cX7Ha7DAZQ\n3pEVQlVVFXw+HwwGAx5//HGhZn3dQYiio6NDGlnkYdP2igM+lGJkX4BQCK9Rf3+/SH1yc5s4caJU\nXVqoi1RHBl/y2TkUEhcXN6hJp6qqVGxkgLC53NnZCYvFguXLl0vQZMXCxtmCBQvw0EMPAQCuvfZa\npKamIj09Hbt27UJ2djamTJkyyHuwublZRoodDgfq6urQ2tqKtLQ0WVfEosPCwgatZ7p9m0wmtLe3\nIzk5WSbynn/+edx5552DnvHv+/g/7YihlbWbNGkSTCYThg4dCr/fL7q7zKTi4+MRFhaGhIQEhIaG\nipSfx+MRuktISIiYSVqtVimLGGC1mgmqqspsPRc7WRbt7e2COcbHx6O9vV3GoalJwDIOAKxWK958\n800cOHBARiinTJmCU6dOoba2FnV1dQAg+rYOhwP5+fkYOXKkBPzExETs27cPb731Fq688kqMHz8e\nn3/+udCagDMLcN++fbjiiitkAyIuXF5eLuOx5eXlwt4wGAwyTh0SEoJPPvkEZrNZHliK+0RHR4uU\npbb8BSDZPeUpeT1OnDghI8htbW0ICwsT2h475mzWREZGShZHrJONPWCAZRIeHo6WlhZRZgMGuvnE\nl9lMcjqdGD9+PEaNGiWYYUJCgmRjZM1odQra2tpEsL+urg5+vx/Lli37VmWtoihITU0VQXQ2kri2\n2DPg9KAWOuDX5BlzQpIbOAMkISBuXHwGuMn19fUJ24WNL25mLNc5wcdKiOejKAMWRVQla21thc/n\nw+LFi5Gfn4+wsDBs374djz32GKqqqvDMM88gJSUFw4YNw8iRI1FXVyc0OQ4GcdiHk6xkQRDm8/l8\n8qwR7yUDh+dEmIVZOZ8vUuZqa2v/rljznRwx/h0PbVbHri31Bq699loYjUZYLBZERkYCGDCr5IRQ\nYmKiGE92dXWhtbVVSrj29nbYbDaoqiomjOQHA5BdlfP8HFFm9scSvLq6WubeiUfabDbJeFtbW8Uq\nJTBwwB59y5YtgqsWFBRINmaz2VBaWoopU6bAZrPh17/+tQScuro67Nu3D88++yyqqqqg1+uRmpoq\nJf/o0aPxxBNP4NFHH5VuO69bb28vFi5ciN7eXkRHR0uWNXv2bOh0Ohw/flywbMpCxsbGipThlClT\nUF5eLplldXW1mF9GR0fLNFJcXBwsFgvCw8NlbLu7uxuVlZWC7ebl5cFsNouGQW9vL1JTU2E0GkX3\nwOfziXWSwWAQLnRgYCC2bt0qFLq4uDiYTCZpxmkxQJfLJSPCAHDppZdKFhYfHw+j0SjNR6/XK6JE\nrCZYLaiqipaWFmRmZuKSSy6RLPPbHB9++KFgukajUTYyZsTEfBl0uVETH+VmwOtB3RGOTpNbTHEk\n4qTAgBqeFoLjcJCiKDK0Q642tYrb2tpw9OhRaQ4mJiYiKytL2CZRUVHIy8vDqlWrMH/+fLz++uvo\n7+/H0KFDYTabUVxcjO3bt4tbMfWQ+/v7ZXOpqqqS/gwhCvZKdDqdcKkJ/7BCYNbNISsmQ3q9Hps3\nb8ayZcuwc+fObx9ovuHxf8qWnk2PmTNnori4GJ2dnQgODsasWbMwfPhwcaNgV95sNuPUqVMAIJYs\nTqdTfl5TU4OoqCjROKDIS11dHYYNGyb0mpiYGNTV1SEkJEQm4oiPUl84IyNDAh0J9tXV1TJBxXIv\nOjoatbW1CA8Pl24zOZSfffYZNm3aJE4dN954I+Lj46WxRWwwJCQEFRUVMlUUHByMCRMmSCbEzjIf\nIrPZjDlz5qC2tlYCMYcM7r//fsTHxwsdiA9vVVUVKioqkJOTA7fbjSFDhsh1pFkiu+52u13EbeLj\n43HixAnRv2DmBEAGIJKTk4UeZrVa0dDQIFKWDocD0dHRaG5uRlRUFEJDQ4VXzYYe6VhWqxWHDh2S\nDZjlLB/u2NhY1NTUwGq1isvy6NGjYbVapfxlSU6mBAMAxWKIN/M/YGDjnDt3Lg4fPvytmzqsoA4e\nPCiwBkelgTOykrxu1PugfjOnJfk7zICJb7O5xqyQ94wBH4BAQ2QTMAsGzjQNuSm3tbWJM3h8fDxU\nVRWFOfqv0f4nMTERn3/+OW655RYEBQVh9erVOHbsGF588UUR7jlw4IBsCOnp6dKXUVVVxPy58ff3\n98NsNotui9bPUMv/VhRFqILMeFm1VlZW4rHHHsORI0e+1X06+1D/Y0s/cMycOROTJ0/GNddcg3nz\n5mHs2LGwWq3iJzZkyBARoa6urkZYWBiefPJJfPrppzLYEBwcLLYxiqII64D8Sa35oVYLghNZBoNB\nnHABiO02TSxplU3lLJLjKe0YFRWFTz75BNu2bUNKSgp27NiB3t5evPPOO7BarZg7dy7GjRuHl19+\nGZMnT8axY8fw2muvSUf6o48+Em2FyMhIjB8/XvDM48ePw2KxSBfZbrejq6sLU6dORWRkJA4fPizX\n0mazISEhAbm5uTIUEBERgfj4eHndAwcOwOl0orGxEbGxsaJUZrFYcPToUSQkJKCpqQnR0dEwGAzY\nsWMHMjMzhQnCLCUsLExcQChSnpycLLoSvE5xcXHo6OgQLDswMBDd3d3CTGBWajQa0dDQAL/fL+4l\nbIqyPCeu2t/fj5kzZ+Kcc85BfHy8NGgBDOqgk1ZH2IEDDwxmzIBffPFFvP766185jfhlBzm3NBxl\n45M9BW4wxGwZSPr6+oQ7Tq0JbsYUzyGVkRQ8vh8DLauGs4M8s0dWaVpXDFITOeXp9/tx66234uqr\nr8bu3buRlpaG119/HRMnThRvuJqaGtjtdmzbtg1+vx92ux1jx45FQ0MD9u7di5aWFthsNtFyIA5O\nz0E28ZgJR0VFSV+BzyWFpQhRkD9tt9sFxmhqakJGRgaKiopQWlqKxsbG74wDfxkE8W8TgJmZccGf\nfaH49YwZM5CcnCwTV8HBwcjIyEB/fz+ysrKwY8cOZGdnC+WopaUFdrsdMTExko1GRkaKWLa2SeRy\nuRASEiIYHxsyzCg4bcVgQ/NN0mGYRROXpaZBSEgIIiIiZGIqNjYW27dvl3J+0qRJePbZZ+F2u2Ey\nmTBt2jSEhITAbrejqKgIDz74IEJCQnD++efDYDBg586dOHXqFGbMmDFonn779u0YPXq0DA3QcJKZ\nVn5+PnJycrB161YJQPv27UNOTg5iY2MFZtF29MkgiY+PR3V1NWpqagBAxpn5/jExMdJU4xip3W5H\nfX094uPj0dDQICJEgYGB0uDr7u4WNTYGWG3jxel0Ii4uDvv375eptNbWVrhcLhklN5vN8Pl8Ig3Z\n1tYm62L69OkYM2aMTE+RXcAJL+pwcDScE4Cc5CPDhJ33AwcOYMmSJd94PWu/5njs1KlTMXHiRIwc\nOVLKfF5TVlG0rOfUJbF67dgts2GuT2bu2spD65jCCoIZNYcdfD6fWFPxPYi3MtADZyC/goIC6PV6\npKeno7e3F1u3bkV3dzdST0/37dmzB0888QRSUlJQU1MjmsrHjh1DYmIilixZIiPjHGghbhsXFyeD\nOJzUM5lMwg9nQ5GYt16vl8qVyRL1P6hw6PF4kJWVhc2bN39nGtqXBeB/GwiC3D0C8A0NDdi4caOI\nWPPmL168GAUFBYIzaufpDQYDampq0NTUhMmTJ4sZZ2lpKUaNGoWDBw+K8zFHkDnpFBQUJCPFzARo\n2VNfX49Ro0bJGGtYWBiqqqoQGhoqOhOVlZWIi4sTCMNqtQpEwezG7x9wc3jkkUfg8XhQV1eHF154\nQahx3L2Dg4Px1ltvYd++fRg3bhyys7ORnZ2NP/3pT7jpppsQGBiI5557ToYpXC4XrrrqKrz22mu4\n4YYbxCWATZ3e3l7BYaOjo7F//37cd999gziqxcXFIufY29uL6upqpKWlQVEU2WzY5Kivr8fBgweF\nAkQsU0uVio6OFrdlaiqTNjRkyBBxbKb9UWJiIvR6PQ4fPiy6scxyGWwotciSOigoSLQZaEbZ09OD\n6dOnC62PlQfXD7nXvOZ0piAfmxkmIQpaDnm9XrS2tuKSSy6R6/B165nvGRoaip/85CdYsWKFTBkC\nA9l3Y2Mj3n//fezatQsNDQ2ycZMud9VVVyE6Ohpjx45FVlaWJCgM2hyU0HJ6tdxi6o3wGWGSwEyY\nmT71GUJDQ2VwBjhjeaVl1XBwRjsefsEFF+Cxxx7DyJEjMXnyZOzbtw+fffYZ3nzzTVgsFmmmcpqw\nuLgYQUFBGDZsGFpbW+VahYeHY+TIkaivrxeKHtXb2trahJ1EFT42LCnrSQYJE7CDBw9i5cqVaG9v\nH9Q7+rbHl0EQ/zaDGFlZWcjJyZGHZfjw4SgqKsK1114rjRMAchOJeZHzyC5ucnIyWlpa8Prrr2P4\n8OHIzc2VzvaoUaMQEBCAuLg4NDc3o7+/H/X19aJlypFSAIPoR+zeh4SEwOl0CuYZFxeHTz75BCNG\njBDdXbPZjNzcXOH5Eq9qamrC5s2b8emnn+Lcc8+Fx+PBqlWr4Ha7YbPZkJiYiISEBDzyyCNwuVyY\nNm0aVqxYgQ0bNiAkJAQHDx5Ed3c3Dh8+jJSUFOzZswcbNmyA1+vFunXrsGnTJsydO1ecFHp7e2E2\nmwV3BiCTRwkJCTh48CBGjx4tD+UNN9yAN954Q+T+hg8fDr1ej46ODskc6TKRm5uLxMREKfXq6+tx\n/PhxkWskZq3T6WC1WuWB4Jir3W5Ha2sroqOjMWLECKxfvx4zZ86UDKimpgY5OTlQVRWVlZUYM2YM\nysvLhZjPg7rIVqsVY8eORXJyMjweDzo6OtDX1ycjx8RYeU/4twwKxDi1zABikNqewqWXXvq1TTct\nlSs0NBQPPvgg5s+fD2DgwSfmzOz+tttug8vlkgDK82Pge+GFFyQL9fl8iImJwZ133olZs2ZBURRR\ngnM4HHIvGRTJi+YzRSoXB4gIu5FVwXOke0ZzczMADArIWsogAPn3rl27ZDAoLi4OmzdvxrRp09DR\n0QGbzYZJkybhwIED2LJlC2JjYzFs2DAcOnRIcHY+o2yCclKR3opxcXEibdrT04Po6Gh0dXUJLZIV\nKgBhyiiKIuvi+PHj8vm+z+PfJgO+7bbbMHPmTNlZAchDu2zZMpk0mzRpEu65555BCvwsPbq6uhAT\nE4Py8nIEBwejoqICM2fORFlZmdBWSBejChTB+8jISBw5cgTDhw+X1zKbzWLgSW1WuhGEhYUN2gz0\nej2qT5tw8uZTKLq5uRkhISF45513kJ2djdmzZ6OpqQm7du0SPiv9rO6++26cd955mDx5MgICApCR\nkYFly5bh1ltvRVdXFz744AO0tLTg7rvvFlukkJAQLFu2DBdeeKE8mORvcmKot7cXDodjkIPCggUL\nhJGhKAquu+463H777YIfsjlDsSA+vABkmIQHPzcfHGJ01NsoKSkRmIF4JEdtfT4fEhISJHhpB0Ba\nW1vFccJsNiM+Ph5RUVGi50tYh+uBGKHH40F4eLhUFW1tbcjIyJBMLyQkZJDhZmBgINxut8iQkpHA\n0nfWrFnCvvi6gxnhSy+9JGvh7KBFyKStrQ21tbWIjY2VSolTmcXFxXj77bfR3NwsDULCO729vbj5\n5ptx2223SWAlN5hlOptbvJfU5wXOTN6x+casmswdk8kEv98v4kZhYWE4fvw4UlNTUV1djeHDh/8P\nmJBZ9q5du1BbW4sRI0Zg3759eOedd7BkyRJs27YNF110EUpKStDZ2Yna2lrMmDEDmzZtQllZGa6+\n+mrZNCwWiyjHccqSFW9rayv8fr/opZDa5/P5EB8fP2jyLSAgAI2NjZg/f75Ucd/l+LIM+AcXgLUs\nAe3s/K9+9StceOGFQkYnjaytrQ2qOmBDfueddyIrKwsPP/ywqIilp6dL95xE7cDAQHGlTU9PR2xs\nrDSjtPPy/J3MzEwAEJUmg8GA1tYBmzy73S4YJieQYmJi0NzcjLS0NPT19aG2tlZm0plB+v1+NDc3\nY9y4cfKQHTx4ECaTCTfeeCMWLVqERYsWobGxUXSLZ8yYgSNHjgh16sSJE4iMjMT111+PrKwsKasa\nGhrw0EMP4b/+67/g9XpF4zgnJwc2mw1jxoxBQEAAent7xYWD2RJpdYGBgfjTn/6Et99+GwCkfF26\ndCmuvvpq6aiz8cgNhV12dqPZ8KQ2MjVtWfZ6vV5ERkYO4qty4IETgpyYY/bOrI60P64Tp9MpXGOy\nEwhHkAOrDW6Ef1iq8rU5YhwcHCzrpr29HVarVdgmwcHBYkk/Y8YMcT75OughODgYr776KgoLC+W9\neW214+bcLNgw6+rqEjwTODO0wc3E6XTi5ZdfxgcffCBDD2xgXXPNNbjjjjvk83q9XhEsIv+asAk3\nBC1OrHWgoCYFG3DcsLimqc9Aet7f/vY3TJs2De3t7YiPj5eNgnDFZ599ht/97nfw+wd85YqKitDc\n3IzW1lbY7XYkJSVh+fLlCA4OxrJly0RoPz8/H42NjTh06JBIyU6YMAFOpxMtLS1oa2tDQUEBmpub\nUVdXJ5rLXq8XY8aMEcZIR0eHVC7aePNtjx88C4LlwOLFizF9+nTk5+dj3rx5GD16NACgoqJCJpK4\nQPx+v3S3o6Ojcd1118HtdiMzM1MExN1ut5QgYWFhku1Q0Hrv3r0ICAhAbGysZDDUGPX7/di/f78A\n/xQEIYjPgNDd3Q2TySSCJGxy2e12UakymUxSxrJLzZKIC6ikpARz5swRCtXOnTtlYCM9PR2tra34\n05/+hNtuuw05OTmYPXs2MjMz8cc//hEzZ86UpkJISAgmT54sgt+BgYHIyckR8vqRI0cQHh6O+vp6\nsd1hVREcHCxYWn5+Pg4ePDgIZ9+3bx/0ej0KCwslKyKkwU40ld6IwVK9itkyAw03I9KCiDsS4zQY\nDDAYDDJpxUk+jv8S+qBOLCUdOeHW2dkpOsR+v1+EjMiCoCsJA11oaKhgpmweUuw7NDR0kNwkYa1L\nLrlENuOvengVZUDUaceOHRg7dqxsNgCk+aXVXWCAYtZI5oMWO2bwJl+3sLAQV199NSZOnCi8ZkVR\nUFJSgnXr1qGtrQ1jxoyRio5QA4M/z4OfTxuIiQMTg+Y1ZDWgbd5pMfStW7ciPz8fwMCmvmvXLpGF\nbG5uRlZWFmw2G+bNm4f9+/fDaDSKQuHjjz+OF198UYZLjhw5glGjRiEpKQmxsbGoq6vDmjVrhOXT\n2toKk8kEr9eL8vJyuN1u0ZiurKzE8OHDYbPZxNdP29DXOsd8l+MHz4LQ6Qa80S6++GJkZGQgKipK\ncNTzzjsP06ZNkwBHGUdKPrJkNBgMyM3NlQVM/VBmDvTqomB4YGAgGhoaRFaQTQPyWBlIiSWT0E/R\ndo/HI42z4OBgtLS0CBeRXem2tjYRA6dLA217QkJCJLgfPHgQJSUlOHbsGCIjIxEfH4+nn34agYGB\nSEtLw+TJkxEbG4u+vj6MGDECNTU1Im4TGxsrWCSl+N59911s3rwZn3zyCcaPH4/Q0FA4nU7odDpE\nR0fj+PHj0hSkPkJoaKhIcnJaqqCgAB9//LFkyaqq4sCBA+jq6kJhYeEgwSBmWG1tbSLWw8yIAuTE\naflQMVsCIFgwmQ7sfnd0dKC9vV30iPv7+4XLzFFk3m8GT+KdrJbYLGTGzu4+mQ48Vw7YkFtMapnL\n5RIal9frhcvlwmWXXTZIxezLDp5HcXExRo4cKZ8VwKAs+OwMjNeb+C+/x++f/R58H4vFgqlTp6Ko\nqAjVp92qAeDzzz/Hxo0b0d3djREjRgi8wOvR2dk5yC2D56O9nmywcVPVNtq0FQArk4KCAlRXV4tY\nusViwbZt25CUlCTY8cGDBzFmzBhMnz5dNvSRI0di+fLlgzB1j8eDgwcPYuHChQgNDcWaNWtQU1OD\nkpISnHfeeXA6ncjMzITH48Hq1avFxPbUqVMSYPPy8nDs2DEEBgaiuroafbcqMwAAIABJREFUhw4d\nwpNPPvl3Y78/WBaEFicKCgrC+vXrhc/IxcfdliIhWn0AdvKZ7VFfV1EGPLBYWvK1SK9hN/7ZZ5/F\nrbfeKgtNr9eLzi7FSMLDw6XUYwOADheBgYFiOx8ZGYnm5mbZhbWBh7QpCp8wg37sscdgMBgwfvx4\n1NbWoru7G263G7/+9a9RUlICh8OBiRMnDhoZpXcXS8b33nsPBw8eRGpqKubMmYOKigrk5eWhvLwc\njz32GFwuF5566imYzWaZ0Nu9ezfmzJkjWSSnplpaWkQHlw4LLpcLt99+uzxcfNgvu+wyLFu2TNxp\nmTFqAxrxRnb2GWx4PRi4yTigEwVdbllKcyKLwZ6vx4yN64LX/GxIRJulMZtkE5HfY1bLIMSHn1Q0\nUgj379+PpUuXSmD7Jmv7xRdfxEUXXSTaDNogytflZ+H15fUmDKB9Te290GbE/BmDcX9/P3bs2IFn\nnnlGjD9ZOW7cuHGQLRMDrXZ8l/xiPhsMrMHBwTIeTk0VVkC8ZtwQtRsLz7WrqwsVFRV45ZVXsGnT\nJmzfvl0YLQcPHkRBQQGmTJkiAyjaIyAgQORfuQ4URUFWVhbmzp2LTz/9FO+++y6AASsyh8OB8vJy\nnH/++Zg/fz7uvfdegSfodP33Hj9oDFi7iKZPn45FixaJLittWKKjo+WhZGeavFGfzycjuBQrYYlL\nwRLajjATpBfUAw88gDvuuENK5v7+filV2XUmptne3i4B2OFwiOFmW1ublLJsGPHh1+l0qKioEIEd\nPuB+vx8lJSUoLS1FVVUVUlJSUFJSguXLl+P888/HsWPHkJqaKiXxW2+9JQMZV155JaZMmYI9e/Yg\nNTVVRms/+ugjNDU14Z577hHd1P3792PNmjVYv349Dh8+jJycHBiNRhkwoH4BWQkMcsxQKa25cuVK\naXRq71tubi5Wr14ts/oMvgAG8YW1coAAhAlBiyXtpBYFf1iFsGHGUVpmjVpBJFYdbHxyw6S7Bc+F\ntCotLYuUQ+37s+xm+Q8MuGe8+uqrWLt2rTSrvu7Q6XSYOHEi/va3v8l1YLDlz5kN8zhbOY3X7OxA\npv0/D20w1tKqXC4XnnnmGZSXl6OjowMNDQ0ICQnB5ZdfjqlTpyI3Nxd1dXWio8EGqjYL53/EoflZ\nurq6Bgk8cU2R1qeVeSX+Cww0atmQ8/l8uPzyy/HII4+gqKgIFRUV+MMf/vCFQkZfRRc7u/Gn/Qxn\nH2dfo7/n+EEG4NjYWBQVFWHo0KGw2WxoamqC3W7HmDFjcMUVV4ijKXd0LlpmorQpYTnPhoLH45Gb\nz0EJahFwV+YD9v777+O8886T3b6pqUkwY0VRpPRlx7+mpkbI/VTuJ0E9LCxMsph9+/ahqKhIslaH\nwyE3nBzU3bt3o6OjAzExMdi0aRPGjRuHq6++WjJKKjjdfPPN+M1vfoPExERhK/zxj3/EddddBwCY\nMGGCbA7XXHMNbr75ZhQVFUmZTicOn8+HvXv34rrrrpPBD2boZGPExcUJ60Lr57Zp0yZs2LBhEN2I\nn0ev12P58uViFcQgx+CiqgNKZWRbMDumPgHZE8QPydWMioqSc2T3m+wIduwjIyPhcrkAQCoVUrm4\noXLt8H1UVZWGHDVntRAVx3pJ+Gfjd/Hixdi/f/83emi1gausrEwGUdjYInxG3JubAQDZALTZ49lZ\nPH/O8+C/uVa1a1zbN2Gzze/3o7GxEX/9618RFRWFSZMmYdiwYdJUo64CsWH+DRMSADLgwnNggKV7\nM5vWZI9QUJ7cb1YrbO5dcsklGD9+PEaPHo0JEybg0ksvRWVl5Zde3y+7B9qAe/ZmdPbf/KMD8L+0\nGE9XVxcuvfRSjB8/Hpdddhnmzp2LpUuXYtasWejo6IDD4RA+oqIogyABasMCkGYLH27tdBDLOz5Q\nNNPkgILb7ZaHwGw2o6enB2azWaZr2NXlImlqahJKS2trq0zNdXR0IDg4WKQZp02bBlUd4HXW1tbK\n6DEDCD26enp6MHLkSDz00EOYN28ejEYjPB4PHnnkEdTX16OtrQ2zZ89GYGAg6urqRHP22LFjmDx5\nMqKiomQEOSgoCDNmzEB6ejoAIDMzU0rV5ORk9PX1CS5McSHthmS1WiULam5ulkkine6M2+0XLdie\nnh6sXLkSN9xwA5qamqSxw/l8NphYxtJWiIGPmyh9vfj6xGAZqADI+TAYcbqLr08mCJWutJkbFbD4\n/hSWYUDRTpJxc/f7/Thx4gSmTp2KAwcOyLl90wf2Jz/5CeLj4wfBAvX19Vi9erW8FoMqv+Zn5bVm\nENGOv/NgcNF+T3t9tJgxKxRm+3FxccjMzERnZye2bt2K3/72t0Lb5AAK359QUnt7u7iDu1wuCaKE\nnlRVlWY311VXVxc6OzsFNty/f79soGvWrJFY8Pzzz+PYsWPo7e3F9u3b0dTU9KXX9avugfb7Z29S\nX1Qx/COT1H/pANzd3Y21a9fKzaaaFndas9ksGCVwZkGyMRYTE4POzk6BITjSSB6vy+WS0oi0oaCg\nIJjNZsmIFWVAkMPlcuHEiROwWCyor6+XzNlkMiE7O1sW4aWXXioLUKfTCTbISRzyh71eL0JDQ1FT\nU4OMjAxkZmZKOR8aGop7770XF154IZYvXy7+YlarFffffz/WrVuHxx9/HElJSdDr9Zg7dy6MRqPg\nxl1dXXj99dfx1FNP4emnn8b+/fsRGBiIlpYW3HjjjXA4HHj22WeFhM4H3Gw2o7CwEI2NjTK2SVEi\nesKZTCaEhIQgPz8fDodDGBCnTp360sXK71VUVODyyy/HkiVLJIuigA9ZBTR5JC7OYENhFX5NbQgO\n0rCE9Xq9kv2xa+/1eiVb1TJV2GRiIGY2x82UgZtde/6u3+9Hd3c3ent7sWzZMixYsAAej+dbr2+d\nTod7771XskdgAF644447hO+snTbTwhoMqMx8vwiG4HXh98/OfrXQBoMwoSVCA6wKw8PDMXbsWDgc\nDgnCpKcRDlRVVeAdJkVUwyMEx6pDmzEbjUYRQGpvb8eECRNkM6bYe0BAACIjI5Geno4hQ4agpqZm\n0KbyQz3+pT6BogxwN1etWoWXXnoJb7zxBu677z4B81m+hoWFCe2I+CvxQIL+xKFYEnHBsLPOBzA8\nPByhoaGDtHa5oH0+H8aNG4fHHnsM999/P9asWSPCL7W1tbJYm5qaUF5ejs7OTlRWVgrmHBAQgLq6\nOuzcuVMA/dTTXmgBAQMC6iaTCQ0NDfB4PIiOjoZer8fWrVsxatQoTJgwAS+++CJ+9atfITQ0FM88\n8wx8Ph8uu+wykY30er1YsGAB7rrrLnz88cc4dOgQOjo68MwzzyAxMRFXXHEF9u/fj6eeegoxMTHw\neDwoKChAQ0MDfvazn8l1qqioQExMDH7yk5/g4osvRlhYmARnUrNIlVKUAQsf6lIEBgaKtvDZx9kZ\nRn9/P/bu3Yvx48fjuuuuw9GjRwXTBSDTZbyPXq8XHR0dYtHOQMoHHIAEDK4BBl4GLAZXlsPcoAlF\naUVkyEEmfaqnp2dQSUwM+N1338W5556L4uLi//FZv+mRmZk5yPJcVVWcPHkSwcHBePjhhwc1zQDI\nRqVVVtMGX2aQ2uvNDPeLSm1tANP+nk6nQ1lZGaZNmyaNr6qqKnR2dmLv3r1iIMvnjs1JamRzwpEV\nJjdWvo8W86WLN59Zcr45TXjXXXfhuuuug8PhQEdHB5xOJwIDA5GQkIC8vDw55x/q8Y0CsKIoAYqi\nHFIU5Z3TX5sURdmiKEqZoigfKopi1Pzu3YqilCuKckJRlIu+6YlwgXR2duKFF14Qoj4xt8TERDQ1\nNUnZRMI1nYKZ5ZDfycZNcnKyGO3Fx8fLaGxbW5vQw5hhq6oqY6gM0CkpKeL4GxERgeeffx7vv/++\nCK1HREQgOTkZ55xzDsrLy3HkyBEEBARgx44dMJvNmDRpEi6++GIMHToUGRkZqK+vH8SdpJcaqVTE\nj4cNG4Zf//rXWL16NVJPG3K2tLTA6/Xid7/7Ha655hro9XrcfvvtWLJkCdavX4+ioiIcP35cmBL5\n+fnIy8tDSEgI9u7di7Vr10rpTf8vj8eD9957D2+88QY++eQTmEwm9PX14eWXX4ZOp5OASG4tgwJd\nENra2tDc3IwFCxZIMP+m97usrAxz587FlClT8Pzzz8u944aoKIpUBFr7egYhMklozUQOMUfPmcFq\nszoyQ/g5tBg3ABlOILxA2KGzsxM9PT04fPgwZsyYgQceeEDW4ncpUVVVxcKFC0Wxi03htWvX4oUX\nXhjULNPiucx4u7u78dJLL+GFF15ASUmJNJjPhiu00AYDlTYT/qLzUhQFycnJ8Hq9+P3vf48///nP\nOHr0KD777DP4fD64XC58/vnniIqKEvEf4MxGoYVqAgMDxZiV700cmLRNwkzcNLiOeE02btwIs9mM\nJ598EvPnzxfNlry8vH8oPPDPOL5RE05RlKUAxgKIUFX1UkVRHgVgV1X1UUVRlgOIVlX1V4qiDAOw\nEcB4AIkAPgKQraqq/6zXU0//fxAYrtPpkJSUBKPRiLVr18LpdEoAoK6Cz+dDeXk5LBaLNE60I7XU\nBwUAt9uNlJQUwZlId9JiUcTCKH1I8W7SrLq7u3HXXXdBp9MhOzsbZWVlklUnJCRAr9cjKioKLpcL\n55xzDgwGAyIjI5GSkiJYGnf/kpISmZiiLY7JZBINCY/Hg8rKSlRWVmLx4sVYsWIFKisrMW3aNGzb\ntg1GoxFFRUU4//zzcfLkSbS2tiIhIQGqqiIyMhJxcXFobGzEE088gfnz5wuzQqfTYc2aNSgtLcWj\njz4qeggWiwVutxvh4eH43e9+h+bmZlxwwQUoKCgAALEv105CsTkVExODsLAwefDb29uxceNGvPHG\nG9/5oeCGum7dOhkAMRgMYsLZ1NQkgxbE9/v7+4U7rNPpEBUVJYMbzLjZJKPDBUWRCCOQs8pmbUtL\nCxITE0VRDBhwKX7ooYe+E9TwZZ+1pKQEaWlpskF8/vnnsFqt4pANQFgd2qk3NsyYdfp8Prz66quY\nOXOmuJBwXZ9NDQQGG62eHZS1spKzZ88WR+2ioiK0tLRgzJgxOOeccxAeHo6cnByRmdQ+R8HBwaIf\nQlYEqwmei8fjgcPhQEpKiqwv9kkIZ7BqISzEisVms2HDhg04deoUXn/9dTn3f+XjO7MgFEVJAvAX\nAA8AWKqq6iWKopwAMFlV1RZFUSwAtqmqmqsoyt0A/KqqPnL6b98H8BtVVfee9Zqq5t+IiorCqlWr\nEBsbCwBStuh0OuEYBgQEyGQZS2maNVLflZguvdLYnGF3lYuWqljkhur1etjtdlHDCgoKksGDvr4+\nrFixAuHh4WhsbBRcTssVzcnJwYQJE0SBy2g0Slbt8XiEC+z3+xEfHy84ZE9PD9rb21FYWIi2tjaU\nl5fjueeew7Jly/D+++/j8ssvR1ZWFkpLS/HII4/g+uuvx9ChQyUbvOOOO3DHHXegoqJCXCwAiG16\nQ0ODGFE2Njbi5MmTSElJwZAhQ6RC8Hg8iIqKQmNjI4xGI0pLS5Gfny94dWJiIgBI9cEMsqenB2lp\naUL94iDG9ddfL82Zb3Oc3YXmQMjYsWMxf/58jBo1CjabTWAGMhm064X4MMVzFEWR+86BCU6qccqw\ns7MTRqMRbrdbmrOEqNauXYv33ntPph55bt/HERoaivLycrHK4XUFBoLW22+/Ldf8F7/4hQRLbbOI\nDTk2gTnOzZFpbVA6O5PWHtpsmL/n8/lwzTXX4NSpUwIJhIaGYty4cSgsLMTkyZPR39+PnJwc2O12\ngflYUcTExMjzwayWP+O5c0BKVVUcPXpUhPZzcnLQ0NCAt99+G1deeSWCgoLQ2tqKxMREeS43b96M\n++67D42NjT+ILPjLAvA3UUP7A4C7AERqvhevqioJeC0A4k//OwGANtjWYyAT/qoTg9vtxssvv4x7\n771XpP04MdbZ2QmTySTYGwDpVHMgAACqq6tFA4APEiejOGWmqgPizNxVObdOHjCVxShwTZWrgoIC\nbNmyRRYY2RL9/f1ITU3FtGnThJpF/jCzLi769PR0WaSUUuQm43a7odPpUFdXh4ULF6K5uRk7d+7E\nrbfeCp/PJyaG5eXlKC4uFmzu3nvvleZFSkqKUOs+/PBDqOrAlBF5zyEhIcjLy5MGYkREBOx2u+Bx\nJNzn5+dLMCVEAQw0RM1mswxB+Hw+1NfXIy4uDq2trQIVfNfGyNkPkd/vh8PhwJYtW+TaR0ZGIjc3\nF4WFhbjmmmuEKkcMmePjDMasqvx+P9xut8BG2sYRP3dISAg2btyIjz76CJWVldI00h7fJ9YYFxc3\nCAvVMhr6+/uRmZmJ2bNny6anDZDES/lvbiZ+v1+cs8vKynDeeedJdqr9DFp8mIGd7CBeL07M1dXV\nSROst7cXdXV1mDZtmtwPbnRcLwBkxDkwMFCYShQ/As5g8oR5AgICkJeXh/Xr1+OGG26AqqqwWq2I\niYnBo48+ivvvvx/Hjh1De3u72Fb19PRIZflDyIC/7PjKAKwoymwAraqqHlIU5YIv+h1VVVXlq3m9\nX/oz5TTn9cc//jEmTJgg2SKzVw5JuN1ume7iwAMfdi38wEyMGSCHBwICBpwkSJMhe4JOE8nJyZIB\nUdMWgOzWI0eOxAcffAAAYlui1+tx4YUXYuLEifD5fIiMjBzkPsCHhhQn7euxs81GUXl5OdLT06HT\n6fDRRx9h2LBhWL16NY4fP46RI0dCVVVYLBZERUUJDzYoKAhNTU24++67ER0djby8POTn5+Phhx/G\n448/jvb2dixfvhxdXV1YuXIlIiIioNPpkJeXh+PHjyMxMRHR0dEyyUYsuq2tDSaTCYGBgSguLsas\nWbMGyRDyOtntdgQHB4suRX9/Pw4dOjRI4ez7OBh4+vv74XK5sGfPHuzZswe///3v5d6GhobK9TEa\njYiIiJApR63uLDDgat3Z2SmYeldXl0xQftNz+XsOBqHMzEwJ8MQ/tTzg3Nxc+ZkWa9Y22oAzxrIM\ngn6/HxkZGUhPT5fX0543f+fsr5mhMoFRVRW5ubk4evSo4Mp9fX1ITk5GTEzMoKY29U0AiFgVoRFW\nF3wWtNWt9nOoqoobb7xxEEtjzpw5mDFjBoABYf+PP/4YV111FVauXIk5c+YgPj4eVVVVP4gM+MuO\nr8uACwFcqijKLAAhACIVRdkAoEVRFIuqqs2KolgBtJ7+/QYAyZq/Tzr9vS88VFVFZmYmhg4dimHD\nhklpGBwcLNNozKj6+voQExMjNCXiQ7zxbW1tYkXDRa6dUSd+TIUjZkFms1kCOhd7V1cXIiMjJbvg\nA8IJoNDQUFx77bUYOXIkPB6PTHmxxOJDxECrNf4jFkbohZza3bt3IyoqCjU1NSgsLIRer8eIESPw\n9NNPw+fz4c4775QGU1VVFd566y3Mnz8fv/nNb2AymbBy5UrExcVh+PDhoulQWFiIv/71r9i4cSNu\nuukm6PV6PPDAA8jKyoLFYhHKVlRUlBiIJiQkCK5LCyZi1gxUfr9fZvUbGxtht9uRlZUlVuLftTH1\nbQ8GBTYwv+lxNtzxzzwY8CZNmgQAknUS39T2RLTnpmUwsKF29s/5dwxsZzfktMGYf88gzeCrqgOm\nsnFxcVi4cCH6+vrw2muvyRDKjTfeKJUcedqUm6TADoMzobrY2NhBmw2rTD4fTEy0DT0+R+xhHD16\nFKNHj8a6deuQkZGByspKxMbGoqqq6h92r/4Zx1fWi6qq3qOqarKqqmkArgFQrKrqTwC8DWDe6V+b\nB2DT6X+/DeAaRVH0iqKkAcgC8OkXvTZ37L6+PgwfPlyaKcxYWM5os8W2tjahsfh8PhHPJhZsMBiE\n70tgn87FbrcbbW1taGpqgs1mQ3d3t8ARpFZ1dHQgMjJSRHG0E0iqqooeweLFizFs2DBZlAAGNap4\n3qo6MOHV19cnWRjLY0IRwACnNS8vDxEREViwYAHGjx8vpf1HH32Ec889Vz5TT08P1q9fLzQxclTd\nbjeOHj2Kiy66CEajEe3t7bjuuuuwcOFCFBYWSjVx5ZVXYtOmTVizZs0gpaq//OUv0sQjjq4oCoxG\nozgLaO+d0+lEZWUlTCYTIiIi8Oqrr4qmxj8rqGmx0H/G330fBxOClJQUBAYGwuv1yoasbWZpGQza\nBhqTBFZZ2kYbcEZnWasnweDLz87zADAIoyVkExMTI3KtixYtwhVXXIGQkBDMmjUL48aNk02YlEDq\nD2sZKrW1tWhtbR2kH8F/R0dHi8MEn7PW1tZBsA8/I01xJ02ahH379mHevHmYOnWqwGc/9OPbAnZc\nsQ8DmKYoShmAotNfQ1XV4wBeAXAcwHsAFqlfscqvvPJKPProo1KWkPun1+ulQcUAyEBpMBhk8XAx\naoVW+vr6hENKGozFYpGbzcBFVa7a2lrRCCXGRa83lvoGg0GoabfddhssFos0Tbg5cBFzUITfY0ai\nLRVZjgEQInpAQADMZvMg51673Y7169cLK6OjowMulwv33XcfCgoKcOrUKVEDu/zyyzFz5kykpKSg\nu7sb0dHRcDqdmD17NiZNmiTNv8jISNx6662ygaiqKpY33d3d2LZtm5DfKWRuNBqlSdfT0zOokUUm\nx4EDB37QpeA/81BVFSkpKQDOCJ1zPWk92M6GC1i18VkhpEY+OAMt19zhw4cHZfva1+Z61L6+drhD\nyyf+xS9+gQsuuAArVqyQSTlt9kxogdUIYQxuLOppiiAxa7/fj9jY2EECTORD83zr6+vFN45DMTfe\neCO8Xi9iYmIQGRmJhoYvLa5/MMc3tiRSVXU7gO2n/+0EMPVLfu9BAA9+3euFh4djypQp0gChhxq7\nuh6PB7GxsSKM7fV6ERsbK8R4zpWz5DGZTNK91ukGNASioqIkcyY3kVgiOax6vR5lZWUyaMBmDgV+\nPB4PTp48ieTkZNxyyy0ynEB+Mhc135ewBR8WLkRmGnTGIK5nNA5QqNkg4mjuyZMn0dTUhJycHOEm\nx8XFSWmXmZmJsrIyGAwGOJ1ODBs2DE6nE52dnWIiqigK7Ha7ZCwM/BkZGcjLy5OGIqEILu7Ozk5Y\nLBa4XC44nU4J6Gy+kVng8XhgsViEX/2f4+sPBiR60xFHpUMvAyjXDIOwtllHKMtut4snHjdYJgWq\nqsq952swAPI9zuYNa7/H8p8qeCtXrhykDQwMNNvYH9AOu/T398NiscBmsw3aAGiECpyh1zFY+/3+\nQRktjXIrKythNBqlr8MR8Obm5m8k9fmvfvyvTcJ1dnbizTffRF1dnZQfwIAfU3NzM4xGo2Sy5PCS\nRkR6S3BwMEwmE0JDQ+FyuaT8of8aifrAwI5aVlaGo0ePSnDjQRF07ubUHuDizczMxNKlS0WrgQuF\nZRcxL6/XKw4THPZgQLXb7airq4PL5UJTUxOqqqpwww03YPbs2Zg/fz5eeeUVyTxtNhtuueUW2YBG\njhwpFvVhYWHo7OyE1+tFbm6uZOZdXV2yQYWHh8vGxXN56qmnRHqRzIsTJ06II3N3dzdiY2Mxe/Zs\nYRIEBwdjyJAhsFqtch2joqJgMpng8XiQm5uL7OzsQSPD/zm++mCwY+Blf0GrfsZ+AzCYtcC/Z9Dk\nVGh6errIJmqZG1OmTBGGANc3s1xuylr1Mv4ugzjXG3CGz8thlpCQEJw4cWJQg1CnG1AfZOJhsVjk\ndcnvpdYzs2heBwZ/LYuGiQbZFu3t7QgIGNCE1rKifsjH/1oAVlUVH374IRYsWIDdu3dLduh0OoUP\nbDabRS6Q0ofk3zKwMRuIiYmR36UDAkn1ZWVlOHToEFwuF/r6+mRH5SilXq9HYmIioqKiZBFxnFKn\nGxDhIS9Wi9lxwWhpQsy0OSKtqirq6upEuY1YNw00TSYTmpubsW7dOvz3f/836uvrYTAY8OMf/xh5\neXkyhQUMDBDY7XaEh4cjIiICiYmJqKmpEddimjP+9Kc/HQR9nDp1SkwF2dTgZ25tbUVbWxuio6Nl\nIo/4OgNxR0cHYmNj4XQ6JSsqKiqSwQZCPf85vv5gRlhbWyuQFRtO2qDo8/lQXV2N9evX44477sAt\nt9yCu+66C5s3b5YmKaE3sgy0fGe+DplBDLLEk7UBHTjTICakxo2A48TAYBU2n8+HmpoakXblc8Ek\niXrUwAAlk7rBYWFhcl79/f2iPw2cgUAomsXzAiCu2S0tLejo6IDVav1CLeAf2vG//tT4/X6sW7cO\nq1evRlRUFP785z8DgGC0xLsoCsKyjfqvlCbs6OhAS0uLBHLamlOWcvz48YK3qurAFBwHM7hjs5tL\nqIKlOX9eXl6OtLS0QToC5JtqYQaWZVyoxIwZ3HU6HcrLy7F27Vo4HA4pEffu3YulS5eitLQUixYt\nwqlTp5Ceni7mi3QMLi4uRm5urti2REdHC//TbDbjlltuQVBQEA4cOIC0tDSkpqbi//2//wePxwOz\n2YyjR49i3bp1+MMf/gC3241PPvkEer0eF1xwAcLCwmQCkHbfHFDx+/2IjIxEXV2dDMjodDq0tbX9\nYHmY/1sHhxcI3VCA6KmnnsKLL74oso8UvomLi0Pq/2/vzMOjLM/9/3lmkplkskz2TEJCEvaw74ug\ngiB6TtXWqqDWtkqrnp5ae47dXM516unRFtx+tlZaq1KV6lGrtaJVi7gVF7QWwRBWgRCyTdaZMJNt\nkjy/Pyb3wzsR90Igeb/XxUUymUneeeZ57+devvf3Li42LdGiNyL3RyQSielMlHyyRD3irAisnrA1\n9wqHjbHVsZDXS4oiHA4zceJEcx9JakLunaamppjRUzJvTf62/D153xLJifdfV1dnJi3L9ezdu5eJ\nEyfy+uuv88c//vHof0jHAANugAFTET3nnHPMaJ/HHnuMsrIyVq1aRVZWlvEUrGpU8sE0NDQAkJ+f\nT1xcHKNHjwaICb0SExON4paE+aJtq5QyeWLhMYrxFP6wCISLIZTh6F2xAAAgAElEQVSNKPQz61BJ\nKaRJnlhyeXFxcbz66qvccsst5jqsJPL4+HjmzJnDyy+/TCQSMcZXipAQ9VgWLlxIKBSipqaGyZMn\nU1tbS0pKChkZGRw6dIjx48fT1tZmBopK27QY8okTJ/LUU0+xd+9ekpOTWbp0qeky8vv9MYpWMhus\npaXFRBSTJ082+UbR1JCby8bHQ4zda6+9xqWXXorb7eb111/n9ttvp66uzqTY4uLiKCwsxOl0mpFT\no0aNYuTIkSbnKpofMq1X9q7sedmD0lhjHW9khdUIW6lqkh4BYiaMKKXYunWr2VNJSUnU1NSYkVii\ney17pra21ozXsqYsxHkRQysRAEQbVcTDleudNm2aKRp/nBTliYTjwgBDdGM+8MADPPjgg+ZD+N73\nvmc6rCKR6Khyt9tt2oiF9fDTn/6UW265hdbWVrM5k5KSjB6peGvWeWKSVxMqjZzc0l/f0dERo6om\nxSiZeOHxeGI8Z1HTshZBJLclXM+enh5OPfVUpk+fzq233srbb78d4zmKjsVFF11k0hWSk5OiYFlZ\nGS0tLZSWlpqmkZKSEtM27XA4DMWupqbGaFzIYZWUlGSKN5JDEy2F+Ph48vLyzMw7KUJ2d3eTn59P\na2srU6ZMATCUITmYqqqqjvGOOXGhtTYR0LPPPmtywT09PRQUFFBYWMiiRYuYP3++cT4gaogkDwuY\nNnMp6FkLecJtF0dFjKnV07U2Pch1ATHFZTHIUueAaCqitbWV8ePHGw3q+fPns2nTJtPGL9eUmJhI\nYWFhTMqwp6fHaJBY2UHy+yWVoZQyB0pLS4sRg9q1axcVFRXH5LM62jhuDDDEzrGCaCV048aNPPnk\nk1RUVPCDH/yA008/3fCAtdZccsklnHrqqWRnZ1NdXW2kK4WXK5vVqqwGGEaBNHVIbkwU1cT4CYtB\nTvqGhgYqKiooKioybcxCJZLcmxhmafywduQBZGZm8t///d8cOHCA2267jX379hmD/eabbzJjxgyT\nyhCvNj8/n0AgwFNPPcVNN91kmBxWIy2TlgsKCigvLwcwuWe3283mzZsZN24cGRkZZqS7y+Wiqakp\npnApHWTynkeOHEl2drapcEu1W7z+UCg0KCrSRwv9GyzGjh1LVlYW5eXl+Hw+mpubcTqdZuhAQUGB\nea5Ib0rYLnlfmW4tfHlrk4ak2MSZ6N/AYU1HHKlpIxwOm0h079691NfXm8niOTk5TJkyhQULFpg9\nd9ttt9HV1cXMmTO56aabuOiiiwy7yTqQEw4bfTGscv0S1cq8PTl0pLCenJxMMBikq6uLurq6f5oo\n0kDjuBxJ1H/DClasWEFmZibPPPMMdXV1BINBpk2bxp133mnCfGl2sPIUxfjJSS/GWHrW+4tFiydh\nJa1LU0dHR4dpd7X28lu5lf3/tnjqEuLJ+xMxnD/96U9mnI/P5+P555/n2muv5Y477ohpOnn77bfN\nsEDxElJTU017sBh8IbFbObsQzbcJn1q6+np7e43exgMPPMDFF19smk4yMzMZPnw46enp5uaX11jf\n58qVK3nooYdsHvAnwOfzGUYLRKmYkmo4++yzKSwsjNFukPypdU6cVQNCDKkYOdl/Vm56/+43OGyI\n5XXW5oeamhoqKirYsWOHiZ4aGhpM7aWkpIQ5c+ZQXFxMcnIyCQkJ+Hw+4+gopVi8eDFPPPEEbrfb\n1GlEtVCuSQy/HPROZ3TMU2pqqmlnF7aOKPJ1dHTw7LPPsmrVKmpqaoBj38n4eaFPxJlw/V4Tw4XU\nWlNSUsJdd91laGTW/K1VPUpCN6Wio4ek401+ZyAQICUlxQx4FIEfIZ2Ldqlo1QYCAcOasEpcWkMn\nyb/JZhKesFUpTDZie3s7a9eu5dFHHwVg4cKF3HvvvcaLB4zk4JIlS9iwYQNTp07F7Xabm0eYF3LI\ntLe3s2nTJiZPnmzaRoWB4XK52L59O2+//TZXX3214fY2NzcTDofJzMwkKyuL2tpafD4f+fn5Joet\ntSYYDMaoX02bNi3mwLIRhRg8j8fDkiVLKCgoMNGK1pr58+czc+ZM04Qg7cDCQhAmAxxujpB6g+im\n9G+rlv0vv0P2p9UQAzHOQiQSIRgM4vf72b59Oy+//DL19fXU1NTEUOWs3Z7ydVJSkplQsXv3brP/\nk5OTefHFFxk9enRMasMqig/EOC/ynvsfHvJeDh48yMqVK3n88cdPuL02KAywFUuWLOHGG280YZaw\nEmQSheSIJYQRb8HpdJoKrXQVRSIRM6VVdCKsSv1dXV3mfymKdXV1kZuba6QhJVVhpRFZN79cv6QW\nrN6MeDorVqxg7969zJs3jyeffJKOjg6Ts3744YdZtGiR6dDLzs4287dkWoioVx04cIAZM2bQ0NBA\nYmKiSSsIQ8Tn8xEOh423LKPeu7q6KCgoMA0WkUjErINQ0qzr4XQ6OeWUU2htbT3hbohjgYSEBObO\nncvcuXNJS0sze1IO3p6eHi6//HLjGVo71eR/Kye9f4dlR0cHb731FgsXLjQHpDVnK8Zc9p61C1M6\nKP1+vzmcg8Egu3btYsOGDSa/fMopp+D1ek26raWlhW3bthEIBKitrTXUSGFzNDc3xzgZM2fOZPXq\n1ZSUlJjr6OjooKOjI6axSO6B/sU+KeTt3LmTK6+8kgMHDpyQe+2EN8ACp9PJd7/7XZYvX27yYYDJ\nu0reV05UOd0ltBEvQ2a0KaXMz6SXPRKJGJ1YuVmamprM45Ib9fl85uaRQptci9wkVg9Zbiz5mfVG\nqaqq4oknnuDpp58mPj6eF154gaKiIjo7O/F6vVxzzTX87//+L/v27TMsDIcjOgxThkRKf/zu3bvN\nqCBRPBMVN9FWFhI/HC6qeL1eI89ovVm11mbySFdXlxmOefbZZx8xF2dNIX3MHhjQG6m/5yi8bem2\ncrvdZuioHOLWz08abnp6onPMJD8un+3s2bM588wzTU7T2uYrxWA53C677DKjRyLpI3EiZH9IKkr+\nPkB1dTWBQMBMhpDDUWhfvb29bN++3Ug7Wo1xMBikqanJqAh2d3fj8XhYs2YNkyZNMoVXmSTidruZ\nMmUKmzZtoqamhkgkQnV1tdELrq6uRmttNKXr6upiUh+jRo3ipptuYsmSJTEsDEmhyB6ViE4OpDVr\n1rBmzRr27t1rfpdtgL8gvkgK4s4776S0tDRGWUxYDx0dHYRCIWNcJazOyMigt7c3ZsqtbFAJ56yd\nNXJDitEUQ1lXV0dzc7PJ/ebk5JiwT9INkrOTQY/W4oOV1iPPueGGG9i8eXNMAVLyeL/61a/4yle+\nwr59+wwNz+PxcPDgQfO3hAcaDAZJS0szLI2EhATi4uKor68nLS2NhoYGM1lAbmhrrlhSE8IDluvT\nOjomqrhv0nNbWxsvvvgiP/3pT81a9f+c5DHxxmS95H9JJVmZKdZD6VjA4YhqRft8PsMkkBRWTk4O\nXq/XiB05HA6KioqMTom1EBmJRGhtbaWqqorW1taY4lhcXJwR5xfvVXKvQi0Mh8OMGjWKr3/966YI\nKhRA2TtiJN944w327t3Lueeeaw7+v/zlL5x//vkxzoUwIqw1DOvnIx6ocHOVUlRXVxtVvPr6ejOl\n5eDBg2RnZxMfH88jjzxCWVkZM2bMYOHChYZn73A4ePHFF9m9e7dpYNqxYwd+vz8mNyzrPmHCBC6+\n+GLmzp1Lbm6uEeGCqDNw8OBB/vCHP7B69eqYesOJjBPeAAuysrL48Y9/zKRJk+jp6TGV1sTERDPC\nRgoZ7e3tpgVSWjslTRAfH2+8GClOiQGwSkpKsUpumkAgYAoLiYmJRg1MGBZWyo5VhEf+yfcSBpaV\nlXH99dcbJbH+BciioiLuu+8+tNZGgF6MphgE4UaKJyGTOGSEvch2pqSk0NDQYKrXwh8VcXDxRmRG\nWlNTk7lJs7OzaW9v57/+67948803j2gshUUi4vTSjdfd3W1Us6RrTj6jzMxMhg0bRmdnJ7t376a2\ntjYm9/3PRkJCAiUlJSbFApiZf6KRLLzxpKQkAoEA4XDYiL1rrY1Ik8PhMKkr6aIUnnpvb68pFAtf\nVwqg0pADmALTySefzGmnnWYKwMJPl3UFDL1M6h1S17BSuOR50thgLc4B5jPv7u5m06ZNzJ0713C4\nw+EwzzzzDOeccw779+83Kb2uri6mTp0KwNq1a3nppZcYN24cZ5xxhnnd+PHjqaio4L777mP//v2m\nG9U6n9H6mVpTctaiXP/nneiGVzBoDHDf6ykuLuaaa66htLTUGB2v18vBgwcZO3YswWDQaDfExcUR\nCASMFrAUM6wGrT9NRnK9kicV2lVFRYUx3k6nk9zcXBwOh5GwtIbt/T1qOJzbsoZhSilWr17Nk08+\necSOsqlTp/LLX/7SFP26u7tNKkSEciRM7O7upqGhgfb2doYNG0YoFKKzs5PW1lbT4i157szMTHJy\ncoy3HwgEjKqWRBetra3Ex8dTVlbGvffeS21t7RFZKsOHD6e5uZnzzz+fc845B601a9as4Y033iA3\nN5d7772X3bt386Mf/cjkzHNzc00E0tTUxIQJE5gzZw5lZWU8//zzX1jc3XqTu1wuI/OZlJRktDNG\njx6N2+1m3bp1vP/++0Z/xOp1fZRnLgeMDBQQPnVHRwd+v5+0tDSSkpJMcw5gqHtvv/02jY2NJp2V\nlZXFFVdcwbhx48zz5YCQ+oJ8dtK4YG2usOpDiFG2Fq3FSFtTKcJs8fv9Ruxm/fr1DB8+HL/fzwcf\nfMCGDRtISEhg1apVOJ1O0tPT+d3vfsf27dspLi42rc9VVVVMmDCBpUuX8txzz7F7926amprYt28f\nfr8fp9NpOlUHi1H9LBhUBtjhcDB9+nSWL1/O9OnTTROBFM3EwxAPLiEhgUAgYLxlMc6Sn5WNLjlb\nq/chG7ypqQmtNTt27GDq1Kk0NzcbbmRnZ6cZKW+ls0m125p2kK/FyMnN3dbWxqWXXmq6+qyIj49n\n69atZoKuiMs3NTUZj0ioYlIMEeF4SZFIR5+EzxkZGTEevxxKwpgQL663t5eGhgZ+8IMfxITF1mtb\ntmwZZ555JkopM8apuLjYHHbBYJCsrCwuuugiw9ZoamoyRRiv10tTUxOjRo2ivb2dKVOmkJqaytNP\nP22KLp9nn8ohN2XKFCZOnGgUt/Ly8njttdd4++23YzzHIx0sH5UacTgcjBgxgu985zuGZ+1yuVi7\ndi0bNmyI+Zzj4uLIy8tjwoQJjB49moKCAsPCkSJoa2srmzdvprOzk6ysLObPn8+cOXMYNWrUh9gA\nVqNq9XKFUSAOQH86mgwuBUyuVfaSw+Hg+eefZ8yYMWzevJkDBw5QXl5u5rtJnUNy15LykO5QSSnJ\nQM4pU6Zwww03oJQy3PW0tDR27tz5uWYGnugYNAY4MTGRX/7yl+Tn5xsdXTjcNimbzMqNtFbvpcAi\n01uFhiNhsYiXSE45ISHBTEgOh8O8++67TJw4Ea21oWw1NzeTlpYW09kj4aHVK5a8n+S75IYS+s3t\nt9/Oc889B8SGXkpFO4KeffZZSkpKCIfDOJ1OHnvsMc4++2xCoRDhcNgwEyQ9IjlhrbXRjMjPz6et\nrc3cRPL+5JokvA4Gg4RCIXbt2sU999zzISOolGLp0qXs27ePu+66i/r6enw+n2mLtrJG1q1bxzvv\nvGM6+hwOR4xanXwOEuZD1GiOHj2al19+mbKyss+6v9A62uV4wQUX0NvbS1FREcXFxaxcuZJ9+/Z9\nrr0nRjkuLo5LLrmEGTNm4PF4cDqdPProo6xfvz5Gjezjfofb7WbkyJEsWbKEoqIiM8JHa011dbUZ\nvR4OhyksLORLX/oSc+fONcZS9pQc+mJ4rRGWGGHACDrBYUU1qYV0dXXh9/sJBoM0NDRQWVnJk08+\nabi24qgUFRWRm5tr9rfT6TQGWHSJJfXm8XjIyspi4sSJlJaWsnjxYq666iq2bdtGW1ubERAaKt7w\nCW+AlVIMHz6cX/3qV2bcuhQ2pPAhlWiZGxcXF0dWVhbV1dXk5+cbfq+ohwk9DQ4XyaQAYm0ftipL\nvfTSS4wfP950uCUnJxujJb3ukpft6ekxaQHJV0tqQ3KgEo6L93DhhRdSWVl5xPyqFM9yc3NNCP3Q\nQw8ZeUDRMZYQVubGBQIBsrOzjWh9XFycSU2Idy+iKlKs6+7u5qGHHmLLli3GC5TQVQopwWCQpUuX\nsnHjRu666y78fj9JSUmsX7+eP/7xj8bjlDFSI0aMYN++febGlzUJhUJmvE0kEiEvLw+/38/ChQsZ\nNWoUf/7znz+T0VRKMXPmTBYvXgzAmDFjSE9P5/zzz4/hkX8WyEE/depUli5dSlZWFrm5uezcuZNV\nq1Z9aq9O/nb/SMLj8bBgwQJmz55txmqJIyENQNXV1Rw6dIjFixfzla98hezsbJM/1X3sH2v0Jfuw\nt7fX7H0gRmpVIoCWlhaqq6sZMWIEN9xwA4FAgBkzZjBt2jQz1+3555+PGd8lk1iEDeL3+2ltbTWN\nFTLIoKSkhJNPPpmrrrqKAwcOcN1117Fr1y6qqqqGjIjToDDAv/71r82wQjGOycnJJgwXWprD4TCD\nPSVf1tMTnYZhrTLLRrF20YmhtebQrOFkeXk5ZWVlLFmyxHhvsolF5V88aOu1ixdhLdQBppAmXrDf\n7+eSSy75VBtTKcWwYcO49tprGTdunPF4srKyCIVC5u8J26CtrY2EhASjwCYpDcBwPIUPeu+998b8\nXP4eYAyE7qOnnXHGGTz99NNGewOiBuuqq67i6aefNoeYFKLS0tJiJuoGAgHTiirecG5uLqFQiNmz\nZzN69GhuvfXWmOaaj1oPgEsvvZQxY8YQCASYO3cuiYmJXHjhhQSDwc9keK1GMj09nTPPPJPRo0cz\nZswY6urqWLVqFfX19R/zGz4b5JBdsGABZ599dkyE1tHRgcvlor29nYaGBqOn4PF4OOuss1iwYAEJ\nCQkxVDjZw11dXfzxj3/kq1/9qjkU4TBLpaKigu7ubhISEsjNzTXMITHUQkVzOBymZtLS0sLGjRup\nqamhqamJ6upqUxiWiAwwHrjWmuuvv54LLriAnp4e9uzZwwUXXIDf7zf322D2hk94AwzRm/r6669n\nxowZMWPQ6+rqzOA/oWNZu9ik9Vg8VmlVtubSxFgBpoLcd60AZlJHZ2cnX//613nggQcIBoPm90Ui\nEYYPH27yntJ9J2kNMexWBoT8vLW11QjJ79+/n29/+9ufGMr2W0/jgU+YMIEFCxaQn59vtFclMoiP\njzfeulLKCAx5vV4aGhro6uri0UcfpbKyEuBDh4Dk1qUZJDExkeLiYoLBIEVFRezfv9/coBAV+Wlu\nbjZhuvT+Ww83wHi/ra2tZGdnM3bsWAKBAFOmTKGsrIyCggIOHjzI66+//rHGV9IOzz77LOXl5UyZ\nMsWMlJo9e3bM4MlPi7i4OBYuXMiYMWPIz8/H5/Oxdu1a/va3vx0VgyH7rbS0lEceecQcXocOHWL/\n/v20tLSY/Xro0CHTRNHe3k4gEGDChAl87WtfM5OtJUqUxiApuArkcJb9LZKv4pRYRXisEWFbW5uJ\nmiR9FAwG2bZtG7t378bv97NlyxYaGxtNOqq7u5sxY8Zw3XXXMWvWLCKRCLNmzaK2tvYz7fcTEYPC\nAPe9lrFjx3L99ddTUFBAa2urocpkZWWZgpa0+KakpJg8KGA2lmxi4etK9VgMpnxt5fKKYT7ttNN4\n5JFHDOdYPMWCggIaGhrweDxGlU2uWXLS1i498YLj4+M55ZRTPndO7KPCWvmZGGhpvnC73aSmppoW\n7kOHDhnltP6/z3o9kvcTT3vkyJHk5+ezadMm8/7Ea4LogSnCPtKBJ92JEjl0dnbGiK24XC7Gjh1L\nVVUVVVVV5ia/8soruemmmz52fZRSTJo0id///vdm1JNIaT7wwAP85je/AT4dtcnpdDJu3DimTZtG\nYWEhI0eOZOvWrdx3331GJvFoGmCIpiVuvPFGFi1axLBhwwwborGxkaqqKtMQIYVWiWICgQDV1dWk\npaUxb948pkyZQk5Ojtl/8jeEhyzcb6symURp1nyx7E/xqgVyoFtTesIQ8fv9vPLKK2zatIkDBw5Q\nV1cHwH/+539y7rnn4nQ6mT9/Prt37/6nr+XxhBPeAMtpfOONNzJr1ixcLpdpjxTPSooDIkotQjQi\niycdTdaKv2wu6xBBYQXIMEBJDygV1R5etmwZN998M0VFRbzxxhuMHTuWlJQUSkpKTLNCenp6THul\ntRPK2l8vv/ub3/wmVVVVx3UYlpSUZG5CWTMxqOLxezweEyqLGItQ50RUX4qK4kVZJ0IEg0Gj1tbV\n1UVJSQl79uxh+fLlrF279iNzrWIsfv7zn/OlL33J8F3lX29vdBT8x1HKxPj4fD4WL15sipYZGRnc\nfffdlJWVHfPPx+FwMG3aNB577DFzmEkOvbOzk0OHDlFbW0tjY6Nh+iQkJJCammoKnaLrkJ+fz8yZ\nM027vnRs/vWvf2XOnDn4fL4YemT/dbH+b2VlWF9jzS1fe+21pKen4/P5mDhxIpMmTcLhcLBlyxZe\neuklZs+ezezZs0lISGDq1Kn4/X5g8HB/rTjhDTDAlVdeyfLly4HD4+qtOUw5iSXsEvpZampqDIVH\nQjC58a2iORA7NVb4tdIZdujQIS644AJmzJjBrFmz+M1vfsO1117L+PHjKSwsNNVm0SNOTU019J3+\nxHrxqOPi4nj55Ze58cYbj9vNJ0XQQCBgjKDoJouXLR6v6NC6XC7S09ON7oDwpsUrjYuLY9iwYYaG\nZZ2pJwerz+ejsbGRoqIigsHgR07CFcNw//33M23aNFOMFEaHRC5w5BtcqWjTwbnnnmsU4Hp7e6mp\nqeGuu+76XOmLfxZkfc855xy+/OUvEx8fz5lnnmmYK9Z0WigUorm52WijlJSUAJjitBx0vb29NDY2\n0tbWRm1tLePGjTN0syO9T/leGENWCqU4LRJdWjnL5513nmlkiY+P5/TTT2fFihWUlJRQUVGB0+mk\nsLCQ1tZWpk6dambGDTZ8lAE+rvSAPw5xcXGcddZZxoDK0MBAIGDoTR6Px7RtJicno7WOKRhZe+t7\ne3tNY4Z4ZIAhqss/mfqQnZ1NXFyc0e4tKytjy5YtQLRAI0ZdPFytdYyIijW0jEQipvNMiPULFy40\nhbrjEUopU2STnKF0FVpVubTWNDc3M3HiRJYsWcKOHTuor69n5MiRJt+slCI9Pd14umPHjqW6upqW\nlhb27dtnOud8Ph9ZWVnMnj2bt956y2g+f9w1PvzwwzGDQnt7e/H5fKxateojX+dyuVi6dClLly6l\nvb2dgoICUlJSuPXWWz8273wsobXm6aefZt26deTl5dHQ0MCSJUtoampi4sSJ5nnJycl4vV7jPHR0\ndLBz504mTpwYI2EZCATYuHEj9fX1nHTSSSaFIU6NGGo4LIsJh9MN1nSEtbBnVXJLSkpi0aJFvPji\ni4Yn/Oyzz/Lss89y6aWX8v3vf59IJMJtt93GtGnTjN7JRx0CgxEnjAHu7e3lzTffZMqUKYaGVl9f\nT09PjxktlJmZSWtrqykchEIh0z5qTU9Y+ZNWCUdJcwAmdbB582ZGjx5tRrhLo4T0uMvrxHBaOcBw\n2DMXUrz8bmt77kUXXcSSJUvIycn5WAMzkLDqOcghJ1oSgNHZkPzw+++/z/z585k0aRL79+83bI/p\n06ezdetWxo4dazzhqqoqE4kkJyebSnpHRwcnn3yyiSQkr3skyE37yiuvUFpaype//GXz2T/00EP8\n4Q9/iIlAJI1y0kkn8e1vf9ukrUQX4uKLL/6Q0NBAGQT5u3LdNTU1XHPNNSgV7dQcN24cc+fOZdas\nWabY/Nxzz/HGG2/Q3NzMzTffzPTp000tIBwO09jYSF1dHRs2bODcc8+NEbOyptysXGK5j6w5YsBE\nibK+4uQInVO6AYWZ093dzYMPPsjmzZu55557uOKKK1i2bBkFBQWMGDGCDz74IOb9DmacMAZYa83K\nlSuJi4tj+fLlXHHFFTidTtLS0ujo6DA5XvFAJTSWTSMaBXB4wKB4wvIc8Vyted/XXnuNv/71r1x1\n1VW43W5eeOGFD11XOBwmPT0dwOSXxZOQMF3kIK1hmxi0m2++mW9/+9vH9WYTDnFHRwcZGRk4HA4a\nGhpiqHrCxVZKMWbMGDweD+FwmJKSEsPAaG1tZeTIkTGHYjgcZuTIkXg8HmN8lVKcdtppNDQ0GPrc\np40O7r77blavXh3DtJD1llTDlClTOOuss1i6dKlphXa73WzcuJFvfetbn7sgerTRPw8rzUH/+Mc/\nYgy1lWs+c+ZMc2BGIhH+/ve/o5TirbfeIjExkZaWFoqLi2P+jhhTawEODufa5Vpkj1v/NmDutfPO\nO4+qqioqKytRShmvPBKJsHXrVq677jruuOMOrrvuOn7yk5+YWkF/CuRgxQllgOPj47n//vspLCw0\nnFFhGggdp62tzTQhWD1N4TFKGkJuZmuoBZiCkRjRjIwMHnnkEU477TTa2trYsWNHzDUBlJeXM3bs\nWDNfTpT9rbk5uQ4J2YXS5nQ6GTNmDMOGDTOSfscjJPUjgjDWCdBCSxLOdWpqKpMnT2bv3r1GuF54\n2RKdiLFOS0tj1KhRxpvLysoiMzOTvLw89uzZw/jx4ykoKGDXrl2fGB1Y186acsrIyOCHP/whixcv\nJisry+RIMzMzTQeh1+vlF7/4Bc8999xx+xlYDd8nPWb9XiZwCI83IyODq666innz5hl9jHXr1nHh\nhRd+SAjJmmrof6BZ0079IRFmSUkJd9xxB4FAgMcff5wNGzbQ0tJiuiQPHDhAb28vCxcu5PLLL+d3\nv/sdGRkZMY0jgxmfygArpSqAVqAHiGitZyulMoDHgCKgAlimtQ70Pf86YEXf86/WWq//ohfqcDi4\n5ZZbyMnJMSG90MjC4TAFBQXU1dWRmZlpjKe1EaHvuozBsH6vNxgAAB4fSURBVLZ+WvVvhQkhGgY7\nduygt7eXG2644SOv7Z133jHFhkAgYDzErq4ukpOT6ezsjBlbD4cLWF1dXWRkZLBo0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lk0nhlul9U3FhmqYEWln8XSf06IJLV65cwUMPPfRhHrtPtNkArMzqAeuIMHB7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\nJUuWnBOdoe8Xk0aGZuLsw4m4dmavb7/9trTDGoYBl8uFkZERR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H38fSE5wKVecf3TKhmfWmGfZajCTQCBY/9dFdqp3URScbmHaUGyVAaL/fGai52UlzK34A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\nE8D1wKnju50KXDu+fT3wPhFxRWQ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"text": [ "" ] } ], "prompt_number": 186 }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "collapsed": false, "input": [ "low_s = img_hsv[:,:,1] * 0.3\n", "processed = img_hsv.copy()\n", "processed[:,:, 1] = low_s\n", "imshow(color.hsv2rgb(processed))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 191, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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2aO+2NM053nuMURR5BaLQusO5jhADq+WMPC+pmxV5XuG7mrZtQYExBmsyXN9i\nbEbftzjfMa32qes5ZTXCGIP3DTHCZLyHj56v/N7/zRd+/Ge/Q7O9DcbfiS9/+ct8+ctf/q6e+13J\n0JRSHwH+zSMqiP8BOBWR/14p9XPAnoj83FCE+19JvO/TwG8AH/tOycP7XQUhItTz+7huBrFB67TV\nV0qhbYUyY7TJh2KaQ8Qn397YXfg/xJBsKUOUZJIT+8EH+JFAHONFdpLc0GBj7C5BBj5ZESkIcfBX\nGwJkUkEMjQ3igIhRmmrnabr1IeIbsnKKzQ3r+dnmzNDapsLKkMUonQ06X08+fQ5Ci+vm2KzC92uU\nHgqKtkiNFCKDKMIM3VNmUGqkTNcWY4LrBoUFQFJBoOyga45DV9wwm05nWJuhtUUrTQgOIe0gbFZg\nbEk13n2sLcsy3IOTB29Tr86o6xpr7cCtK7RK9+Ts5JCX33wdH+H87JQsT+5ueV5wcHAD71pCiNy9\nd4srV64zn59jbc6N60/zxpvf4tq1Gzx8cJfd3QMO9q9wevaAPC9puxX7e5ep65bT0xPyPGMyGfHU\nUz/AW2+/Sp4lLfHR0SnXrz/DanXEtWtPs66XeN8znexz+/bbQ5CG6WSP07NjvHccHFwmhIg1GTF6\njE1+ws45RuMxSinyLHHYuzv7FMWI2eIYhTAaTbHGEKJjPJoSJSUP42pKCEvKYo/96QGf/aGfTrsv\ntZWpfTf4vlQQSql/DfwO8Aml1B2l1H8O/HfAf6qU+hbw08PXiMg3gf8d+CbwK8B/8b6OtP8B+L4l\nuMVFxhajEKIa6vIm7cJiIM1rcwP9kAJqfCTAxjgY8mwkZIPjWRwC8ea1U7DS6UYxKB4kTTOOohA8\nRnGhNtAmTx1oKnXDpQxcU+0+hdY+LRomT51bbRg61lIzxEVVfnBOC6EnRsfBjReSvtkUCJq+XSYO\nO4ShaUKGbr3E8wbfJs7RN/h+he+boVlllc4fQwybhSYM3X8NNi/SeYYO8Cjp8a7D9Q3O9xdcuGyO\nLfR0zYrHyWTFEDg/ucfh3Tep646yLGiamr5LdE29XhP6ltfu3MJ5oakbnnvuxeSBnBrMODy8hQ+B\nwwf3UEpx794tvPdUVcVyOUdr4c03Xmc2XzBfnLNczbhy5SmsLSjyCYvFOZcuXaFtG8bjHeqmwRhD\n8EmdUpYlPjjOzh6ijcG5buCFk0LG+0DXpYWubmraNtUirLUYrTg+fkDTplFXSkHXd/R9T2azYaEX\nmram79vMKwHYAAAgAElEQVRBi52e1w4t7b3rcK4nzyqc7xCxhOA5X5zwzVd+l1RU3uL7xXejgvin\nIvKUiOQiclNE/pWInInIz4jICyLytzca4OH5/62IfExEXhSRX313D//dgNC3sxQI4sa3VzBa0DpP\nlIB3SOzZjBSSGC+4O4k+dZ4NmWIKuJuBmpHNQhiFpA9mKKYNX8dBc8ugClBKoVWJUhab5WgTUbIg\nyzTGxMFP2IN0dMvbNPPbeB/pugbnOrpmTggemyc/YKU32Ww2NIOkc1gvHmJsTmhPh2NPfhXpnCJ9\ns8L3S9KsuRZtxhRFRTFK9dfUdaeIolC6GrLkDInp3EIQEE9mQSlP16VRTYkrd++oKNhkqIlXjsER\nQo/r24vW7u/n3sYQOD+9x+nR3dRRFh2LxQJNavHuXVoEDh8ecr6cE0JAa83JyQPatmVn9yDdC5Nz\n69YbNG2H88OiFALeOcbjKUolSib4SNv0zGanjKoRd+68wbWrN2nbhlE1Svre1RLnes7PT7h0cJ1r\n1z5CCJ4rl64Tgsdog7UFbdMOuxWFD57JZEqW5YPk0ZDZDGssIQr7BwcURU6UpJoZj8ZUZUGRV8QY\nqeuGrmtpu4aqmiZ/kCgYbRiVe4QQKIvRwDcbynKXplvTe8f9o7e5e+db3+e92AIeQxHuw4YYIr5f\nEMOQpSpQyiTZV0yj2EUcYQgMmk1lP2lg1RBIovjB81ddtBwnpMw3KdEE0ENyNzQjYBFyIBukWAFF\ng1INihprAloJrp2lxhA8KnYggus9zoVEexDBTlPhL0KzOqFbH6cMuFvj+2Tgk/TIgfViyer8ENe1\neNeRF9XQZiuJdlGa6FOASYuRUIwm+KEwIxu9qPTkhVBUB8kHQmeECFE0kZwQM8rRPmWuBpVFm7oD\nfZKmvcOLy0DLpOvbt/WwGH6vSEF9dn7I2fEhEj3L+QwfUhPEYrlgYzyvEW4fP8A5T9d1g8Y3cfRn\np8ccHT/EZjnT6R5913ByfMrpyTllOebs/AiJwv7+ZXZ2dijLgp/56Z+l63rqesXu7j5f+/pvc+XK\nTebzEz7z6R/l9PSYG9efRSRibcabb7xC17UoneSJ0+nBIOPzBB/JsoK9vctYY8iznODTLiovcnrn\nqOsVk3EqzCGWpkldm3lWIkSsyRNvrxRGp3un0KzWS7Sy+JAKw9YWCJG+b1kuj9nbuTYYTTnevP1H\n1Ov3UKnyIcU2AH8HXLeG2KP1O0W21DCmBr8Gl9qKJSCxu2ggEIlE/44HhGIjr0qBfKOkiBujHbUR\n/ycBfwq8Q0szGq3BZgabpQnDJrNJaxxToNZZeZFlp9eKoLOLLbIIaGmQmFy20sISQdQjZj/6gj7x\nrsG7LnGwMdDWqyEzVQTfXhxz6gRUqVsvKFBVOj+dfBzyTLBZTvSzwRshJ8vTwE6lLPVyTrM6p+9S\n51baVXiibwn9Gu9qQuiHxUkRfEgttqGna5b8WSpC+G4ZLhFhfv6Qo/tv4vqW9WpJEMGHyPnZGXmW\no0iqlPsP7nF6npQOWltGox2WyyVKwf7+JUbViPVqTt935HnB5UuXMMby1ltvsF63HD68xXq94KMf\nfYG27fjN3/o1Pvb8SxwfH/Lccx+n73uefeZ5ZrMzjFGMqjF7u0kBUderi8A/ne6AKILvmEx2MdrQ\ndR2z2Qlnp0es6wXGZJyeHiEiVGXFarWm65I+OXjP3Xtv0/fdRcNL3zeE2GOMJrMlSmlW6xVHx4c0\nTfKh8MGhULRtjcRkCm9sMoaPIsk0KHpeee138G6rEf5+sA3AF0gfedfNk9+DMmm2GobU2aaS92/s\niT4pCIJ3SUcbwiMOXxvVRLzwgNhofzexQiQ1RaSC20DSY4iSoZTGWJKXrzYorVNr7qCeEFLBjtil\n4wtJzxmDI/omFetsQfSBrm4IzqdM06Whn2lLH8irXZTJAJNapgcfCEEP/HXq1Es8LPjQE6IQIkmH\n7FPW3y4PE10yUCcuVBhTIKHFGHCuJYpKxuw6A23o+4Ayo0FO5xF0Kmj5JlXr6zlaGbzr8KEfaIpA\n39YX6pCEjbLiHdpicy+/E6vlnNXsiL5tkvOYNvRti9YWQWi7Dt+1tF3L24f3QGt2dvYJwXN8cp9R\nNWZ3JxW78rwghMDOdI/r15/i8uXL7O3vsb+3x9/4if+E46Ojodgq/PBnf4zbt28xn88IUYjB8WM/\n8pP85m/+Om3rWC5OqMoxDx8eslwsybKM3nkkZnjnODo8oir3aOoaH/wgNyux1mCtxpg0uLMoLEVR\nspjPU2uy62m7HuccRZEkac73GFNAFIq8ACKL5YymqanrGpFI2zYEn6ZmO9eRZRXO9WnRjZ7gu6Ty\njsJsNePb3/4Gsi3Efc/4sA7o+o9GYgEi3rVA4kXV4Nwlg0G6UoMWHY+E5NuriQRJDRQbnjc9VyFh\noCUezXZl6IgbXillExYhQxs9zIBzpOxuaGUWh9aGGH1yXhs8df1QG0tZakzUMYJrU3PHpuU5meBA\n9GHI6oV2fZY0n3mR2lv7jqw6wLcz0ImnTcqEVHxToiCGQRsMSpV066PBiCgZCxXlCAmRxWKNihk6\nHydjHUnLm9IZOjrSCpMUD1k5pT8/THphiRdWm8u+w2Tl4BbWkRdjQvTMzx+iTUbb1vi+o+vWVOMp\nxuRkWcbFfLoYKIoJRVGk1m3vWC5nzGczpnv7nJ+e0Lukt14ulhRlQR8cdduwalrqtqVp2iRJK0ec\nnB4xne6gtaGqxklz262TnE8izzx9kz/5kz/llVdf5qkbz3P44C2UMnzkuRcoizFf/d2v8Myzz1Bm\nBTYf89a33+aZZ59mXI24cf0mb996nZvPPktRjGnWLa8++CZPP/U0zsHdO7d44cUXiVHouoamLlnP\nO/rlMXt718izHGsM63VNCIFqNKIqR5yf36coCqzVjEYTFosFJycn7OzskOcZXdcym8+w1rK7s0dV\nliilsDZP/sUujVoKMaCIlOUY75M3RmYzRDyHJ3e4cnyXS5ef2QoivgdsA/AAhRqCbwDxyemMxENu\n9A8xbvS7cNFaHDwQB3/epIfdKCE2jn4xysCTpgm2G6mZNhYfLaIMWV4N04wHLjWGNGrIDDaVIW6O\nImW8PmXWgkHbNAo+xojSJaP9H2B2/+Uhs37nU5ECcXzHYEUle0WtE+caurNEe4seFg0/qDdatM7Q\nWgblB6QoXWBNj7a7uM4TQ0/fdWTlHjobJXWGTgNDgUFN4VC6SnpfLazmZ0lq5z0Bj9IWY0vqtsG1\nK85mZygtrJo1UdTQPmtY1TVFXlxcH2Ms1hiipHNCaXKbTOxH5YjMWqqyYnqwg7WG3b19RCKnpyfs\nTCf44Gm7ntl6ic0yCkkj5UNIc/yMMTzz1Ed48PAOJycPuHr1xtBF5njq6k1WqwU//uNf4Otf/yqK\nY7Sx3Lt7F9c7vvCFL/JbX/5N5ucrVsslX/zi32I63efk6Jws07z00lMcHx3xiRc/zWo5R4Ll7OGS\np6/lXL12nbpegsByscS7ntPjJX/4ey/z4qde5P7dB4ToKA92mc0WiAht0wxWlQ4ITKcTFJq6rtFG\ns79/BZHArVtvEWJgNBoxHu+kmoYyzGYnjEZjqmpC066oyjFaa3zwaGMQSaoKo5PP9De/9RW+ePkf\nvg9c7D542AbgCwi+r4eYmaZXbLbVXFToLaI0wXfJaCf6d1xTVfLLdaFPEoe/wFAmZbEgBMDgY5qh\nVlYT0MkO0vs+WT9qUodYlGSqHX3KQDdeEsgwIyxRIaIi1e5H6Nol/eo+2lpikORPLCCiMTotBkpr\nbFYi3mGyCtcvKYoxMXaDtDgV/0QUPgZG011iHBP6E9Aq0RWSfClcDwXnRCloG4ex5dD15lAajLJo\nk5QQNssRc4nkiRGJoUVQaJ3htcNHy+HRAzrXcPvefZQ1GJNMZqpyTN0sqaoJzi0JUbNu1oxHo8R3\na49zaYvuncN5hzGpkHR0fjSck8G5HmsNGphMJhTWslPtMrITmtWKV+/com4atERsXrJaL4hR+Mhz\nL/D6G68wnexQFBUhpIkkzvUcHx+S5SXHx4fs70+5f/8hZTEC0fzpH7/KydEp//Af/WP+x3/xL/jM\nj3yWr3/99/js5z7Hb/zqr2BzTfJWVnz513+Np599hnt37nDrjTcxSvjhn/hxmmaOc4HVsqFtau7d\nOqap16zrFffu3OXKtT1c71kul1hrKIqMxWJBnueMqhFlWTGfz+m6lslkglLCarUixsDlS5dROnHD\nRTFKcjirqZuGKEkJ4VxHVY1pmiV5XqCVwViV6K0YaSXy6qtf5ZOf/In38PP64cA2AF9AEULDZh6b\nwqF0QYip2SGN6klZJ6QgGCVDEUBaGGRrVlk8/qLjTalBzoZCRF8E34gClVGUVfLA3TRXkKblBp+y\ncB/S5AwVE42RCmwpsGuTD4WylHm3y7uIKHqXBkImhzaVjNYlOaeBoCQifaSaXKOtZyCS+F0fkiet\nShOMU9OEohztMD89RetkVaiy/J1BoGj6TshyQavN8cvF/DitzdCMsjEjkjQtRBxguHf4bV5749uY\n3CYqRyl8iAQE3/UYE9DKslwt6Z3D+SXeB2yWoZWhrjtCdOzuXAGgblvaZs2oGuN8oGnXGJM6Cvu+\nvihWOd/RdIlHP5qdY7VBK81Hn3uKj958munkKovVGb/7+19Dm8hicUaRF8QY2Nu7xIOHtwk+cvPm\n89w/fBvnHHleMZ3s8fzzY37guU/yi//yf2ZvvEuZ7fCrv/p/8c/++T/n//2NX6Fuap5/PjDZ2SEE\n4U/++E+w2nJ2fIbNT6jrNV3vCAQ0ljKfYrTlox/9BN9+/ZsoBUVZcfWp6xzeP6QoNVle4FygKnOq\ncsSt23eoqiJZXvaetunIMst0OgYRzs/PyfM8qUCyiqqo6F2fdk1RkRd2sLssaLsVdVMTY9IH51mB\npcJHhzFJLnnvwVu8+IkfG4yV3rMP7Qce2wD8CILvBjlVJESHYvB8EIVWBpQhhG7wdUhBOIjGoInR\nQQwECSlQIanYNjigXRiTYwiiEApMVpAX44FX1SS7RoHoUZjBolANr+ETh5tmwqcin/QoScEldTNv\nxp0nDjRGNQRid6FFTkUrQQehWR0TY0Arg+tWSbsaO/Iiw5T7tKsTVNQsz45BPEiWFpSQ9MyiAxd1\nXEl0Sd832NygJRWcvIBEn0Ynba5zDLz19iu8efdN0BqnAqt1i9KKIh/T9T1pJp6m7wPWSqrMK9Aq\nR6nUVFAUFV2f5qydnh1jbGr+UHrjHOeH7XLixLUyRPG0fTcUHoXoAnu713hwdAeUsG5WgKZaHjMq\nx/zMF7/ErcMHHD48RJH8d/u+o6qm1Osl5+fHjEYT6nrJer2g7x195zl+eMzf+Xs/y1f/v6/w8jd+\nn098+pN84+u/zcc/8RKH92/z9a9+hd2dXd54/RVW8xkvffpzvPz13yca4Qc/80NY0k7l9OSY1/70\nZYoq4/69O2QmaX0/8dLHGI8r9vb3qKqKk+MzfHDs702IUeOdJ9+dMpnsc+/ePZzvmEzG5FnJ6dlp\n4nEzS5FnVGWa4NE0DQKURUmMmnE1petSg00MkaJIkzKybIzWisyWA1fcIURee+2rvPjJL7CRWm7x\nV2MbgIGNnCkNzByq7BcuXamTzA/bfYVno/0SUSgRfExDNZFEF0RJUjVEBj54yF6VQdCgRhibkRUF\n6Axj8sEDwSDqEf6ZND9tMV9SlmnaRBrNZmAY3hmGuXIiCucZ6JINAyKE4BKnm4iNwSJTiErwLmXq\nympCiGmMPeB6jw7ng/1mpO9airJC2V1cc4qyQ0ExdihdABmiFH2XMqjNUFI9cM3KZmilOTt/wB/+\n0e9wupiRlyU+RLquvegCdG1P17nBb7clxphmnPV9OuYY2b1+hfq8TqY0XffIsEuFUpauW2GMxvWO\n0WjKul6SvCUiQSJap4Kl8w6Aoii5ffctkg1kwbrpGI9HzFcr1u2aRb1kUuT85Oc+yx+9+i3OZjPW\n6zOKIufGjWeZz08pi4oYPPdOHtI2LavlGu888/mSz3zuB7l7+y4S4e7de8QgfPFv/gzf+MZXWK3X\nOBc4PTnj1ltvcPnaFaqqIs8so+kuzzx7k9e/9Qpt03FyfMTnPvfj/Jv/8/+gWXecn82pJlOyLGOx\nWHNydMx4WiIBvvknr3DpyiXGoxHz2ZLTkxNGo2Ts7lxktVyRZQXTaYW1OcvVgtVyjbWWalRhTOJ7\n63rNeDQhzyt2d64i4vDe4fqWJnRoY4jNnDwrWbmeN26/xgsvfv7ivm/xV2N7pYBNB9vGz8AkN3QI\nPRqQ6JIfsASUpEAZSYY8gk7aWpGUFUoaQx9jHNp2E2WRMlxFlDRpIivKi5bizTGQBHAXr8fQulzk\n2fA4PcP7QeEw8MMyFIwkDpIz3+Ndn4peImjSZI3NSCMZFpwYknOZc0NWHyJKGYIPg7QuopImLnV5\n9ecISZmhVKI2QNI2VBxKZRg7HhatNJMu+I57d9/i3//2L/Nvf+v/4cH5jKZ3LFc1i8USH1IDiVLJ\nZ0FE47zD2gxjLN6nopoiY1RNOD09oms7gos451gu53jX0/U9k9HuxUKH0qzWC0IIyWzGOZRWOOdx\nPvHXZTlKhSmd3jcGyPOSrgv0zlOWe6zrmgfnZ3zzrT/lypWKv/UTn+dTH/s40+k+p6cPMcbQti2X\nLt1gd3dK8IG26amqCfPZkt///a9x+eolPvsjP4rRluOjI1599WVeeOFTWAPPf/wTVFVSenz8ky/w\nzM2bnJ4c85kf+hwnDx/yqU9/ihdeeh7neh4c3sM5x2I244VPfJKH9x8yOz1HoTg7OadrO26/fcgf\n/O4f0q56/n/23jTGsvS87/u9Zz/nrrX33j37cIazSpQoiaJGW6xEgmQ7igXIQT4kQIAoQQIjQSAD\nCaJPhhPAgOEkNuAPgWUglq3EsB3JlmRZEkWK5FCc4cxwZnqGPT29V3Xtdzv7eZd8eN97exRJJBVK\nMhP0AzSquqrurVNV9zznOf/nv0RRn6+89oa9oAqPttHc+OAGdV0yHKT0siEnJ6fMpnOiMCaKIpI4\nJggilFSUZY5UdiA4PLrNdHbsjHiW6kbrdaKUpmlLlNbcuf0+D6ffb74eTsCu7GTobvexjIGljaRV\nZHkI3aCNZ7nBVpXg/IADZFsRBBbfXYovlpinLQ9tQvwoJYhix/FdRoEvl3WO07r0AXaMBd9NqAIr\nl10SiGUnLYTgJ4B1bMN5Di8neIwVF3heZxkOnrecha0ayl5ikEucWnYIwDPeMh4Z1TWozmHPwiMM\nQqQ2hEKiDXTaEEQp0LrfXYQQHTdvXuWt995kUdZ4gWcFGtrQti2e79N2HV5rN+taVyBw3rYdgd+h\njcH3fdKkTydr2tbQdi0YSNIedV0AkjBKSeKU+/t38QPfmepokjghzxcITzAcDCnLkkF/xHQ2wRjD\nYr7A921TtpLfgNlsYdkfxgDHSCmtUY9s8fyCTt0iiAXf+fFn+MrbX+Vkap/r6HCP8+cuMRys8/qX\nX2P//n2+65Pfw8H+AV/58uvc393l3//pn+Wf/ONfpG1a7u3e4Ny5C0RRSFXNCSO7bJzPJ1R1BZ5g\nvLZGVebOI0Kxf3+X3qBHXdTcu3uTpq5IspT5PCcIPMIgZn/vgKqsqOqcw/1TNjd3KKs5Rnvcu3sf\nISTD4Zh+f43Do31A0HWKLINer0eWDlgUM7qupWkatD5gZ/sinhcyHu1QVXP72jECT3iEQc/K2z2F\nNoYPb73DlSvP/hmeqf//qoehnK5kk1PO76F1hzDSCScUhsi+1RJMZw1ZECgToOTSu8DdjuvcQQPL\nhdODCViZAD8a4YcpnjPLtgGWgXsOVsY+SlaorkR2luuqlUS2LZplY7dTqNbK4bFuol0Z2Sybv31i\nz19OJA9oaUvjHxvwKLAcZWsK5HkCzxMOTvCdoZC9KAnH1vD9AD/uo1RHFA8xjroXxH3atuLda29z\n7/CQsrbmP0EYkiQ2fr1pWzzPCgesFaSHAXpZn062KKWJ44SqLvDwUEYRRwllWeAHAUZrNta3WeRT\nxqN15vkUYaBpGkshi1On/rJ/myRJaZoG37eii6qyJjXGwRq+59F2rWOh2MVS4IekaUZRLji7c4Hp\n/AhP+BgUWZoSeB69OKOfbfBbn/ssdd2wtrZBv9cninu8/uXf58b1W3j4bKxtEEUhfgTf/wOv8N7V\nd0nilK0z2+SLGVnWYzY9ZTa36sOsN6StW6pyzs6ZM8wXM9bWt5icHFNW1fI+CdnZRfHk6Jj5ZMLz\n3/E8H16/wceff4G6zTk8PGJ9fYP+ILN3MKpjNB5w6dIljo6PHKxmWFsf0e8PaZoWpVprW4mxxj6+\nz3i0ZdO0ZeeWcCFx3MPzoCin+H7AaLBF2xZkScqPvvJXiOKMh1iwrYepyN9ENeWMKr8HWttbaLNk\nEnirKVYp24iW0l6LkC4NrxU+CqVqBK2LKXI4rvEgGBHGmfW29Tx830IS1mR7KR6QGNXRtQWqK5Bd\njVHSBUN2Tp1kGRJLkcWy4WoHWShHgbPtRbjl3/JnsCeEENY4B7AcYMD3POyFw3JetdZkwx2awprz\n4Hl4QhAEgZNBg+fsKD0/AiyEc+dwwlvvv0/TNfYEd6GcS4K/1JLWxepEcQwGtrcucHJ6aLmmsgMh\nCIPAxuuM1lksLPRxenrCcNDH8wPWxmsURY7WmigMEcJnOBgzmR7jB6GjydkLaeDoYoPBgKKwkENR\n5MRxQtNa5SLCyrLD0IaSdrLDilgeXKCCwF54tMvs62V9siThsYtP8q9+/bd474MPGA37bG3vEEcJ\nUsKrn3+V6fGEx554lLopidOA7/rk95LPc+I04cqVR9m/fw8pO4oiB2OYzeckUcxkckR/MGI0HKG0\noigKqqqiaRqSJCOMYm5+cIOTwwlGSl76nu+gbkqyLKWs7FLtiSeeomkLFosFcRJw6fIViqKkbirG\n4z5ra5v4gc/JyQl13RAEAcZI+gOb0pEkGVJK6rogihKiKGHQH7IoTkmT/orpU9UFYWDtSl989vt4\n5mOf+HM9f7+d6+s14IcQhCubZLxcXlnKmCcEhhBhGuvyJSI6Je3nhY9RDdIl5mol0Qi08vC8DGMa\nJzzQiKBHGPWtwZmwIge7hQ8dRcysInu0dHJh2a1ob37g44sI6cxzPC+kU80KNlkq9exEbLPrEGJF\nf8PYlA6EJc7b7+0oYcY2Y+OikDBqNf32xpepFoe2iWoFfogy2mLjXoAxPgaJ58Qnv/faGxzNF5bZ\noBRKahB2Au+6liwVSKVWjJKlu9fu3i1rHOMWoF3b4HseQRgwnR7Tda1V3LnJ3hOs8G9PCMqqIopi\n5osZ2hjy2ZQg8AgC69kssUGm89kChDW10cbCGZY1YX9HnouCN9rgO39gzxM0Tec8iyEKPZpGIWXL\ncLjJ8fSERfk6Tz1zgR/49Kf41V/7N8hO8PabX2Y8XuOFl57nwsUrTE5PeOuN10jTHq9/+Uvs7Ozw\nxM6zTE4PSdOANBnSDDLitMfx0RFCQFXlPPvx5wl8n7YpaDtJnpfk+ZwgjFjM56ytDzg+OKbTirKY\nozFEyQilDcUiZzY7Jc9zzpw9TxAYbt/apSgWbG2P6fcHBH7I/f37nJ6eEEUR4/EIz7Nub0EQkedz\nqrpyrxVNWdUU5YIkicnzGUpbz+B+b7gaRO7cfY9nPvadPJx+v3E9bMDLMqzYB54HRtumgrbx31pL\nCwFogdL2hFXacx7AD6wljePrau3jYU3Hw2QNz1+a+ygw/sq+celbrp3Xr9bSzq7Cd4ZAHhJr9GPl\nxcZivY5+tnwrpU3CsLaO3moCfhAMavCEZ1V1xmCTFoxrzDjZNSu1H3gUsz3L6hDaRtsIEEaglHs+\nD9CKVqf87u9/kbKpLbvAs4Y9fhihpKRtW7eUtKkhQghiP6KW1sLTc6GRSRLbiVP49HsDwOLFS7N0\nu8jUCBGilM3J8wMf2XWEYQgouq4lDK3MVhtD6EfEcUKe5xgj3Z2H9UJYeuvGUeQgCI8gCOhlA/Ji\nQa/XpyyLleVjWRZsb15AiFMms1OKYkEYZCzyOWVZcjKZ8Bd/4kf5R7/0z5BFR2874/y5S7z6+c/y\n+JNP8uM/+Zf46ltvMJ8dc3Bwn5OjIz7xye9he2uTMIzo9wZ4vkcYWLXZ2to6nukIPJ/h1hmU6tjc\nsMq8sixo6pq6yvnu73+ZQX/I0ckJURhgtGE+mzFaG7I23iDPC06Pj6nKmqqp+MR3f5Ldezd5642r\nBIHPeN2KSzzPEMcB/f6Itu3Yu79LXZfEsV3QKWWYzk6Io4g4OkMUxQzTAXUzp2kboihlOBhTVLm9\nsPn+wxb8DephA3a1tED0PNwEDMb4eEKihA+0eEYgHURh5IOEC9lZSpPdDHdOFdchZUWQbtlbdCEw\ntBgDQeDbQE7ho5S1EvSEh0ajTYcwVkJqrSKlbSZKItvONSL7zbSSq4a/pLy5MdtJn5cxR6zYGZZH\n4bFMhcAR1KTsXMMXSAW+p8gndyxqLPzVMLOSN3u+PSYR8luf/W2KtsMgSLMBi8XM8pTbjiTJ0KZF\nSkVdlys/2zCKaZ05fBT5VhzRtfSyHsfVEZPpKWfPnCMvFrSdomla64XQdqRpRtfZuwtP+AwGfXd8\nwmXdCfzAJ00Sa+LTtniOAVE31od32dSDIEBrTRzFNG1L4EeUZQHG0DSNa/jWED3wIw6OdqmqHKUU\na2vb3L13A6UkGxubLBYz7h7t8ld/9qf4+3/vH3Ln9l08ERIFIW+99hrvvPkGTz37DIPBRbLegMV8\nih9EVFVBkqSW11wVDIfWj1fKljCMLI4vPPB8gjgk8H18YRj0+zz66GOOjQJJGuH5PgcHB6xvjAkC\nn7ouCIKQ3dv3ef6llxmt96mrgv29I97/6nuMx0M+8conGI8HbG5tsr62QVFWHBzeI89zEJCmIVGU\nUmz/h60AACAASURBVNUFly8+RlXPadoahEFpTS/rE/gh88UJoW+FS3k5ZzBY+3M7f/+/Wg8xYAAM\n5eKYrjpyCzjpJrYQo0uH+1pBgVLGeTHUCF0hNSjlI5VcBVBqY5OMVVeSjC4y3rrsRBMSz7cLOC9I\nrEpMdQiMtYNscppqilH2xJeyQ7YPKGUrvNdNkXleE0UeXWewd+jiI14Tjn+sXcN2ZIsHTAhAPKDI\nOX0Gnu87sx0PbaxLmhDWJMj3rPOWH8YgYFIJPv/6l1AGqromSVILgzioYNgfMZ1PrPjDPbfSEt/5\n2C7yBb4XkKbJ6hgWiwVZlhKFEWma0bQNWdZnb2+XKEqZTI45f/4sg/6QPF+45V3msFyr/rMLN2tQ\nrpSy1DmtqKqK0WjkmCTCyol9n05KsrTHIp+TpX2kbKjrGs8PXLBliB94BH5AWeUYB1/YZZSFPrIk\nQxvDxvoaSjac2ThLXfj88v/5f9DUDU3dcvHSRbquxg8DNjc3ePzJp5Ftzc7ODr7vEYUxQuAwbG33\nEQ6rF8aq0qRWdi/gYp+E8C3e3jYEUcJiMaeuCk5ObdSS0rB374BiWrB1dpPRxpi93T3yxYL1jXX6\nw4zHHn+Eixev0LYtRyf3mU7nVpEoOyLHzuj3B3gerI23bDJ0ENLJhjCMiMKYpi3wPLs/8IXhu176\nQR579Ll/C+fyt189xIC/ibIKMQ10CKFtQrCydo1GWyGAUjierW3SQms8Y+0gUQbVaQcRWBpT6HsE\nYYwRCs9xhpdMAksja8AoOtUhmwLZNsi2BrSzvLRTnpLLiHsrorCevIo4DgBDGFqa2lKdJ4Rxzdis\ncuaWDdj6OFi3N3DNeDk4L5d0AEYjjOcMfnyE0rRKEkYxqq548/od7hwekKR9urpEK01VlYBHkiZo\npZnOJxZHFZ5VqWmFLwK61toktm3HcGhTepM4QmlNlvVsE/J9jDH0+z2m0ylVVTMebTKfz6jrhn7P\nTrTGGNrAppMopciLgqbp2N7Zomtb0iThdDIFYQkqUirCMEJKiZSKxSJnMOjTuMm462qE8Njc3KIs\nS9q2o1MNZdWuUobj2IolmrZjPl9gjGZn5wL3dm9QlAVSSm61d9joD/mP/urP8NbVa/h+yCLPSaKI\n3bs3CaOI05NjtjbX0Uri+zFRHLuLboMfRARRYqEfrawXiOcRYMCPrPS4bUBA4iWIOHGgU8ZoMCBN\nE/YPDrm/f8hgmLG+uY5SmvX1be7cvkMch2zvbLC+scnJyZTrH/wOTdNw5vwOcRIR+B5pEpKkMVEY\nI5VbTguIwxjP96zHxPyUopixtXmW6dQuUrN0wO7uhw8b8DdRDxuwK7G8dccxCIyjKRlQxrf+Cbqj\nbhp+77Ov8tY776O15NzmmOeff4qdjZQg8FEKF1EjIAhJemOLzWobnGmFF/4q70wraTnHXUXXVijZ\nAnb60Vq79GLbeBF2aNUsfSaEw6cVS8t3g23E1qFt+bM50pUJ0BpHz/IRQtuLiLDqMM8PQVmVm+9b\n2a6HSyoWVhTSdT7Xdve5d3yMQTBfzGzLdtCE71musjGafm9E09RI1SGl4pErj7O/f88a9jjVYFVV\nZGkKwhBHIVrbrz0+yVlfH5MkCZ6boH0/pK5qrrzwEsfH+zRNQ1naBVF/0KetG6qqtnBHVROGAXmR\n2wWjgrqpWVsbOTaLXQ5ubm3Q1I1LAVZ0XcdouEZZFjZDLUyom5LADxiP1zidHNPmLWnSs65rCOK4\nxwcfvudYIhafbjtrGxqGCZ944QX+9t/5nwnDgDMXznHu4kXCICSKQovZYvA9j7LMSaLEGvD7Hmhl\ns1PdnsBtiAmDmKapLIsE+9KQssMLfDxh74LiOKGTiuFwxNHRMSenpwRhaKl8fkDS69E0HXdu30Eq\nyYULl8l6CcLr6A8Hbhr3CcOYtq0YRClFYQ3gF4spWms2Ns7gex7a86mqEqk6esmYusk5mezzkIb2\njethAwbsK9zHCgOtgsvGAYHB4sCtUnRdw7X332PQD7h4bp1/8S8/y73RkGw4ZH6SMOpb71mrTjMY\nP+LcM7FTnNlNusVflVuq2USNTimbqqFalNb4QqO0tEcmhEtltheJpc+vkmo1yVrs2UmhcWnKSrul\nGpbN4WhmxviARgjtzg+BMlbkoTqJ8Swnd4l9Gk84NoiPEYLX3r/B/uTEChfCBKU0g8GYsiyIoxSD\nsabirU3XCIKQIAjoZEfbNuzsnOfgcA8w9HoZJydTZJfjeR799QFFWeJ5Nsb9+HhKEvdJ0wxjBHvX\nblHXjZUSdx1N01ousdakaY+Tk1PHWPBdZLtHXde0raKsbBy8McLlnJmVwCFJMrqudZg4LPIpxghn\nNKMIg4i2bajrCoGwwZbaTt9SdvR6PSIZ07Q1vhdR1y2ep1BByPHiFG0k/8XP/af8rb/1v3Lzazfo\nug7fE1y8eJH1tTWiMGblI+0HoKxybRVoKiz8g/vbKuleG0tOt+cRBMbtMGxD93yf7c1tqrqibRuk\nkizyksODXba2N8gXBacnU3bO7mC0QumWXm+dMIrwfMHu7j2kavH9gOGwj+yOnTOdRGl7F3E6OSCK\nErtDUB1ZOiLwA7JkbNkkbkh4WH98PWzArjzft8kNKyiCB6IHl4hxfHLI57/wGj/y7/wQUmm2N8bs\n7p9weG+PdtTntlSoTtO2drv+6X/3x1aKNgtAGAcrWLaD1aDhoo1ajGkJPMBL8KloHCFeOxMdpZZw\nBI7J4AQYevkiN27xhlXvacPSn1g4ma9CWaaBMRixPIW91c9qlLJTjdLggacNeAIReHx4MOX+6aGl\nzmlvhfnNFzPCMCRNU4pi4UyAzMpgSGtDv9djsZgiBAz6faqqxGAc8yEgX5QE/oQszVjkC8qmoa4a\nDg7u8/hjH+PcGcPd924QipTd3bt0skaIgKq0Ll9VWSC7Dk8IpFR4QlBXFfO55fsKBKPRiK5rV+o2\n2Un646E1d5dWDVfVNWmSEEW2KaapZUJoranrmiuXn+TuvRsr6l8UxrRth9KGpx5/nhs33ydJM/Ji\nzmAQI0TA/ukJvbjgv/vv/1v+t3/wD2irmt4go9dLCXyfpqkt5zbNbICqH1gVoBfSyZI4ylgmgURx\nhpIdvksy8X2bVmyVm52l67mXbhQn+EHAOS9gfX2bW7c+RA6HHB0dkyQp/UGPKIqYzabcf3+fd7/6\nLv1Bj42dNYTw6PfH9LIRJyeHBIGFhJQakKbW8N33I4pyThglWIhOUdU5URgS+cHD+febqIdeEK7+\ngCJNLxeEBtucbOM7Oc0JooTP/N5rvHf1GsNBRhKHfPXqTaRU9p+W1gc39Lj46GNYSENaL16jbQab\nm0CVbi00YRRCKALf0siULPH8gK7rLMPCQNdJZ8Juj2vJWTYrkNdupK26SzmWg5uQsVCF0pYPbHPW\nLKaslPtncOowi0IobU3mpdZoEXDjaMbt/V2sI5wiywYAdFKys32OMIgpSuuoFoZ2cZMXOZ5nF0pN\nU2Pj1G2j6/eHBL5PGAYIBHGcMpsvGI1GZFlKXTX0+33yvEQYOD09Iq8bJpMJslNUVU3Xtjb81BjK\noqCqbICm73lEUeiWbRZaWF8bA5qiKJlMpi5CvkdZFtR1bROMlTUvj+OEMAzxfY+qyvE8K1iJ44Td\nvVvWrKaTRFGE8GBzfZsoDNm7f4fhaERezDDacHBwwHR6yvbWBfKqpJJzfviVT+EH1qh+PpsRxslS\nAU/TVGCMTYB2HtS+FwGsJsmurZ04xLcMCeHMmYRnLUCFVSpqlJuQ7XG3XY3S0DaSqmh457Wvsjha\n8LGnXySKMpQxbO1ss312mzTNyLKMIBC03YI0iYnCkF6vv9pvTKYnHB/fd8nPdiJvmsqxfGKkdGng\nD+vr1sMJ2JWljmm3jffcrbtCezFgnci+9v7X2N/d4/a9Qx555Axl3bCxNuS5p68QJxFKatqmoSga\nLly4hCc0qmsIvBaBvfU3WiJVB0aipU1O1o7Tqt10JqWkKkrA0seUw4MtGV48sINceeyywjWX4aHL\nJg04i00XxolBeMImPBtjMWlhhSVS2JPWwhPOcCeI+OrNO7RGUJYlQWSXZnmRszbeIHISYYNyFpEW\nl4yjBGPsYi5JYocpK4oiRwhI0x5xnAAeh0dHbjkWcufObdbW1gFN6Ie2qWpF13ZIISmrwvpJNC3D\n0Tr393bZ3NhiMZ8jO/s7WBuPqeuGoqgwWhOlNkNtOrX0OM95cHRdQ57nDsqIGAwGbtEW0LQ1QthF\nn9aaMAxXMEUcp0SRsUvBxYy7926ijXGMgZjAj9DCBnr6fszNW9fpZSnXb39IL8740Vd+kN/94hdQ\n2nCwv8fO9o4zB0po24Y4igiDmK57kFmntSQMEyfuMSv+99Ijenk3pJQkjBK0ssIb4y5eTd3SdorF\nouDg/n3auiX0Aw73D/nUp36Qt9/+EoNRj8FwSBiEtF3DYLDGfD4hDCLCMGa+mNLvDWi7xiV4G+da\nJ9GVcll5nZ3o/Qd3VQ/rj6+HDdiV59tATKP1cuPB0jvXiAA/iPA0jEZ9LiqD7jSPXD7H5QtnCAOb\nubaY58TCcn6fff5ZBwUoED7LmHWlO0cn0xiHAStpk4k7xyf2PIEWngv2NA6rdfQy060WhFJZjNIY\ngY2oM863YQlNLC013ZAlPITQGIcP2+dcNnbllHK2OXsegKAKUw6nc3w/sCe2YSXuKIqcNE3dLbDP\noD+kKArCQJMksVvGGYLAI017NuRxfQ0pJaeTI3pZn14v43x4lqOjUyanE25/cMrTzz6F6hS+iUnC\nlK+9/wHttKGeFsRJyNp4nf3799i7ewhCMO3Pme4ecu3mbbYubHL58hXu39+lrhvSLGU46DOdTmy4\nqFSMx0N8z+f0dErbSufvm67oaU1TUlWVNTDvD2la6z9sY+MDOtmglOLk9JCqLsmyjKqu8fwQqSwM\nkqQ9qqYkLxYAlGVOHEcoDZd2hrzw8Y/zxptvIbsOYyQ722ftYi20fGQpJUmS4fsBbVNaCppsHCfZ\nMjKEW7jZJaz9+0ZRSNt1+EFIW1e0bWtTlltFPp9ydHCI0ZowiziZzqiqmqtvv4NWPkoa6rJioawh\n0Xw+I00zZNcyX5wSRZZqVxQLwsgySSyrxqPranrZyL2G/dVy9GF9/XrYgF1Z+8QA6/JksymsMm5p\nq2h48uknePLpJzG6Ydjvs7E+RMmOqizxBHi+9ajNa0Ovlzq6gbSkBpwPr0tU7lSAbnIQ2kmQ65XX\nhFbaKuyWi0AHNShlI4mWizcrgbYcV7TFmpdTkVKW3bBsxsqA5xmLObnUAzyNMhZmMcJixTYDzfn5\n9rd44923nCLQRrhLJYmjjKat0MZQ1RVKStI0IwxC4jjC951lJsbaGXYaYxZOUZVR1xVtJzk4OLCY\n8GDEpUuXOdg7JJ8W3L93zOXLl/nam++wKEo2z29jGsX9vQNq2TFae4eT4xO6WvKpH3iFt1/7Creu\n3yJIYvJFyQdf+4CyqqnziouPnOf4+MTlo0EUBWRpj6PjI7S2XOBeLyUIAkA4e0pBEFgsddl8hYDS\nMTZUqyw7oGvBca99z8P3BHUt6fcGlNWCMAjppRmdVLRthZSKopizf+LxsWee4OatWxRFwf3dXTzh\ns3PmrFP++XgidLCIxPejFaTk+1hTIbdbUKrD963fstTKmRtBU1d0skNpSVWVVFXD5tYFpPQ5PZkT\nZwllU/DaF3+PjfUNts+eY4Gmqit83yeOE86ff4Tbd65T1yVZLyHPD4nikDC0LnNZmpKmGXVVkSR9\nyionjhLqJsdn6br3sL5ePWzAyzIgvAijQzS1YxNYJoAnrEPW8y8+h1b2RW+MRrU1QZwighjPNBgR\nEEQpMrB82aUHgzQa33MNUklnsrN0PtO0UhII7Rqs5yZSe1hS2iTkZfOV0qZQ2GRk/ZEAUAF66SW8\njAayEIVUTnABlthvDMJbLvIc9c4zK+jCwyMZrvO5t95GGqjbBs+zMUC2wUs3LULgnN20VnSyJct6\nRFFAkRekqY3+qesKbUAqReD7q2lzoTRCBOzu7pEvcl5++WX+6bV/zt1bdzh3/jxF1XB6OmOymBPH\nIZ3LxNOdZm24yZ3JLe7cuc3B4SF5XTNKQ55/7kWuvv8OnhcgtCGOM/b390izlCD02d7aYTKd0Dm4\nIstS1sZrNG1Fni/Q2pAkEYPBiKLIaZqaILSS2rXxGlpDlkUuccQeT5b1aJqKrm1JkoS8mBHHVlbd\nti1BGBOGEUpV+H5AUZZ87dYH/OSP/xivvvol7uzdJ5tOyHoD0iQGERFGEdpofBE4hzZr+uT5Psqp\nFj0vsCpFHJ9b2aXncrWjlTPwqVvapqWsKianR/QGNmSz1+9T5jki9RhuJpw9dxY/CCjLkqJY8MH1\nt60aEE2qM5sijcdkekiW9Gw6dJAwayf4nkeaZpSlvdD20z5/tPTgYX20vmEDFkJcBP4hsI29Gf77\nxpi/I4RYB/4JcBm4BfwVY8zUPeavA/8xoID/0hjzr/9sDv9Pp5aEsyDKqLsCDx9/Gbej7C7X933s\nSkHhu8WSH1gaFsImW3jCULUtQXeKH0agrVrJ9zwrPcagVQtG2Sw3LW20i2+ZDEa7Zih8tG4BbIyO\nUo7qo1zDVc6vwThYQmCUcjFINi5puVCznrpiuaezjAjHH/6oGk5Jhe9Zk+3+xha7i5pGtk4Z568w\n5izroZXllwqBTbQA2s7evmdpQNdJRqM1FvkCBIRhTJFXzBdzer2UrGkYDUekacXp6QzfDzk5mfLo\nlad55oWnuH1rl/ffv4qfepy9eJbDgwOG4xFBGLA2XqeZl5wcn6LQzOYzts5uIZXk0cuP8tVXv8zx\nfMHm2Q12djaZ751y69ptLjx+gaeefoLpdEJZVtR1w/r6mCgMmc9nNG2DlIo4DgmCkNl0QtNabH44\nHDiXMON+D5quq+k6i5PPZqc2oaO1F6DKQFEUeMJjc3Ob+XwK2N1CmvRZ5FPCMGJSTBmO1zG7+9y6\neYuqLPj4cy8CBqkUvjZEaeKm3Ii2LdHK5vZZpzdr3SkECGmXdsLzV8vVtrPwgzYebac4d/5RTo4n\n3L5+h0B4PPvDz3H+0Uf4wud/mw8/vM5kdsz6+gbD4YgnnniWMAw5PLqPUlZsFEwNvh+SJjHnzj3O\n7t4HTKeKwA+c5an10vA8n7rJrenSw/q69c2wIDrgrxljngU+CfznQoiPAT8P/KYx5kngt9z/EUI8\nA/wM8AzwY8DfFasc9G/PcuZhhHEPsEnFFjdVBJ7GC2KMCPGCFD/M8MOUIMoI4gFR2icdbhJEKUG2\nRhRnxElGEGV4dKAlNi+uRralxYTxbMKGABw0YYwmCH3rTeCM2JcTrnaMhSXHGAc1WDmtm1zF0r/C\nSaUdDAHOo8JF8hhYLfWUMXTSJmFgNG1rTdvvHp5w/eZ1/CCgbmoGgxFZz1KWbAOIHmCPRqCMNc3x\nfY+2s/zfuind7X4GxvoUCASzac58VnB8fMJ4PGZrc5OyKPA8ny984bNkvR5+IJBdS5TErG2P2NhZ\n49Lly2T9HqP1EXdu32P/4JB+f8BiOsX3BElqYYTD41Pqyoo/TAPXrl2nKBqSOOHk+IQ7t/fIFyWD\nfo8szaibBoFPU1t3uTRJmM3mNK2iqprVAlEIsfKUUFohpSQMQ5fc4RNFCY8/9ixFkTPoj1gbb5Bl\nGV3XkSQpg8EQ8KjqisTFvN/eu8XLL79A4AnCyHo85PmcpmmpipyqrijLhROI1I6x0lFVOVJ2NG0D\n6NVFQWlN3ZRUTWEnYi9EagtpJWnG6fEhh/v7jEZDkizj5ofXOdo/4LkXXiQIQ9pWcnh4xNHRMW+8\n+UU+uP42WdrDaEkcJaytbbO1ed5G2Mua8WiLTnaOlghSSScJt+bwDznA37i+YWM0xuwbY9507+fA\ne8B54CeBX3Rf9ovAX3Tv/xTwS8aYzhhzC7gOfNef8nH/qZcx4AdOWSS8FQQghG2Ywo9BBPh+iB8E\ndmnneXhBjBdEhGkPPwgRfkA62CTwXbNTNk7eOPqO1D6yK1cyWv3/wHqVspjsivXgvAykcobrBkch\nE7SdctQ2tWqqWmv8wF9hxQ8M21l9Xi/5zdKyHZRSyM6R+4OQ63v71G3nbB4T6qZCKbsUCsOYui6Z\nTU/pOomUHRtrG0jZcX//gNPJKXlRcXR8TNO2zOdz0jQDwA/sLXmeF0wmcw4PjwjDkMcfe5zp6ZR7\nN+/z9pvv8Mgjj1gWiieYTWc0VcvOzhmSNKY/6HPhsfM89sSjFudsOvJFQVXUvHv1Xeq2wws8zpw5\ny/vvvc/pdM5oa8jkZMr7797g5vt3MMoQRRHz+YKuk9zfv08QhKytjTmdTFksSuazGcNhjyRJaduW\noihou5aqrlz0e8ygP7LsCJdScnJ6RBTFXLn8BEncw+Axmy1YLBZMp6cIDL2sT54vmM2mYASvv/1l\nfuLf+3GG/T7TWc7Bwf2Vj7Lv+W6Raf9GXuCj3GvAslc8Ouc2V5QLC49Jy5BZ5AsmJwfs7d5lOj3l\niSc+hhEeh3uHPPrYE/zcf/3f0N/sczy5zXDU4+lnnuLKlUctfFTYi8Dx8SEfXH+Hk9NTDg7vUlU5\nbWvphE3bkBdzhoM1ZNfQdg1SthgNdVMQBN7DBvxN1J8IAxZCXAFeAr4E7BhjDtynDoAd9/454NWP\nPOwetmF/W9fyxeL5MVpVjo5l8ITE9xTChBjBqpEhrC+vNksHNRvPHUUpXdeAsjLVJfdVYDPWjKqc\nSk2sbCSVUivakJQPPrf0vFVarRqxZTpIDHZptJyOjdZL0w9kpy1e6Chp/tIIYinKEALZKTzPQyv7\neCEEaMPEJTt3snPcaEGapHieYL6YA4IgDBkOR8iuI/BDTk8PydKMMLQLq2Vjy/OCMAysSiob8MzH\nLvHBtavs7R0wHA6YHM+ZT3OiKGJzc4NiXlAWtfWIGA/JsoxisWC4NuT9969y5sxZqrKgN+yjyNkc\nbDKfzjDGsH12i7ouieKIIAp45JFHuX39Fp6SrI3HFEVJW7dcuHyeKIo4PDwBLH1vNOo7QUJuFYfA\ncGR5zovFwjEg7B3L+voaRmt8PyIv5rTd0rjdqebCkFu3ryNVS12VRHFI29rpNPA9Do8OGA2HdFJS\nlBWD/oBOV5yeTOkNUmwuHs6WNAA8lHa4v+owWIc8raxMWTnmjB+G5OWCMIypipwwiuj1hyRJwelk\nyhc+/7u0dcf58xc5PTrkrdde5+WXP8VXXv8Cu7t36A9i1tbWeOqpZxgM1ijLnMMjaxQ/m5066mCf\nql6gpEZKu8+YLyZordjaPAdCMJ8d2L2AHz1swN9EfdMNWAjRB/4p8F8ZYxYf/eUaY4wQ4utxTv7Q\n537hF35h9f4rr7zCK6+88s0eyp9hCcK4R1PWNooeC00IWrQJEMKmBQTOc9Wg8YxdWwmEM0exlojK\neAhjv97yfw2I0FLMfM9iwavvajFfO/E6FkO3dGR7IG3WH1G4aS1XS7SlbHpJfF9NvA4jVurBxwGX\n3GxWwo4ldBGnKXv371M3DeA5xViE74fM5hN7pH5AlvYpiilhmOD7HuPxFlpb2lIUaaSUxHEKzlPj\n6OiUQb+hLArOnDnLhfOXeeutN/nam9eJ4oikl3DmwjZnL5zlw2s3uHPzFhcuX0J2HWvr6xwdHWOj\nhUL6WcxOsEVVN1RVRRyFPPb4kxwfH3L3zj3OnO9RlCVXr15luDZkc2uT48NDurbj3IWzCE/j64gP\n3/2Q/vaAnTNbDyTLXUfXSobDPsbAdDLDDyLa1ubkjcZDAidLhs45r1lhRFUV9Hoj4jihKBZW3ty2\nDHojpmpC4IdI1dLrZVR15fgBhqLMOZqe8DM//Zf5lV//18znC+7c+pAzZ84y9kOiOHD2zMZ9vwpP\n+FSNDRpNk4xOSlLPIy8KwqC1YpPTE3qDAUorLl58jC9+7ncRwmeRz+n1etTtghs33uP6+9cYjF5k\nY3OHIBhw5+6HJMke4/E621sXCMOQ2WzGbH6MMZbrvTbeZJHPCIKQ4XDM8fEex8e7jEYbxHGG7xnO\nn3/sz/pk/batz3zmM3zmM5/5pr72m7KjFDay9leBXzPG/G33sfeBV4wx+0KIs8DvGGOeFkL8PIAx\n5m+6r/t14H8wxnzpI8/3bWZH+aBkV7M4uY7nLROQrdFNq4cP/CHcFLn8GbSxLmNKdpasLwvbLHWD\n0JVVqOnOxhtp7WKDbKNSskN1NvfNLk86O5Uqq6xbpmcoZRVuS6raUrFnt97CmbMb1NKHwjEarFBD\nry6BnngAb7iR2i32DGK0yVevX6MoK+IkJYoTmqZyeWEVURhZJkMQ4glBVVeEoU8cJautv8HQ1DVN\n03J4eISUkixLV5P6YNDj/PkrZEmf3//il3jjy2+xvj4mHcSEccTa2pgPrl5nvL7O408+zuHhAVvb\nm0RhzMnxEZcunufMzhnyomQynTCZntLL1phNj1gscufCZrm362vrlEXJdDIlSTO2zmyye+Mu+XRB\nawzf/YmXKKuWr31wjWe/42nAsL29Sd00LBYL97cW9PopW1ubyK6lc0ZDnu9jtHYYsPUQ8TwfgaaT\ny0xBg+8HTGdTBv0RBsN0espjjzxO17XMFhP6vR5pkvJ9L30f/8vf/XsEUcja+jpXLl9hfX3d7gOM\ncWGj9k6lKG2c/SLPOdjbZX1rhzAMiMKYsiyZzqbs7Jxn794N+sMN68cRphzdP7D0uDhgtDbkqaee\nIQwjXv3SZ6ibiv6gz0svfg9NU3H33tfoZT1e+vj3orXk9t5tgjCiKhe0XUUYRiy9/pumIIpikiSl\nLOfEUchP/IWf5crlJ3koRv76dpTfsAELO+r+InBijPlrH/n4/+Q+9j+6pjs2xvy8W8L9Iyzuex74\nN8DjH+24384N2BjD/OgaWjd4QoKRGDTKDNHGtycW7vZeW8bCkuTVtRWYDtXObeNUnXM860BrUVas\n8wAAIABJREFUpDYuQSNg6ZGglELJGtk2FutzeW82qVc5CprLi3MYrtRWQIH5qOzYrJZtBhwTwirn\nlhQIG3lv7CLJ8YS1ixYHw1fvH1B1HQifwWDAfL4gSRMEhizro7SdiC2tTCO7jqzXI/R9m0whrSdB\nEqd2EixLjo8OaBpJvihI0wRjoKlqev2MNO7TtC179/bpuoa0lyKE4ML5CyzmC6LYt3AKhizNuHTh\nHJcvXbYijsEaTVVz69Z1gijl+OgYJVsm0zlVUdEfDajKmtD3MSZAats87324S93W/KWf/sv82j/7\nFaRWaA+efflpzp63WW5VXTGbzvA865aGsObsURQ7tV9IFEUYA9FKkGCNkqRU9LIebVfb14S06cxB\nEFKUOW3bgjEMh0OqqiKKQ5I44tFzl7j2/i2u37zNzplN4jjmwoULJHGy4vx2UrFYLJhMJuRFRZok\n3L17h62tM0jVEkcJ2iimkymDwQiEz83r1/iu7/l+bt+8QVmWXLh4mbSXcPXtr5L2Qh5/6nGeeOLj\n7N6/yf7+nvXHGAxpu5IzG2d5/fV3eP75l7j0yAVOJ0c0jXVTU9oKWLY2zjOdHSNlQxTbRWsv6/Gz\n/8F/Rj8bfsv9140QODs+93x/0ic1/y8e86dX36of8PcB/yHwVSHEG+5jfx34m8AvCyH+ExwNDcAY\nc1UI8cvAVWxS489923bbP6KEEPhxH11biMAYmwZsTI0RmfPPtVOlNZvBcoa1spQuVeHRWltJ40KS\ncZlr2k5GSzWZVAqpA1TrQja1nWqlNG6Cgk5phNGrWHq7pDOriJ7lczl0wprvaIUwYjXZLheKBiuQ\nCH2bfGxtM+2Lc/PceTg4cBO0JMv6lFXJzvYZlNLUtfXGDQLfZpR1iiRNKIoc2T2AOLRShFGI51lL\nxHPnL6Ckoshz7u8eUOQlR3dPiIKAVijOXTrLY088hofP3Tu3qJqKg8NDer0MgcdgmJAmKf1eRtZP\nKauCOM6oygVBELG5sQG+Ty+NqZoGbQzr6+tMJxOSOEQqCELBwe4JWZoRZRHjzRH/6v/6VSrZ0e9n\njLfGLGY5i3nOx579ONPJjM3NNYQnOD2dEARWFCETzXg0tLzftqau7T/rXxzQttYOUynrExHFMWU5\nI44iFospTz35PHfu3qQsnfmP7vCEa/jFgpdefIm3371KUfQwCKqqcXCHYDI5cSboOPl0RVOXxHHG\n8ZEVSJSlZXsk6YCbH95kOBwT+hFvvfE6z73wElVZcjo54OPP/whvvf4mZb6ga9+jaTsGw5Qf/ZGf\n4up7X3ahrGt0jebilfNsbK5zZvsct+98jcuXnuLg8A5x1GM43GSxmNp06vG686nw0ErRy/p/Oj1P\na65++AZRGPLopWfx8P8Ez7v0xf72ncK/YQM2xvwefzxb4kf+mMf8DeBvfAvH9W+10t4msp7Y/ywj\neJAYXQOJXagRgJtyrc9Ch2cUCIXxPbS0IZcCjUbYFwIuvNNot/wCdGNlxG6RZrSxrAnH6bWCC7nC\nbWHp7WDfCuf5YGFe+3jrB6GdqZtlBAsDxkhCYb+XNsvIIvtj5h3UrSIMQpq2dY1FcHx8yHA0BmEY\nDgY0TeO2/gIlFePROl1XM5/nFHlJFCfUdUeapBR5QdvYC1kcRVx55AqnJ6c0dcfdG7vUdctiuuBw\n44idc1ucv3ie4+ND4igmigJ3Imf0spRzZ89ZClxgzXtCJwoZDMdWFBHHmKniwoXzNI2lZ83nORvj\nAXdu36Hf6+MHIVvbGyRxTF03DDeGRElMWVSMhmcpioIb1z5kc2dMWdb4QURTt3SeJk5CNtbXkbLj\n8OiArlOrqHut7cUoSxPAegIbA0WeI4RHGEZUVcnNW1+zHG+jyPPa7Rfs4nWWL3j6coonBIvZAtm1\noDVh4BPEKYf39/B8jzQboDXUZU3bKcIoZTQeMZ9NqaqcOYIz585TzkvSbMCdO7u89PLL3Ltzm8ce\nf4Jnn3uBz33uN/n0D32aGx/e5MMPrjGdTFjkM05P/wWbm1tkWZ8z2xf5rd/+TaqqZXNrxlvvvsnl\nS08CFlbpuoaqnuOJAK0l+WLGcLgGRuN7H4lg+Ra78LvXv8T1W2+DkNw/usn3f+Inv+FzroYjoKxz\nemkPpe3dpQ1//faph0q4P6L8IAbhg3HeCU7669GgTIBAY/AxSoORCDqEqZ1HggvU9H3aVrL0gDBE\n1o1sJZawsmSl7FuBREltaWsG99ygupa27YjjaOXt4DhmzuHM4AnsMblmql1jreuOMFyGbS4faVYU\nNdz0HqUJ905O6DpJrz8gjGJms1OCIKTfHzGfT9EafN8j8D2iKCIMQhDWRc7zUvp9m2KxWOSozire\nAKqqYT6Z2ztIvUsYWtPwJ599kqzX5+j+PkVe2LBP2TAeD1lf3+D05JjtrS0G/QGDQYbWkihO8LyA\nMIydEk0TRQlta2/3lxLs3d092qbjzJkt7t3dYzwekxc1yjmY3bpxj/XNMWkWc3IyIQwC8umMnfV1\nbt+9h8aakmu9wPN8zp47g+8byrJgPl8gpfU8lp0iiiJGoz6tE21kWbrC34PQZrUtFjN6vR5VVVM3\nOWEQOLP3cBVlpZRimk85s3OG49MTmqZB43F8OsX3FvhB6oQwfRaLBfN5juf7gM/JSUl/MCLJPA7u\n73Pt3ausb+1wuL/PxSuXeO/qVT79Iz+IQfPaa1/khRe/i9df+yyf+tQP8eJ3vMxrX/kcgQi5dPEZ\nDg7vcnxyjSov+fCDG/T6ffb3DwFJXZXsbG+sZOZd25GmMXVVsjbeQsqWqsx58bm/8C1OnYZXX/8N\nnnjsRT64+QZGCJIoYpYf8OV3fp3nnvg088WM7c1zf+iRZbXgvetf4qVnf5Df+MwvIU1JLxvSdAuO\njiZ84vkf5mNPfMcf+n5/+Frx5zM1P2zAf6jsHyPt7VAX99yiSrgGp/BMjqIHSDw6C00YZynJkp0g\nrDqOxsEHABKbQmx5mtrhtwLwPFByGZL5wOXK+r36JInnRBVLKAOky58TYglLLHm+S0RaEIYPvGFX\nGXFu+SaVXgVVnn3kDNOjE0ajEfPFwn3PFCE81sYblOUcL7DwRdc5DDmULN3YPM9j0O+Rpim9Xt95\n0ho84TOfzSgXFZPjGdtntpkcnTI5OEWqQxSa7fPbbGyvgacpy5LxeIAnNI9cuUgURaRxjB+EBGFE\nlvUt3iqspNrKe5XzcfCIY4shr60N6fV73Lp5m+GwR1m1ZL2Esqwoy5LN7TFVZT0s8nnJxcvnKSc5\nb731LkoISDx8P2Qw7BNFIacnJwgP12QVbdMwGPbZ2Nygl1kBSBPWq5ijMAwdbOWuiL5PUZSWaRIn\nDPrWtMYYGz0/Hq9TlAXT+ZSf+LEfJa9r3nnnHWZ5yf79fZI4JRsMiKOE27duMV7b4OyFK9y8fo3H\nn/wYt258SK/XZ3PrDPPpjKZqePaF5/mNf3mLx598gguXLvL2W68zHA34+HPfya/9yq/S1AWf936b\nT37vp/n0p36UL7z6O7zz7ms8+cSzIDZpmpKmqpFaUZYzBsMek+kpG2vr1r85nxIEPvP5BN/3yfMZ\n585eIYkznnvm5W/pDJzNTzie3uPeqx86KqXC9y0lcv/oDgdH/5hRb4vtzZ/8A4+b56f85mf/d86e\nucjnvvzPMV6NQCNVyWw+ZTTsMVscfeRMNxyf7rE5PssHt97m7M5lwiDi6rVXeeGZT7vv+WdbDxvw\nHyqb/xKlY6r83h/wVrBlEKbG+jwohLCTKM6/1XI2A4xuLZHeSXiVajCqc9Jh3FTtYui1wmjbSI3L\nLbONUq3EE/BAtKG1tsCCkx3rj0AJD5gZrmE7LNnuMJbHan8OY2xCs9IwW8yom4owCkjijLqpGAxG\n7O7dJE0zhGM9GGNI4oS27dBG4blBYTqf0bUdZVm77b9nBQtRzLnz21y4eA5tIOvFjDfW2LuzS54X\nbilpLziDQY/RaEQUBIyGlocbRallGqyi6UFptVKnWXQsWC3EPM+n1+vT9wI8YciLmsODA05OpqRp\nQuB59Hopt2/uUVU1g1GPw/0DsrRPqxX9YZ84TGiqmmJecHJwih95PPXxJwijgPXtTfr9jKat6bqW\nsrJLKSFsOka/P7SuZdjsuLqpnbm7ndLzPGdne8eJOawnxuHRIZvrGxxN/m/23vNXtuw88/uttfOu\nvSuefG5O3X27m2QziVESJUoiJBHyGJb0RV/kMIAB/xu2AX8b2B/GI3sAezyWx5A1BjSjUSIp5iab\nHchON8eTT+WqncPyh7VPdc9ApkSKAgyjF9DocG+fe6pO1Vvvet/n+T2nnN88z9e//nWOjocsZhFK\nKkqzZDYa4YchWRLT7fXYWN8lTRIO9vfI0opbb7/NYO2Ih7fvM9jeBFGwubvJ4eEe2zvbfPiln2M2\nG/HkyT2e//CH+cZf/hW3f/iQVuBz+cpVfvmXfp3bt9/i0eM7XLp4jadPn1IJhYEOII1jSVVVPN17\nzIWLl5hMh0jTbJazOv368OghnaBNv7/xU7/7Dk8ecTrap0ZRVhlFrnA9k7wsV7TCmoKTyV4zatAj\nwtlsyJ985Q9YX9vg8f5dpDTxXBchFWmhredFUXPlQgAokjTi6y//axbxjMBvI42aN+9+A99tMRlP\nubB7k7X+1k/9OP6u54MC/P9yhJRYTo8i1Z+YSumih1CIOll1xno0oc0SNNE+Oq4GECZKVEBBXQvq\nuokUamRjZ2qFWqn3Feom8aIsGqh1jZRS/3ozBy4bBgHQKCWknkfXzdii1p3xmS1Zv3CVjvIpKyxT\nF6+q0gqDUhhkTeS973fIi6T5fyrCoMMimmMaWnlhmRZpmqBQDYpQd/FlUTKbaZG+TkGutb01y4kW\nCY7tMZtNNSe4qmh3W0gDXNfG9R1tDfY9XNeh024D4DjN0lNIpGhgNNJAStH8Xa6QjGVZNFFIRRMx\nlOH7LTrtDlVVcunKNU6Oj0izjMlkhh94zGcl3X4XQwgWsyXrmwMWiyVpnDAb5yRxSnety4c++iLS\n0Degssw4PpkjAMu2MZuwUR2S6lJVFWmaY1kmUlpNjE+NZTkURUG/v8bp8BBpGJRljmHYBK02s/kM\nx14nbHdZzhdEUcLD+4/ZvbhF0A4QSqKqijzLmU6nPH64x9Wr13n3nR9xdHjCxz/5Ke7ceRvDcfnc\npz/HZDlBKIMXbr7A0fEh9995Hc+x+dhnf557D97i+Y+9yA9feQ3TDHjw4D7z+ZQb11/k0qVr3L//\nLodHh9iujes4WJYkSSI0iH1MpxNiWYZmWyttDBEYeG6LZ298hJ/++q547e2v6mSSLF256SzDRlVQ\nozP26rokiiKKIseyHQ4OH/JvvvIvCAKf4+ER3XaXigqFDoQtsoLNzU2yLKPX2eCVH36Vt+6+Qthq\nkeUxSpS4jkMn7HB0fIxlOpyOjxj0tLfsH3KJ90EB/jHHCzfJk2Gz5GoYugoNPClyEHqxVjbFuCya\nrlDqK3jdFD8hHVBLaCLvVa1QTUFVdUnVqAj0gk5RltnKkFHX+gWO0J1xlpa4rkVVKWazmCDQabhn\net6zF/+Zo040hooz6plpyMbJpx+TYRjs7T0mTqImgDElyzKkYZA1/1w1wZ00HaeUJoZpYEi5CmN0\nXY+NDYfFYkmWZaz1t6nKmgf375HGOWk2xDAMTCMjjRKKvMRveSvKW1WVTCYT8iIjaLUwhNk4EQ0N\nSTcMBDr5oaqKZuxirMY1Umo2hRAC1/WQQiINk7LI2dzYIMtSZtOZtoeXBWVZsLE50JyFWnd582mE\nNAS249Jb0xpcyzbY23uCaRoEYUiaJgA4roVpGfoWUwnCsN0oURRh0MF2rCZrTZFlReNuLFHKIAz6\nxPGcLMsIA59FNMO2HZbxkngxIcsK4kinMyMkSaR1v77fZjpdIi2T8XDC8f4h/c0Brufyw1dfZffy\nOcq84l/97/+S3/sv/jPyPOf4dA9Q/OqXv4jr+YReF8OEvcO7/Nbv/Ec8fHibXm/A8ckJtfoRm1s7\nTCYzllFMrcB1LeJFTK8fkGQ5hinJi4R22GU0OmZ3+yLXL17n+OgAyw14/qccPyjOGgZN6kMoPDdg\nNp+RI1CiIGgFzJdzbMOkrmuSLObuo7e4de9lBmsdDGHguh0M02C+nKFErRfCns9kNkYKk29+/9+Q\nZhn9fo84WdDrdbXhyDAYT8a0AhelBLtbF1hEM9698zqIik9+5Jf/QQrxBwX4xxxp2EgroM5nq4UV\nSqEq1Vz165U0Uddgbeety0LPaIWgbn6vkDZ1oQBdhFGKqsjRHJxiZQmui0IrFmrdFWubsKTMtTED\nAWlWUuQVpimpVd0EOKrVRh2hgzjP4oZWqgilNRm69dboSoRgkmQkcYZsLKQgaLVCPM9B1Trq3XE8\nLMtiudS4QVRNFCUYhqSqFGVRaPtry6PTCTGEIAja3HjmhtYkN2wDpWrSNCNNYmazGZZp4rhashUG\nLdbW1pCGiZA6PRpqhJTN86D1KIY0GoldYyzRDwghDDzXoqpriiJH1toeblkmdW2xvb3JdDYjTRM2\nNtZI0pSyKlEVVGVNp9cBNJozTRNtpbYt+oMudQ3D0yGWabC5s6m1wI69GovESYxobNpZnlLVVpOQ\n3CSVoK/wi8WC2WxOWRYgJEqNUUrR7w0oixSnFfKRD3+IwL9Dr9/l4tVLPLh7n9l0hOO2yJKUJE7x\ngxb7wwnru+t0Bl1GhydE8YJr16/z8N49Xv3Bd1nfGKCUx8Pbb3P33j1A0h/0+fXf/DKf+9xnuXXn\nHTY3d/nmN/+cjc0tojhm7+lj7t25Sxj6VDU6mt61qMsSKQS+61BXCtty2dnZ4Y03X8OUgicPjrh+\n4wbf+e7X+dKv9fFcDW+3LfvHvsfOLN5ZlmKaJrPFjHbHaazvSwxLYgiB53YYTkagFH67g4/P/tFd\nbj14hdF0hBAG21sDlFBkRULYCkBJlmrB6XCC67hUssJzPGpRNbcoqW9kdUyaJQgJthUgheSP/u0f\n4Ho2W+tbLOMpX3v5iMUi5jd/+T/9mc6GPyjAP+YoIOxdYHL0Jgj9xi+KvJnjNsW4GSVAU4iVoK4q\nbZJQuriq+j29cN38c1Xkep5V6rlwVRZUlTZgnI0YdP8qV+wIKWRj3KgQEoSS5EXZ4C5Vo09+zwV3\ntpB7/3IOeN+v19imS5FEAHTaXZbRXDNtlwuWyzm9Xo9up08UL8izcsWlzYsKaUjSLF3l4UlpkMSa\ndWFaFlmaMh3OoQZhCqRhIJtC7HkOru1gWhLXsRDUSAGnp8dAzVqvR1lmuF6Lssh1/hmiGTkITCGQ\n0qQsc01zAyzLpMhzFGDbDkYzpshz/WYbDHpYlomiZnQ6pay0wUMIDQqyTAtQnJ6O8IOAqqjxfIss\nK+h0AjY317Btk6zIiaOY2WyuO3MpcBynSWJudKfCWz3XUkj8Vgtp6J99liXUdY3TGDR63QHD0SG9\nboeTo31u3rzByfEh957ss7e3T1E1M28pdfS8qSH2e4+fIk3BzuY6tmNw/ZlniZZjPvqZl1hb3yDL\nY4TIsEOPjY01fvjG24yHY/7a+ytu3XqXz37m8xRlydbWNmmWIKWg5XtMJ1Ms12Zto6dfP2XNIonx\nPJ/B2hrbm7s83LvFcrEkDF2klPR6Prdff5O3v/c6f/7H/xedbpsor/mnf/CHf8u7TLcvf/mNf8HW\nxhUMQ+r4qVIhhYmqKkqRUdQSKSS9bpfJbIRrebx9/9vMpks6nR5QMVvO8NwWpqlHc5PZSKt8LB1Y\napsWCmj5LYoyxfc94mTBchlR1TVhq0sUz7BMG69l0g5bROkcKQST+YiPPPfLP/PF3AcF+MccgUJI\nB8frk8UnVGfdaJlD00mqs/ThJiG4LDUcRTvhSqpKUDVyM1Wf0cca23GZ62KotGrBkAIsY1Xgq4Zu\nlaalnrmhf+9kHNHttjBtiaj1ok0v56qm21WrKdxZMvJ76QRitfRSSiFNg7zIsB2Hk5NjLMsEYeD7\nnmYgVxW10rKyqq6REsZjzYXQYxb9nDiOtsGWRdUUIgtZS072h2RZgWEa9NY6WlKmFItZged5BGFI\nlpW4nktZKWzHASWI01R3UVXVzJpprvEaIiSFqcH4tV74aZNKidFwe/Vj13PZs8fqeh5FUbA2WEdK\nk9FoQhLF2loNHDw9JMtyELBzfof1zQF5llNWBbPJjOl4SrvX1vpdKf69D7h2F1otLRWzLIsiLxEN\nWMexbabTEVJapKnGSmptcEJdL4iiBaZpUBQ149mU65dvcOvuA3a2t4izil57gO0YDbdC4bUctnd2\nSPOIza11wnZIkiYcHT2l2w1pd9pMJidsbu5SqwLXdxGGwfUbV7h77wEnw2PSPGUyGdMb9HnumRc4\nOHrMwdE+0+mUyXDGxevnVgGuGBWtwOfcuYtcOHeeB0/eIUtTDEPQbbdZLhN2z2/Q8TxkKcjzmqOT\nEf/1f/ff/+3vsWZXkZUp9x7/SBtaipKW75GkGVla0uk6mNLGsgosw2BjbZvjkwOCoEUQepgGjKdL\nBv02iBrPDhnNNGkPJbB9l9l8jmkZGFKreRAVZS6YzRf0un2qumAZLwiDNlIYtCyFIQ0mkyFFWWIa\nNncevMHDR3cpqgzX8vj0J34F126Sb37K80EB/jFHoYlofvcCSTTSagUaUVpVI6Se+wopUZVe0pwx\nIqpSa34RBrWSGrZTn+l8tbZYSANVatKZXuS8v2ttGA1CA9XjKMdxDebTGMfWAOyyrDhrvwUCU+oi\nmSUFjmM1Hbc6a3mbr3sWZ6T/szBM4iSlRnDt6rM8eXqfdrvNdDrGa/mYhkESR03opN1Axteo67KR\nH8XEcaJvBgh6vS6GaWJISdDqcPHKNYpcZ6jluQbIpKlWGIxPRzx9uI/j2Kxt9Th3YYcsTaiKEinX\nNAPBMLAsgWFoPbVskn/Lqmi6keYnIg0sw6CuFGVdrToVze21GyCR0HjNNEU1brU8zciyDNO06fTb\nJIl2cx0fHVOWFYYQjE+mOuY+y+ludFnf6SOEoNvr0Gr5+C0PQ2o7tmWZTZerr9RSSAzTwFZOEyGv\n3YRaqqYoS4OqUiu3XdjuUdWKj338M7z55qucHo/58j/6T3jthy9r9YctkRJsx8T1bMpKLx9bgQ4H\nUErRClxOTw7xWwG2ZXB0dMhoeMrm5iaGZTIcT1nf6DKeHHN0vM9sMiJazvjVL/4G3/rO13jx525i\nSoEpJVmc0gpa9Hp9nrlxjTyPaTttbpy7SZou9LK2X7Ocz+hc7bKMIrIc6jzn4qW/HcijmgW2KW2U\nrW93WVpi21nj4ixI0opptsC2bA6PT2m324RBQJZltMOQJE0xTIFtW6RZwng6xrFdDMNguphT1RWW\nLTGlA5SYpiBeVli2QJqGZkcDpiWb5qEkz0rG8YyyKhuzUc5sOcQyxywWMVlaIKRBt9Pn2uUXtO36\npzgfFOAfc8486FKa+J1dlqNHQLMwQL3nOms0tXWTnqHnA5XO46TUxbWqV9vyuiioy1IzHpo57Wqk\noc7CQPUct6z1n2U5BmVZY7uWLjRlvdLy6jw7KErtQnIda2VNhvekaf/hUUrR6faQe3sIAXsHj1b8\nX89vadJWkeI4HkrV2JZNXhS4jgvoDn1rs7O6FSiliOOEsiyo65rh6JiiyMmynDROWcwipGFgGiaz\n0Yzh8QRpGFi2S1koZpM5nu9gyIzZbEFra7MZ+ejnxTRMTQdTSmegFTlCGE13ryiLEoW2jpeNbEkv\nRMGyLD26MPQHZBC2se0CoWrG4ymj0yGqFkTLGMuxCXtB8/UkfhiQ5xm7O+sM1nv017tY1ll0VE2R\nZyjTJC8UcfyeBE9/KEnIaUwjsknRkHrRWmsruGkaVFVJkYMUUJY58fSE3Z1N3vzRbb7xlb/ECW1a\nW+uMR0MMy0cIhW1ZZGnGYjElbIdES51A7fsefhBwcPAY0zTY2d0hSys818X3HGzXIUlSgpZHJDNm\nixHJImW+OGUyndHrB0wnc1zHYOfieQbtHpcvXqBntmi11jDau6xfeob22jaGYXL6+BYo8LtrWH5A\nWVekccT71RB/kyfu7LWeZjGLeInvWyipyIsMcKlVRlnWFEVNluSURUWa5yhRsdbvoYBltMQ0bQK/\nRRQvSOKcsqqQ0qKqai7snme2GNFud4jjJUJKouVSNyalYK3XZzgdUleC9UEf27TZO9hH68pdyjgh\nLzJMU0dDTacFrmtj2Qankwfce/Qma/1NfC9AIn7ibviDAvxjz3tPpt/eJpoeUpfxe792dpWvKw3a\nObv6CwshFapMqWuFFIrqzMghJGXThWZ5hdH8zKSQOvOs4dHq4qso8rKhbWmQumlJ0qygrhWWaZAX\nJdKQiCahqCybNLv3qQPOXGL6uxbNKEUDzyu0DC7LUjwvbLo0DVrJshTLsvC8FnG0XC2csqzp9FEs\nFjmWbZEmKctI83y73R5xlFDXep6dpbpQSmng2h5BO+DSlassZnOOD44wEKiiZjyaMxAdBJBnGWWe\nsbW1QSsIcb0WhtRyMyn1HFkXWK1+oNaKASnOHqUeWUip9dVCSEzTxvMD1qTBwcEBh4dHSNOkrhS+\n12I+X+KHLWzb0g68dkCZVywWc5zaIkkiTk5L0ixGGBIhwPd9DEPgtbzGgAKmKWi1+qRpqu3beYph\nSBaLhV4OSonOnvMoipyyrPD9Fq3AZ7GY0PECrt24yF998zsMtvocnZzwzM41TFNiNCqWosjpr/WY\nz+aUVc16u8vm5i7L5ZS6KrAsE9MyCMM2nueyXB5TLTLmsyXrrk1ZVnRCfzXWaW/3mEeneKFLtEzw\nLYOXrlwlVAZB0MXLKnZuXAdVc+cbf8n0cJ/O+iY7L3wSVdfsPb2Pc3ifzXPXaG9coNdbZ/+tl/E7\na/R2ryKMf59moFD8u6/9c2zL49z2s5imyXKZ0+64WpEwmhN0HALfYxEtiZKUlh+w1hvaRaf3AAAg\nAElEQVTge47WYZc1rm1h2xbTNGY0mtLvd/CtgPFkguPY3Lp7h/PnNynKjFpVzEYzHMcjbPlkRc7R\n6Qm9do+akqpQPNx/jG27euSnalzXxrYcxpMRtmVjmALH1TD/JM6xHJNvfv9PEBj8xhd/j7DV+4kq\nzAcF+Cc4/e3nGe69ho6CV0ihE5PrZhRwJjVCaT6whvUU1DUo0STb1qUuRgJc21pF+ZRl1XTDTYYb\nrLrZqqoplaIoSwxpaPVD436zLN0ZK3SRqeomWXkVSa//XpZ6aaa/L1bjDr3cEyRRgiHtJvVYYyd9\nv4VhCKLlEtm8gfLGzpvlGVVZ4vstlssFSZIxm57BuofaiWda7Ozs4HktltGCxXzOeDjh9OSE46Mj\nvdwZL8mzgvliSbcXoijptEO2tjcJQm2LFkiKIqeSeuFlYjY9r3ifUUWjIfVjLZtbhGpIclUzny+b\nMEuDfr9PWdYcHZ0Qdjoki5jAa+G1fPb39hienqJghV00hUmSpiRLvZRxfXdlDzdNzYd2fHv15yZJ\njGWZLKP5akEppS6IeZ43ySDadahdczWL5YLWpesgJRsbm7TaAd1BQq/Xp9VqYZgS23G4dP48vV6X\nVrvHgwd3Kcqcqi5J0yWWZRKGXebLBdPpDMcx6fcHhGHI+HRMHmc4pkb0F0VBu+1RK7Bsg6qoMKgx\nC8W6ERAqH9VIIB2nxfzkgO7WeS5+4vNE0YxgsM78ZJ/1S8/S2blKnsaoMqPIM7I4wm6vc/fWK3jv\nvsozn/8ydmPoOdtlxGlEVsb88NbXiOIE07BIsxjTlkSTCMuBOEro9doIqQNgkSXLNGetu0GUzDAt\nhyhZsphHtHyPNKtQdc6g32cynbG2rgH6RVawXMY4roPn2hRVgW3Z+uZaVyyjhDyfEIQhZZETJRFh\nq4OUMJlNGocnOLbHdD6l1dKqIKEMJrMptulycPSIZ65+UID/QY6WGLn47S2i2QGqfM9UcfbmVo0B\no64zqgpqHJQ0UCrRX0EYut1tEi90EKbuhlTjUDMMsVJDKKW7U62RBNuy9FxSysYaLZout0k+rqum\nuxXoSB9W8jkpZaPS0B3y2VCiLkp9VRaS4XCo04N7/eZ6XWE00KHmSdBX6zwjTTMEijRLMQ2LTtvF\ntlxs22pszJDEMVE05/T0mOUiYrlMGtqbzjBTtaKz1iGJE7y2y8bmGqYtcHyX0WiE77uEoa+z6Gpt\ncrFtv/ne9CNQjeFD1YqiLBqzDCt2M6hGufHebcBxHYSATjdDSsnJySlVbjM5GXPv7gPKsiLotAh6\nHWzLbrTQFU3sKXWlWN9Yw3VtTNOkFeiMtyxLcR2n+TAUOg3kfTPoNM0pimJl3vBbgTaxlAVpmqzs\n3KoqmM0m2I7F5sYGeZmRpilB4DMY9JlN5zx89JgkzTEMkytXrrCxtoVpC+J4RpbpomXb+nHG8YKt\njW0e3XmIlII0LwgCDymgKio830NagtHJKcFSoCIDs2Oyd7zP5avX2L7yAnWRsRhPGD56yOTwFMd3\neZIXBP0eZQndzW2yeMHo0T28oMPGtWdJ4wWbOzcwTUGeRMTzCWF/gGE5LOdTep01nuw/oj9oowRk\neUFRKDrtNllaEi8LBms9QBK0LJI8xjL0Teh0dEKr5RAnC2aTBbZjUdaKTtBivpiR5jmdjo80DOIo\nZRnF+F4L23aJkpg8y+l2eqi64uDklCBo6QSWeInnenTbPeIoQkhot3WklmlYjCcTTNNkOo30zUsJ\nLMulEgrPC37iuvJBAf4JT7t/hSyaaGB6rvPYhKEXKtp4oUcT1GUD39HZXSgd6V032ltpSCh0d1E1\nEemrTvis6DZLNF2wdFdbVnqMIcVZDyhW3XiSFRhSageRoXXEAMb7dMBCipUVGaU7aEPoqHiEoNvt\nkWap1q2WFdbZY6srlNLXMtt22Nw8x2IxXSkvtBZZQ2WWyxkAWVowGc8ocp2urCVGKZZt8cILH+bg\nYI/To2Ncz0UqyaC9TtAOOZ3s02l3sCxbRzydqSoaPbB+ALKRXavGaKJZGmVZ6Ww+aZDnqTaNrD7U\ntDtuNh8jpUHQ0sxgx7FYyggndPFzj7KsMB1t4nAcC8e3MQ1Jt9/WS67QwzC06qVWFbPZVAd2GpI0\ne48DYVkmjuPQ6bSYTCaNGy7XYylpNEoCTUsripygFVKkMd3BJuP5ks31Ncra5s7ddxBCL97KomS2\nnDCeTkjjDNOy+OpXvkaaZqxvDPjVX/kSlpnheS1Mc0meF0gJD+/foqZi89w6nmvjhy3mkwVuSz+W\neBhRHqQYwuDi1XOUiwSvtnj8xj0ev34fUxq0AofP/87vEG7vc/et1+id28UyJKeP7pEspvjdHobj\n8fidNzi4/RY3Pv9F4umUeHgAwsTxA5bTKcOj+7RaXUKnRyccE8cxQgpsy6CuBFG8wLYFpmFhGLrz\nnc8j1jprTJZDPFtbjKu6Jo1zbEfLGfteG8u2qaoa0xJ4jk8cJRRlieM4KEqWy+WKHTIajZnNI3Z2\n1psGSOB7DoZpkmcplaoo05o0rSiKEoTANAyKsiQMPMqywLY0We+3v/yP8dzWT1xP/k6JGD/r8/9l\nIPvfehRUVc7R4x9QlxlVngJNCnFZoKqSGkmRpdRlSd24taoio6h096SqVMPay5KiKMizYiVUqCs9\n602zork+a/vw2cihKHQxNqRcFdK6AoQiaRjGQmpFxArU3qxA3p/kcfb8DzYHHJcV7969Q5YVhO2Q\nsizpdDq4noch0ZZPS2MqjUZup/Ps9AvQcR3iOCJN05U9WCmIlokOk2xmtiAoioLZdM7x0xOKrESY\nkk4nZHSsQz5bbZcr1y7Q63UJwoD19T6+62M7Ho7tIJqlo2wsygCrTDt0MklR5JiGSV4UzYVDfz9l\nqWfbZVmuRhdRFHF6OuTg4JDpdE4Sp0TLhGgeawlerdg6t420GqlbWZKmCWtbA1zPoar1B9J8PsNx\n9AjCb3m0Ah9QTd7dGsPhiAvnL7K3/wTDMIjjxsRSKgaDHuPxmEG/zxc/9TlmkwmlqvjBu29TVorh\ncIzjmKyv62SQ73//B3iey2wRkSYZtmVSFCWLeYwEfuEXf4FO3yUIQ05Pj/Acj8cPH1ApDRSK5jH9\nQYjKK2zH4p03HnFtaxNZS2zXYqPXRVQQtDzWt7c5fnSAZZj4nsP5F65y5cWXsFshdVWTzWe0ul2E\nYVKkEYbj8urLf05/MCB9dMzHfut3ePjGt0lOhwhhcfGlT9DduUA82aO9eYlvvf5n7B8/5dz5TWbL\nJWmc0eu1GY0nuLZNp9shjnKyMkIKgzAImC+numGo4ODoGNux6XY6xEmCIQ26vTZZlnJ0OKKoSmzL\nZHtjm/lyhm1pVGhZaat/K3BouaHWsxc1UZxRFiVRHOnGQGhutm2ZlGWF57XQMv8alKH3Ba0Wz994\nieef+dTfWDL+vkD2D877jhIKw7TpbVxncnQLLJsyz0CVgIkwgDzXri2pOZB1VWj9KgpErYlbQqKQ\njVVZaH5w3fw/pcKQAlULkBLbFGAI8qLEMjXJDLROUWtzFXlekUQ57ba3co7B2YJP63llY2I467AN\nwyBeRsRKswrKqtaMW9OgViVSQpKmWJaefxqGJM0y1tc2qGud2GFIbcbQYvw+s9kMVaNftLaJwiKJ\nE5I4IU00XLxIc0anU7Is1+6zLpy7skuyXFLVNXGc4LgOg/U1et01tGmkIsv1UtC0bISUlEUBqMZ2\nTbNArFZMCGBl507TVL9pBARBm/2DJ6hasIyXHB2dIKW2O5u2yfrmGr1+RRJnCCHY2N3i4OlT6qpm\nPllgWiaT0xkXru2Sxwl5nuG6HlVdYZuSLMsxTWNlrY2iGMuyuHf/HmEYNB2YoMgLLM8iSRM63Q6G\nYZAs5vQ3djg4eNxwQECKCtdr4bouyJogbDEcTvB9PfJZLiKSJGX3wgZVWfEXf/FXOMLk9/7z38Fz\nW9iGhyEEbuCRn4zptD2kAtfzGB/PuHxuk363jWWY1Jmmy33i136e4ZNHXHzmRRzPZHx6ijPoMdp/\nysaFKxjxklvf+i7RZIEQsHV5mzLN8PsDnnnm43TWNojWjijzjPMv/hzf+tM/omNmPH3rDY7uvEV3\n+xytwS4fvvAhXKvFNNrHMiWVJVgsYtphgFIldV2wiCfsbJ5juhwhhKTTbhHHKcPhnN3tHU7GpxRF\nSTvUIwBVwrvvPCJs+7i2jes6lFXWWPgrfC/gydMpaZoyGZvEyQFOk0ySJCmtVoBCUpWCvKpxHT2C\naLcdpNGonwyJgY0hPH77y/9lo5j6m7QeP/580AH/pOfsOVYwPr1HNNmnKjLKIm1SLorGZpw1pgxJ\nkeeN5VWPBKqyYQSkGTotWfMeyrMssVqtoniqSo8giqIBizTyNUOeISr1OdMNoyArCizTWP13Kc/A\nPWeLOV2YK6W1zGkr5Nb9O0jTYm19nflsBih2ds4zmZys9M62Y2thu201HWSFZdmrr1cURTOL1YnI\ncRQTBB0Ws6nGOOYlAJ4TYDsW0TIiWixJ4pgwDFfMi7Ddot/v0e11CIIWly5e1ssZw8JxXcqiWHXh\nZ3+dQXlM01wpQKq6wjRMpNShm7oDzwB48823MG2bw/0jbMfGcV32nuyTZTlCCBZNWrNhGexe2NUR\nSn6rMd7U2K7dwGBsyrLg8PCAXr+L5zmrn4nrOkRxim3pRdh0NiGOYizLaSRxFovlHN/3kULQDUM+\n8+GP4zguL7/+PWzP42h41IxgTIJWQJalLJYRDx885fRkrBdUhsS2LUanM3bPr3P/zhNsyyKZp/zK\nb3yeQbvD3Qd3UEWNKwwcZbHR7yOqmk6vzaVnbpIsYoSoGO7t091cY/P8Fdr9DRbDId3NbUAhbZuX\n//iPyKIEx9Ng8yItyRO9SPYDj5e+9Kvc/va3WI7mnLt5jbUL5zCkhqO7gcdg9yqjp/eJTg7YeeET\nJPMTbD/g1fuvoOwM2/Q4GY0oi4zdc1ugJOPZCNvUy+jJfM65rS3G4xm2Y+J7PoZhkOXJytzy6NER\n21vrZEVKGPj6dSdqlosUib59LKIEyzSRhkapZkXGWn/AdDbFsixUXeO6PnESY1seruuSJDFKCWzL\nYaO/Q9justZd59lrH8Gy3vu5/4fngw74Z3net5Dqr1+lyCLSxQghLapaL4GqSoc2iqqmKkuktBC1\nZgxUZaEddmgZWVkCVCsJU1FoIE9V1xiGRAq1yp9T6MJbFBWGFA0rVXeA2g2mRwyuY/MeT1iu7MlG\no2Q441RIJCjF1sYab91+h27Y5mB/HyFgY2OLk5MDXRgr7fYri6p5sef6Ot503zoYVBe8aBGzWEQr\nVcd8NsNxXdbCDqZpkGcZ4/GUg/09okVMELTY3dnh7TdvY1omm9sDXNcnSRL8lofnrzNfTOmEXWoU\neZZh2hZxo/+saq33NYRBVRXkRYphmJoO0WTqnaV7GIZkNpsRxwnnL17kzu27AMwmc9pdrSfu9HqA\nYD6JOD0ZYRqGZlkY0Om1CdotNjY26Pc1qF6h8DyfMLxGluc4jstyOVtxOCzLIE011CiOEoIgxHV9\nRsMxpdDjmThasrW9w+baOqZpYlk2lmlzeHKC6/kU5RzDsLTNXUHL9wnbLcqyIo4SyrJic3sNt+Wy\nXKbs7q5zejpFSMXr332TL/7yp7kUrNPrbHDw4DFVUSFqhe949HoDWmGHw0f3GOxegrrm4rMfxjQt\n/vJ/+ZeoCsKeT5VXeoRW1xokJQTtQZeKjP5mm8nTEUmcMjx8yuPTA569eZPH79yl1Q0IeutsXrnB\nYjwkmk3wu+tMTve4/6PvcOmZl3D9Dp9/6Uvceuc7HKSH2I6BZ2ujhULhuwFhq02Sz3EciweP9jBN\nA1+5CClW8khVCY6PxmxudXAcSY1kPluSpiWT6QKlNH0vTXNcx25Sv02SpKBWcHw8IQh8iqJsPrj1\nQrnl+yyjJa5rYduOJrFVCV/41O+hhEYA/LTngwL89zgK2Dj3IkePXkOpKUrVFLVOiqhK7bzSUqkC\nMKjqghWMvTpj6TYR8Q1wvawUliWRhkVV6o5WSnAdqwnqVE1R0CYMqQSmecamQOMym5mntsvqr3tm\n+ZRSYhmySdIQgMCn4vz5izx4cB/D1C8JreyomM3nupsW4LkeWZ5BrcHiVrPpn80WNKHMGKah9bOl\nLn5+ywelKIqc6emC8WjKdDjHtm26vQ6+55NkBd2+nuEpBMvlgiDwSdOEPMsxDcliMaeioiwK8rzA\n9wPm8zlCGLi+y2w6w7bs1Yy45QfMFlN2ty/oCHXL5mR4giEkDx4+pCgqPebYWGN4OOTJnUf0+wOy\nKGMZz1nfWuf6zWeYT2fM5lOqsuJw/5hwGTKbLtjfP0CIGtdzWd9cxzQNhFAsFlNUrZpOXOF7bRyr\nwHFadDq64JqmQbvdZjg6YWN9k2W0IIkj1vvPkaS6Qw99j7tPFxSVtqvHcUxdlQgpSdOE8+fOkReP\nKMoKpXKGRyOuPXuRJMkoipK1TkBq2bx09Qr5yZRP/OKv8ZX/+19TUNPvBHzuN/9jDu7cZn48ZK+6\nz+buVXYuX+bZj/yctmznOZ3NHq1+l/nRiNPRmP56l2gW4zgW4+GcJMnYfvYG3/vGN3n+5rPUUcr+\nnftsbe1w785tWsohXkR0dy/zlf/pn9Hq9vjob/wG8WJGZ+My3//Gn7J4fMTWs9fo717m+o1PIg/e\n4unkAULVeI5DXlQUZc7J6JC1Xp8njw/odzsYFs1zKXFsvRiLohQhBUVWE8+XHJ+OMEwDx7awbAvX\ntijKEts2sW0LIRSDQYfRaIrruhRlRZKmuI61ej0ncQbKROICFkUu8d0uvhewiKeErS4/zejh7Hww\ngvgZnLoqOHz0GulySlVq222Z51RVzvHhCUJAO2w10rIzDKXmB+vIeT1ieI+cdZYHp7vbutYZcnmh\nY4uyvFy58M40vcAKG3lWgM/kWrJZUJ0952XjvFONisLvBNwezzg+PSHLEizbwTQsFDpyp91uN5jI\nEMdxmC+mGFKSNbNPlNBcBsUq+TiK9FyyLEqyLNdxS2XFdDhjOY8Q0uDqjStURUHoBWRxxJP9I4Ju\nC0XF+sYaYaiJbP1+H9t2SeKI45Mjer0BQRCw9/Qxg8EWZZkxHg3Z2j7P6ekRUko2NtY5PR2ytb1F\nkeW4rkde1ownQ6pScefWbQzDIoljLNtmPllycjSkRtEbdEEInXzRbXHx8kWCMKAqa54+eUpRFni+\ni+3YLBYLndzhO7iejW1bSGnQboda6ZDpvDzf9zENC0STxUdNlmYgBL7nYxmCz770cWxpIKTBq2//\nkOFiwTKa0w475HlOu90hyxI91zc0oWw4mTAeT5lNF+RJTqcbcO3aOaq44vMf/TRP792jTFK8dsDw\neAhS8Etf/kdE0ymv/MVX6e8McKVJNFvyzMc/RBEnVFnO+qUrTCYT7r37OkVU8bGf/wW6m5v8H//j\nPyPoBQzcNmVeMtjssnX1mjaELJeM947pbnQ49+x1/LDDcO8J29ee5c1vfRWRSi5/6Hkuf/STSEOy\nGJ2SDm+jzB62De3Ni5R5zOtPX8MLbZI8oxN2iZMlZV1Q5YpFtEQaMOitUVYJru0xmc45PZkxnS0p\n6xrbNPA8lyRJiZOclu9qE5Rh4PsOjuNQVYXeB/gtqrrEdXymsyktv0WWZ3iOzyJa4LstsrxomB4e\nH7n5WV564dOrG+vf5fy9Yun/Ic7/PwpwoyxAUeY5t956lTe+91XqquTChW3W+j0W0ZIfvPoOP3z9\nHebzJZ12i1/6wsfY2Ro0aoqicb7VK9XDWVy9lpihC2+uZ56qVuSFnqVmWd58SisQ+vfpkcV7xfZM\n8fCe8oFmvFE1c9KGuCbB3N7hOz/4Ho7rEcUR3e6ARVNoe/01ijIlDIIVg8FsFl6maZLlKY7jgoI8\nT1EKlsuI6USbEFStmjh2kELrZhfzBVmSYSmL2WTGeDrDD10s2+TchW0N5akrWmGLMAyxbYeyyJjP\nF3R7aywXExaLiBvP3Gx4BlO2d86RJhEKiedZ0Cw50yShVhVZmmKaFnGcsrm1zQ++9yrD4zFFXtJd\nazNYXyPPC44OjjjDe4adNkkSMdjosb27ie97CClYLJbMZgsU4HseNFBMLYGSXLhwASEU89kC1/Mw\nTY3tXCzm9HrrpEnMfDHDkJJ2p8sgDHl29zydXo+8VHz/jVcYR0vmiyWO49DrdSmK8n0fuhWGYWGa\nNmWZc3R6TBInTMdz1lttrm9tEXoh8+GE5SJp+BPa9dfutLj56U+zfeES/8N/89/S77bZCHRGXl0q\nsjTHlAaWY7J+YZP2YB3L9UimU5Rlcuedd+kEbeLJHNvQH/Z+4BLNEzp9bWTorPVwfY+g12fjyg1e\n//ZXkaomtELOP/8cd779Mh/+0pfI0xjbMpkfPaa9sUO+nCFaBkMrYh6PcW1t3ojjhOPhKRfO7Wp+\nsrQ5OpkwGs1xXD2z1a/FAsfVUjTb0kwSx3aYzed0u13G4ym10jfUMGyxjCI67Q55UWiXapURBu2V\necZxXEBLLS3TxDYcfve3/qumBvzdut4PCvDP/CjiKObB/bvcufUO3/3WX3Pw9Al5mlJXWtj+sU99\ngoODI/aePNU23fmSqlZsba3R8mwuX9zmQ89fxjYbh1Zjzjhb8hRliapUQ2IyGpuxLs553sTbV/V7\nnW6t58Z6GacZwUbjfJOyAQQ1OuKzDtiQcjVfvv6Jj/Fv//rrDEen+H6LvME6WpaJ52llRb/bIcv1\nFVdDcszmz6+1zlLVJGlCluVMRjOtpzUM2p0enY6OglnMF8xnC1A2Tx8/Jo2yxsSQoWqF6zn0+l2k\nVLTaAf1+lzRNuHjxEk+fPMFxHXZ2LzE8OWQynrKze47x4Sn3Hz3k8rULdHtrPHr0gE63zXy20COR\nUC/PHLfF8PiEVhgSRzHbO+d45bs/4PjoFCEFg/Uuz73wHEVR8s5b77KYLnFsG8d3sFyLsNOi1+/Q\n7WkYTJKm+q9Yz2FtxyJNssbC6tIK9IJIsx40r3g0HHH+/EXmi2nzMzBwHIcXrl7BUoJOp4dpGrz1\n8CF7R3tUdU1VKsKwQ5YuUQIMqaE+oCOb6rqi3+szX07Ze7DPjhPgCIlj2ZweTzEauZ7jWhimQRJl\nmIZBf7PPlRdfpEhiTh89IVpEWA2VrchzfN8ljTP8losQgiLTS1SEwvUd8qxozC1QFXqvYEjJYLND\nlZWUlcK0DC48d5W1S1fYe/dHuLaLE7bZf3gXFjWf+d3fpi4Ljt99Hb+/jsojyrqGc31m+TEIhWO2\nuPf4PkKAJW3GkwVFUVBWlTbqOBa1qrFtG9MwiOOYrfVNhtMJpiGxLIeW5/Hg0dPm+9XvD9tySbMU\n13GZzuc6hNYPQRQr6FNVKnxfK0SuXnyOT370C03Z/buPHD4owH+Po9CR7kma8ODuOzy6/y6LqODW\n22/z6vdfYTabYZomz7/4PKYlWc6mTGcL3r39UIc0VhXtIKDXCZGmxelwRJqkSClY63X4tS98jKtX\ndum2fd3x1polfKYBLhvVQ1WplZPtzEZclWeqBv3vqy63rhtguS66ZyhKBQ3kXa1karLR1Pqhz+Nl\nyv0njxvVQIJpWgzW1plOR3S7XTqdDqZpMpmMsG1b2yHEmSqioigKXNdlsVxQ5DX9Xh8hBcvFgiRN\nG3Skwb3bD9jdvUyaRkgp2X+8h+d5jEcT1jfXtTLBsrj5oWfI8xTL1B78ZRSDgqDlU+QVnc4azzz7\nHP/mj/6Yw9NTzl/e4vqNm9x66226a12SNEGgFy9rgzUMy2YyGWFgcevd23zm5z9Pkiz5zjdfJs9L\ngnYL0zK5fPUiGxsbPHz4gKcP9ynKko3tDUBhOybbOxu0u0ETjlrqeX/TmeZ53hgxIAxD8iKj5YfM\n5zOUEvpDwRCkaUan08bzfGzT4BPPPk+8XOL6AX7L49994+vEaYLjukTLiG6vtzLBVFVJEHRYRlPK\nQu8CVFlR5wqZ5fSldnvZpsVkPAch2Lp0joMHT2iHrWauqWE+Z52dVs3oJuC5j3+Yr/75V7ny7FXi\n4wnSkFiGQdFY7s9UJoZhMFjrMNja5PjpIXmqZYaWafKhz32SW997DdsyyfOSK89f4rnPfwFVK6Rh\n8if/6x9w5cI5dq48y+D8BYb793S3W2e4rS7TxQlpXxCnMQcHJ0wXM6Io10kkhsAyHSazOVVZE4aa\nvTwYvEck6/e6jKeTlcHJ81yyPMc0HKTU44ST01M9AnJ9FssFWVYS+CGf+MgvMhwdsIxn5HnK9uYF\nfvFTv9XU3J981vtBAf5pj4KDgyf8n3/4v3F88IT9vSMW0xG/+/v/mK/+2Z/y1htv0lsfsLm7S5Hn\njE+HDIdD6qrCNCTT+ZIPvfQhPM9j7/FjJpMZKJ3wsLO1hmnZLKYzyqzi0sUNnnvuMnVZsbEW0u8G\nWgusdFBnXpQNtvKsONMU7PdGDGdF+GwmLKUkKwryJoH3LF/u/b/n7AgBu8+/wNdefpnxZEyaZjiO\nhee3VgaDMNTc2fW1AXEcURQFQRAymY5XnZ7vB/ie7jjH4xGTyZTFPMa2bYIg5PBgH1VJrl67wt7T\nPY73TsjijKKu2Tm3ycHBEZ6rTRfLxQLXtbn23DWOD49Y3xywXERIKTg9HPErv/6b3HnnbV7+9ivY\nrkV/rcPp8QQpJLsXtrRrqSgwHQNVV+ycO4dpOjy8f5/R6QyF4sWXbtLr9vjm179NmuaE7RYI2N7d\n5OYLz5KlOQcHB0ymWt8spKI/6LK+0SfPdaCq7TiYhklR6lFRFMW02yF5k7OnC3WFlIpBf5v9/ScU\nRYkUiu3tHW5euowsK4SU5HlBt9fnW2/8kLJW7O09xLR0+GVR5JrDkcaApNNpo2rFcjLn9VfeJgw8\nPvv8i8RVjkxKpBRkeUl/a4tXXn+d9bBD2/coioqg5RHHGZ5vU2QlUujloGFIvKcsQjQAACAASURB\nVJZHb3uHb3/72+z0BriWjevbmMLg3PUr/PCV1wlbLYq8IAx8Ll6/xN7eIUke0Q96xLOI/nqP4WxM\nWuRcXNumygo+9qVf5MLzLyENk2Q55+1v/Cnnrj5Pe3OH21//MxSwfukS8/Epvf465vqA1x68wTya\nUqsax7PoddpMZnM2ButMZhPSNKOqhGZaWxZJphU6YeAxmUU0e26qumbQbxOGfmMRr1CqxDAdEGUD\nigqYTEZ8+ObP8/EPfQHe17oopd8kZ4TEn+R8IEP7Kc98MeWV732Hg709vvONb7Ox1uXg8JR/+k/+\nCUWes31+l9/7/d/nX/3hH3Ln1m2E0MQrwzC4+cJNjl99g1deeQ2JWAFX+v0us/mSt2891I41Q+K7\nDjc+9hn+5z/455RVhWtZvPT8VTptn5PhlMsXtnjpxSvYlomqQcqSqtRW46rpdquqboIzmwuSEJRV\nqS2spkmtaHCYeg4sG4XEmXYYYHy0z7lz54miiKqs8FthQ2YzyIuUPM+xLZv5YoFl6qtzFC9xHHel\nUy2KjCheMJ/PmU7mJHFGXdfMZ3OUgqvXr4GqGQ2HJGlGGAYURcnO1gbj4QjbdgjCAENKFtMFUZTy\n8N5Dtna3ODkasr27zdHBIbbjMp9PcQObqzcukmTJ/8Pee4dret71nZ/76e2tp5+pGs2ojHqzJEu2\nJYNtsAFjY5tigmkhC9kQkk0W2N0skFyBZfcKuwl7gTcLIYZQ3U0zbpJsyapW14w0feb08563P73u\nH/dzjkQx2MZmkwvf1zVz5pT3nec85b5/9/f3LTiOgz+NUIWOomiEk4DNrR7z+2bwXJtrrr2ZT/zp\nH3P0ymOMR0/ieB5nz5zjzrtu5w3f/A08cN9DpHHC/sMH2N7uIV54kbmFLvv2LzIz22E6lSIMw9AI\nglD6/So1I8VQ6DZm6Q962LaJae5G8Rj4vk+j4ZHEMVtb65RlhddooKkqlqpIMUccY+gGeSUX1eFo\ngFBVQMJI0+mEA/sPk2YphmEyHo0YDye8+MIZRv0Jnmtz83VXkeUZuhBEaR1zRcXlV19FEPgEgxFJ\nLiv2i9s9gihisd3B2JWJ1yZGQRQxGk246dprCMYTiqwgiVKEbdJaXGJ9+CmuWOwihjl+GNFb38TQ\ndHqDmP7oEnNWkyiIaFouk2lApmZ1Pp5g/cwpXrjvPg7dcC23fPO7GK6tcPGZR2h028wcuozh+ipz\nBw6SjqaYlcDSNSJTYzLxabebrK1vMzPToqgydEOlxKDZaDIaj2k1XLZ2BqhCYerHzM21yNIMfxrR\nbDcwDIOg9oUwdIM4jrFqXxBN00jTAY1GgwsrJzhy8Dgz7d1UZPEKl8mvnHL2Vw3lr/umEMISQjwq\nhHhaCHFCCPEL9de7QohPCiFOCSE+IYRov+I1Py2EOC2EeFEI8cav6tH+HY8Xnn0agIvnz/N9//BH\neMd7fohv+tZvZuIHDAZjTNfl/b/3u6xeWqGqZFJEkqREUcylCxelVaRQCOMYPwyJk5TBYEwYyBif\nMIzxg5jRJOBXfvlX8VyblueiqioPP3WS+z7/HE+dOMfHPvEIv/TejzAayepPVTRUTVYsmqa8zAku\npRl5XhZEaSJFGEj9uqGpGJqOqWsYuoamqjKPTdUx6i1oNBhxcF5utYtS4rpJEkvoIi/2/o+k5tVK\nk3YLXTfwXIckCUmSmDzPiUIZYe84Fu1Oi8NHDnLZkYPkWcrGxibTiU8YhszvX+DV97yKJI5QVBXT\nNtl3YJHpZMp4MsVyTYoS+r0hCA1Ns5iMfRRNodGUnFpd1QimEa7j0Wo1MWyDdrdDEEU1da8kSTM+\n+fE/JUtydN3k8isur0M7Cx595AkMQ+O1997J4v55NtY3MC2DMMq4cH6N4WiMEBVLy0tYlim9PBSN\nKIpx3AYyrVkhTWMcx0VRJNkf6Y8EwObGFkVZsri4X27hywJ/MmKh02X10hpZXjLxA6qyQDMMoiik\nyEsuv/w406lPnqaMRgM2N9YIwxBdMzh98hw7WwNsx2RutkPmx0R+xKQ/JYpTgjghLwo+/4lP4g9G\ntQlURZxllHlBkCSkeUaS50RJRpyltehDJc0yVi6sSCZLDaXFccLzD3+eg8vLnDl1rrZYhbyEYDSh\nZTpcvrSPzmyLLE0xTI1X3XYTTa+FZmgsX3mczbOniMOE5x94lGc+/lEsz0N3HXobO1jePGUBZVrQ\nOXSEwaXzzLgtqqrAsg16/SGWbTCehJw5s8po6NNptUjTYE9woesaYZximhrPPXOe0SjAa9h4jk2U\nRFiWwcED+xEqdLstLNOi25mh2Whz+8338q63/BjvfMs/fsXk+7UdfyMEIYRwqqoKhRAa8CDwL4Bv\nA3aqqvrfhRA/CXSqqvopIcRx4HeA24B9wKeAK6pdT8SX3/O/CQjiTz72QT758T9B1Q1UXXqQPv/k\nU6ysbXDd9dfjeG7tDpYR+FPWVtfY2Nhid5WM00xaR76CJqYpKktLC2iawmQ0oaxKRhOf2Zku8/Mz\nDPvDWtMuX9dqOJJXqmoYmsp7vusboIKmZwGCPCvqRo18GIpXqMCkYk7ds6DcxYh3RRq7x5nVNo1l\nWdFYmOHC0OfS6gpxEqKqOoZpoQiwHZs4Dmk0WsRxhOc59eRT852LAkVTSGs12W6zzjBMoigkDCLS\nOCeKQoaDCa+797WE4ZTz5y7gT2OqquLmW27kySeeRFN1hv0hpm1JpZWicuDwfkb9CWurG9iexb1v\nuJfzZ87w7OPPkWY5N952I8szM9z34Oe57Y5beenkS9i2S5pGdOc69DZ7Mu05SXjnd38nf/iRjxKF\nMphzZr7LjTddi2XbnDp1ikF/jOd55Lnsqs8vzu5VtZZpMZlOZJOmyGg0PHTdpN/v02q1iaJIXosi\nJ8tydF1nMval+rAoOXDgIFsb69x29RVUWUGvP8YyDVzPZXZuFsv2+NhnPsN4MqbIC/Iir03edWzb\nIZhOeen5MxLaMXUcy+SGKy/DQkepBGmakaYFpmMxGU1xbIOykOGXcZqhCEGaZaia3DHpqrbXL9gc\nj3BNkzmvia5rWJZBnspmakWF45hkmcSCpSufeAXzBlzH3GvGKUL6lbTbHlffdRvHbrmTlRef57EH\nPokeqSgovPGH38Nz932ckIS20sSb8UimPm6ng2lrZKJiTfiMpj2qeicZRQlxkpClBUGQkGUZiqqw\nvDyDqqtYpkGRlwyGE8ajgGuuPsrOzoAkSXBcG10zmJudxzba3H37N9F0OzKJuRIgXmY3ia9Stfu3\ngiCqqtp1IDeQMbVD5AT8uvrr7wPuB34KeCvwu1VVZcAFIcQZ4FXAI3+bX+D/r3HdjTejWxZPPfE4\nH/nAh+gPRxRFwW2338a7v+89vPeXf5m1tXVJsUJ6Eezfv4+Ll1b3JjXLtqQUufZ6QIXJeCy5hZQY\nuo5rm1x59VU8+/TTJGm251JGBZc2emiqiqlreI7Nv/6/fg9D12g3XN702pu46ug+NFVFFa8I6Kyl\nW7sevnKt273+1Z6ZzS4urCpqvf0EU9fZ123RH/YZT0bYjjQilzFFYyzbqH0OCqI4wnWlcsg0bJIi\nIgwjDF1yYfXaJGYykdxfUPH9KQKN17/hdYTBlLW1tdp0XnD7HXewtbWGUBTGkzEHL9vP5sY2ioCr\nrznOFx56lCBMiNOUQ0cOstPbobe1LcMqdRXHcXnhhRdJo4T19XVuuOlmNi9c5PmLFymrgpuuu4nz\nZ8+yk6bMzi5yx12388mPfxrX8wj8kPPnL3DZkUMsLi2Q5zmD/ghRmwtFYQTITnucRHieh65b9Pvb\nsiOfS840yNipJMlI4gRVNVDVl53udF1hY2ON45cdZmuzRx6nNNsturOLFHlCmiaEudxlxFGMYZh1\nH6CEqmTQ2+HCmZXaxc0A5C4jj3KGUSxhKCEX5rMbGwjg0Px8DVPJyB/TNFCETFURoqJUXuaFe4bJ\nOIzoOK5M8RbSQCpIEixdR8RiD1cFMHRtr/egKSpBGKNpKg3PJgqlRHk08rn43AmiaUQeh8wsHibs\nb6IXOtuXLhAOp3j75rAtjyQMaczMEE4ThGWiGhp2NGU7zZgGMYamkqQ5rmdjGHLxn/ryeREIzp/d\nrA2jFNI857vf9r3cev097OmU6r+FYG+KfbkYrOrn5WVzp6/1+BsnYCEtp54ELgd+taqqF4QQC1VV\nbdU/sgUs1P9e5s9PtqvISvi/ySGEwvraOnOLy9x4y81cPH+eEydfotlq8+yzz7C+scloPNnrCruu\nw3ZvZ+/iVVSkSVqb1qgktblKlKRSNZcVcmKuKh5+6GFUTZWCjLIgL9Q6WqfYq1izXPJ3FSHQNJUH\nHn2BbrvB/GyrZjNIH2DgFdaNr6x45YRb7DXr5I1WlTLip6xKti6tMbN/H8ePHgOhsLGxjlAUbNuV\nD3ae0O/vUFZgCZXJxMeyDCpKsixD13R0zQRR4fs+VVUyGfs4tsf2do9Wq8nxa65i6o9ZXVmHSiY6\nH7/2aooyYTQaU5Yld9x5J5uba3heg0HQJwoDRtOAMEowbYNjV16Jpgsu6BrX3nIdJ547Qa+/yerG\nJnGSoigq8wsLPHL/g2RJLrmwukJvu0epqvz6//te3vTmN3Hk2CEmkxDd0NjeHmLZJt2ZLocOH6TZ\nHpFnOXldYRmGQZrKDLaqKoljH8uSNLBWsw2iZGtrC8MwKQspyJmf77K1tUlZlpiGiaZpHFxcotto\nItKCRNFYX9+iLAW6qSOEwkuXzqIbBpZlkyQJum5gGibReMraxU1CP0LTNLQ6HUMUMrInzXIGQ5+F\nZgtd07nyskNsbe/U9EQZf1UhoaMsl6kZII2TdmOdbNOUVW9RYioKaZqj6RprvT433Hic0eo2qqKi\nayoyTijllrtv5xN/8imOXXkZydgnS3LStCDOUlzVJMtzygouPPs8YRAzt7zANbfeidtqceEpyUDp\ntGZYvuo6Vl54gpXTFymTjJuu/SbWLpyk7XhoB6/n7MUXGE2mdeUOvp8gBLiuRRQlrG30sUwd09IR\ngKfYfPRP/4BP3P9RNMXi6GVXc9Wx65ntLiDDEipW18+xM9giikKyImJh9gC33HA3zlfg7fuVjC+l\nAi6BG4UQLeDPhBD3/oXvV0KIvw5P+Cu/97M/+7N7/77nnnu45557vpTj/TsYcoUcDft8+AO/xxOP\nPcag30c3DEbDIYqi8sBn7kNVNXRDl14LZUmaF4zGU6AiL0qWlha58eYbeOmFF1hd2yROEryGy6FD\nB6iKgsFgQJ7lhFGCH0YcPLCMqgj8qQ8VjH3JMgBkw8sw6ggiOSFvbPdpNj3e96H7cAyD7/n219Jw\nbekLoSgUMoajroZ30zrqQE6QHd09b2BRE89lo3C4uUVn/zKdZpPxaEia5aytrqCoCp7nEoYRS0vL\nBOGkJqpLM/Kqqu0g8xTTNPYqw7KsGE9GHLpsPwvz84zHfemzoOmUZcXV11xFu91k5dIlRsMpSZLh\nuAZVVdJsNWl3Olw6e4mD+xZAt1lZu0SaJwRRTJwkTP0JzY7H4vI8iqKzubGB23B44P5P4zQ9dkZD\nsizj0ccfZxKENFseQRjSbs1wxVXHeObpZ8myjFarwaA/ptH00DSV2ZkuQRig6xppmkpHO0XS7oIg\nxDQNXNclimKKMmU0HMlzmeWEQUR3poPvT+oFWZDnGYcOHGDGc1lfWWM8mmK7NgsL8wRhQNfqEEcx\ntqIQ7gxJwki6bikqo60dVlY2CQNpKlSUJboiZba2bTIJImY7TZIspygrdAHT8RTHlBOgIgR5UZIV\nOee2N5ltNGlig2Bv8d217lQQVEI2eVVVJS9LWrbDc8+eZGmmg67p5GVJmWWoQmHl/CUWlxc5deY8\nLcvGcxxe9aY38Lvvex9333wnmycu0pibZ6t/EstTGWzuUOQZy1cc5/yJpyjsKWefeJ728iGKJKG9\nf4atl1ZRFA1LqLS7SwgFwjjENDU0XZPp1VSUpcDz5ATcaXmEUSKLnSyjYZlkWSYTu6OQE6ef4vT5\nF2RiSs2BR5S4jgNCmuRv9tZ44tnPcWjfUe656y10WnN1A+5Lr4jvv/9+7r///i/pZ78sGpoQ4l8B\nEfDDwD1VVW0KIZaA+6qqukoI8VMAVVX9b/XPfxz4maqqHv0L7/NfNQZcVRW/81u/Rnd2jt/8tV/j\nzKmz+GFEmmX1pCjwmi5HLr+chYVFwjAg8H0219e5cGkNRZU4lMTCBLquMxpPeds7v51P/eknpDS3\nkOGMZW0ibjs2QRDKjqyqoqkq0yACKizDkM5liNqXtNyDC7Ka8jbbbvKD73wDtmXspUHsOaSxi/9W\ntdru5c93L8PuNlIgPSTMtofqeTx37iL9/g6mZUNVMZmMQcDBg4eYTiaoulqbkyt7C4aq1tVRHO3x\nRTudLs2Gx3gypt8fUJUKWZrRarY4duVR1lYvsrKyRZZldDszdGeanH7pHNOJz+LSvKzSC5PHH3kM\nRVO58vpjtFpNzpw+R1lVvPvd/4Dnn/8Czz//EmVRML84RxRELC4e4Llnn0ZRFC4/eoiTJ07TaHoU\nZYltm7z67tvZ2Njg7JkL6LqOaZkYpsby8gJ5njEzO8d4PMIwdLIsZTIJaDY95uYWGQy20XXphWya\nNiAYjYYSt82LPXe2MIzQVAXXdbnm0EHKOGUaSve8MJIKQ8e2cTwHfxpy/wOfJ4pldee0PdbXe6yv\n98izAkWVmWSartFo2FRZiWdIH4MDszMIYDqNoZIMCFUo6LoqfUVExTgKGQchilDkz9fQpKrKRdvQ\nNRaW5llf3UJVZNpLUfuOCKTvgiZkGrVA7HlvCAGGoVMVFbqqcePdt/Pogw/R8CzMUufwlYdw5uZ5\n5vFHmdGbHLvpauYOHOHMYw+z0ttgwelyxatuoojGGF6LxcuOcem5J9m5uMFltxwntA1OrZ5irbdO\nVZaMxyGdrkcUpWi6yvxcm/EkwHFMWYBUJVlaEIUpjmOQpjm2bdVyfbkT1HXp+WAY0ooyqePBqkoy\nfyzD5V3f9iN4bpO/DfvhK8aAhRCzQF5V1UgIYQNvAH4O+BjwHuAX648fqV/yMeB3hBC/hIQejgGP\nfcVH/nc6dhcEwXQy4uHPfY7JZMxoOKrtIGU1VwH79y/xz/7Hf8Fn77+fp594kiCQnrBZntNpNWh1\nu6yvraMqCkGYoAiJI37o/R/BMk2SNJP0LoW9CThN0tr8OZe80Vze9EVRkdWm5kKw9zCkWbaHM+eF\nYGc05ff/+EHe/sY7SdKUtufWXe9XqOWqau/zlz9K2XNZllBKn+IDR49y8NhVvHDicQ7OzeH7If5k\nTF5InFNR5eRq2iZxFGGZDYpyt+Gk1sbnMk3CMAwkilXiBz6+7xMFCaZlUVUVC0sLTCYjojiRUe1C\n0Gi5JEnM4tIyebHC3Pwc49GI0dBnZt8sZVkyMztLlsX1pat46unHEUJOqtOpT6fTQlMVnnvuGXRT\nZ25ulqX9iwxHQ/o7Y7ymR5plbPe2OXL5UYIgII4zoijE9Rx0Q07GURjKdNxcZvs5jk1Fhe9PKEsF\n35/SbHYYDPo4jkur2WE0GuJPJ/XvWNJsNmg2Ghyem2NncxulgmkQMTvbJQgi+v0BRavJcDShoqrl\nxxa6Y/DsM6dlGkMlEzE0XUNRZbNoMgqZazWxNR1T1fGD6BWCHRm6WlYVSVpgGlK16JkWpqbXjbeX\n8c48L9ieTjB1HaGqtLotxoPR3lNRlqCIkiwDoQuuOH4Vjz/xJK12A0fV5f2LQiXk+5187EluuOkm\nti9eJE8Keqvb3Hr8Gm689Tbi3oDW7AyrJ5+mLAre+Lbvwm04FHnOzkbK9rnzLB69mlKtaC3PI4SO\nlhX4wQQAz7Ol6jCWTW5D11hf78t8PaESJwmOY8smdssjTTMs26pl4poUtGgyD852NPKsJIpTLMtk\nOg1Ik5yZbodve9P34rktvsgm/qsy/iYIYgl4X40DK8BvVVX1aSHEU8AfCCF+CLgAvAugqqoTQog/\nAE4AOfBj/1WXun9hJEnC2uoKzz71KFQFyWRCkuW89hvvxbYdTp96kScef4pX3XI9jWaL4XDMaDxh\nOvFlpIohPUvPnrnA0cv2cWl9q/ZfqIMxi4JWwyXPVZIkg9pYvSxLqXgKAik5LnYpXyWaqtbJDBIr\n1lQVTdMko0LVEAhMXSeIIlY2tnn/nzzIdVcc5uDyHK5lSs4vu5W2xAL3HqpCsie8Vosb7rib626/\ni878AoqqIaqKkyefpmlXHDt8iJfOnZWNw1LSuDRVR9U0FEdhPBlhmia2LfFQOWHldUimgmWadfc6\n3JNZK3nKwcOHgILhaEBve0BVyQQJz3XY2NjAdbqoqoJhSgltEPo0W9KmEAocx6LTbYIQLC0tcubs\nKWbn5smyjMWlJUxLZ3Ojx8LiIr4/RlFU5hZmSOpqyPdzAj+gKDLaHWl4M+iXhEFIXtOxoijBtk1Z\nCRYlliW9kOM4IkkyqQIsSkzTldDRZIJpOSjKGNd18X0fQytwVYXpcIRRe1GYuia9gRVBmKVkhTRj\nAukZoegqL5w4SxTGvPY1t3Lm3CVQBVEUMx75VFVF03UwFI0kLbAMjSwvKOrklKbrEMUxec28qYCs\nkBO5a1kvL8BVRR0diK6qBEnCeOqTp1ntJV3VQQAay/vm6e+MKYuKjZVVDh85wsmTJ1mcn4VC2o/a\njklZVERJyqlnXpANZEMnTTKe+LP7WDy4zNKxoxy89mbCIKBS4KEPfpTXfMe34HZnCbZ6GI5FMNhm\n8fKrOf/ic6RhiNAqlKyiygsmfoRpaHTaLqomc/cUtaZjKgot0yNOahqmotS9GGmEledlvSPIcOwG\ncU2zUzWVwWBEt9Pksquv5tW3val2Ovvajr92Aq6q6jng5r/i6wPgG7/Ia34e+PmvytH9HY7QD/jg\n77+PF55/nu3tHjMzHV73zW9h9dIKTz/1FOPxmMk0oCxKHn/8SZ545iRVWZBmKUVVUiQFSZpKjbmh\ncnFtS7qi5Tm725eqqtjqDdhNIi52UyuAyWSCooi9pF25BRUoVHiOQ1EWhFEicbxcVn5ZmaFrGlGS\nYpsmYZJyZmWDle0dPNvCtSxuv+4KDi7M73lFZFmOUHSWDx/h1W98E1ffeDNCUf+yo54QfNs7f4Df\n/83/wIxj0Wm3GY5GZBkMB0M5CVYViqpimBq6pklIpUxJkkhGtTSaMskiSWo/CsknbjQdHMfDtk3S\nJKp9EiRFa25hljAKSbOcqL9BRUW7M0O/vyMN0jVVqp5MDVVVsByTublZ4iQijmLm5rp1rHxLnj/1\nJfr9Hq5nU1Y53W6H7a0+qirwPIckSYjjkIWFedY3Nmh1GiRxynQa0Go3ME2DJJGYtqbthmxKT9i8\nboo6jodlSv/YOM5I0xTdMMmynIbXpO3ZROMpwnKglD7BURTKpGNVpel5hH5IUZZ4rTaaprK+uUNV\nVjRbDaZhxM7OiCTPEJUMRrUdi6WZLg3TYjIN9yZftTbfj9KEvu+T5TkzzSYiy/Yu7266drvjMR5O\nyQu5q2raNpYhobNdPnCcZvSmE1zTQt8e0mg4+JOQ4WiCHgTMNlvkUYplGKR5jpopZFlOlhU0XVc6\n/eX1/5zCyplLbF1apz03z7WveQMfeu8vYZga00Gf4doFhBAsHb0Sd3aRMs/pNFtM+9tYrsNyexZs\ng/5gWN+jFZouEEIaQ0mhRYSuq9iWTpzIOKKpL4NRwyBmdtYljmViyWQ6kNTP0RjPbSCQTJHReMjG\n5kXUZQ3bcl8hwvjqj68r4erxRx/9AyZ+wPzyMp+9/7O85dvfyo233sb6+jrbvR3CUE4UCDh9fhXX\ntWVab228ndcVallme8kTu8m4RVHseTvoul6zFSoansNoPN2ztivLirx2Xto1OdltjCVJ9opYddnB\nRVAr2SrS2rRHwiU54zzgrte8mj/7zGf55tfcxuGDh7nh9ru44c67mVlY+Mssx790k1XMLe/n4MGj\nnDn7IkfmZzlTVmxsbqAoCqZpM+jv0J3pQCUYT6bYtkWz2WA0GuM4Mr14MpnW56CUlZ+po2k6um4Q\nBD5xHBPHsZQ1Nz2Wlw6wunYeXVfIs5xut0WRS17xzOwMO71tFpfm2bfvAFtb67TaDWzbQijyXF24\ncA7T1Gl3OgThhIWleaZTme+V5zlzs/McOpxy/vxFFEUlTlIm0wndTpdWq8VwOER11TqupmB2bgZD\n1ynKAs9tEEYh/X6fLMtZWlpmOp2y09shy2XjTQgVafaiUpUli902Sp4TpyV9f0BeFizMzaGoLoZh\nYBoGW9s7xElKmqQcPnZc0gerisWlWXq9Ic8/d0pun4XENvO8QFdUVBSGo0CGjlaS3aIoCnGaYWPS\ncV2GfrAHebUaHqOJT5ymNGyb7twsjuuwcnGDspIVsalpe3CVKEuowDYMwiRm5PukaSppj6oilXb1\nLi2vYbKZhVmyMuLkiyu4jo0oK9qdJpmqsXLpAkf2HSANE/prazxz32e54/VvRtXAMF2mgy2iLOXk\nQ49y/DUq/mALSrjsljsZXniJg+4MvfWztDtNer0dNEV6PCg62HaDNM9YaHSIolRi1oqERNptj7KE\nTlu6+ZmWjmkYKJo068/zAj/waTQdNEXHj3f49Oc/hK4YvPs7/im2JY2kvsiD8rcaf60S7u/LKIuC\nSxfOcfrFF3n4gc8xNz/PcNDn8ccf45GHH8H3Q8JIqtmyLKcoS/wgYjzxGU9k8uzLPgvyPRVFNj9U\nVcGyTBzbAsFeVpgQvAL0rzBNkzyXFXORv5zflmXZXtimbVn1ewssU5cuW7XUqihK4kQqmdIsJy9K\nVlZW0TWNaQk//m/+D17/1nfQXVhkV+P+xbEh+R0BvPkdP4BjmlAJrj6wj+WlZYo8ZzqZ4Hlyi53n\nkmbXbMqq07Zssixlp7dDWZaSyqSZshmla3XzIyeOY4qyIE0zWp0Wc3MzA1DtYQAAIABJREFUDIfb\nMpi0LBEKWI4lt8eGxs7ONo7n0Gh6pGkMosK2bUxLJtS2uy1UTeGOO+/i9JkXyPKERsPBtk2abY8s\nz9B0A0RJs9VA0xSaTU96ZqQJDc+j3W5jWVb9fZ3JZIpQ5GKaJEkdbW7iubIysm1dCgGESp7ltNst\nVFXDMA1mGg1yPyCNMla3tiUTxvHY6Q/p7wzI0ozNrR6j0ZgoCJlMpnzfD/0YbrOB69ps7wwoFcgp\nQZHsmqqUstmF2Tnp0aHuMlxAUxXGQcg0ikjzDCEE860mTdtGU1SmfkicZvhRRJim9Lf77D9yCEWR\nYgxVyMV9fmGGCokjW5ZOw7SYb7ax9DqZuqrww4jt0VjS1SxTQlxFwdbGFrNLl7Mw32ISBVRVxXAw\nxkBCYJPQR9NVUDRGOwM++/4Ps3HqFN19B1g98SK9rS1MzyKYjkiTiI0zF5j2+ojOLNHmFq7tkaYF\nlmWQ5iVpWDAeBZw+tcb6ap+zZzaIo4zpNELXdNIsY9/iIrqpUIoc0zLotpuglMzNtmm2HLrdBs2G\nQxpnTCYTwiDEcSxsV+ejn/hPbPc3+GpPvLvj6xMwsusv6ribne0emxtbuK7LH37gA0ynPjOznZpB\nUFBUssq4+eYbefOb30iz6dFoOHsxQM2GjKbWdY3deKBdm0lFKKiabH50mo3ajUqpJcvyWIqiJM0y\nkkw+QLsRQGVVEifSulFmwxUvc3trC8vdUZYlaZazurrGNIxZubTKpz/2QUlHe+Xv/cXPyN4f3TD4\nxrd8p2RlTCZcsX+Zw4cOY5omiqqhKrKpUVUw6I8Y9GXYZpIkdVxSgaapjMaj2jxGdtwdR56npE6A\naDalhDeKIxBQlBXtTouZ7iy+P94jy5dliaapIOT1SFI5KRZFgefJqJ6z516iqirmZhexHBvLNrBM\nUzbQqhJd1+h0Wziug6IKLMuSi0FR0GpK2MTU7ZoVojCZ+iRJxnQ6ldcrTSnKktFoRBQlkvdbwuzc\nAhvrG2RpilVVqFlOOA0JxmM8x0XXDBzHxtB1urMzTKc+jWaD2W6HMIy47pbb6XRnuO6GW+lPxlRC\nJjnrNe6vqgr33Hsvzzz7PJqQ566sPUAcW6r0XNtiviUDPtO8IMpy0iKnqMo9rrjnyJSSJElYPX+p\nFmFA3/fx45hil0VTlYRxWjvryfNeAfsPHUAxNNIyo1JgWPt8CCGIo5QvfO7zZEGOLtS9RX60M+aq\nwwc5dsUxLFunFAU72ZTZo4ucfvoka2dOMh4McbQGV9xxJweO30iWZjj75lg7fYLJ1ibu4n66nS6q\nAkJREaisbfa4eHGLufkWbsPhwMF5ilI2srd7Q6IwYW1jk35vwqA3ZX1th3Pn1xkNfFYubRL6KaPR\nFETJzGyTmbkm3dkGruMShD5+OOQTD/wXHnvqM1+TVtzXJ2Ck4OLg4csIfZ/bX30nv/XBD/PMF55i\nOJqQZyn9nQGapuK5LjMdKXqYnZ/Dsm10Xa9jg2QTIMukR2pRFOiajmtbpGlGbaZEEidomsJ2f8jU\nD6RIQ1XIcglv6JpGWTfbQFK6NF0aTYv6AUozCXPscmwlvluQ14kamqZhmwYbW32qquTchTV+7T/+\nxz3q2Zc3Ko5ecxPNRhvLshn3h1x56ADNhsRKJc5d1HHzI+I4kZivkNtoz2tIMYGm4XkNdN0kjtPa\nTFzDcVwMQ68FKQWWZdHpzEq7ztm5urFXoqgKlmPQ6jTRNCknPnz4CnRdJ4rC2goyw64nXEURZHmC\npql0ZzqEYUhVVei6KUMwFUG725AR9IGPoij4gY+m6bRaHcLIp9FoYtu2nMzqRIqpP0ZVpZvWaDhi\nOokYDAb40wnj8QBVUblsaQkly9lY36LXH1JWctGJ4phz5y+RJDFFloEQXDh3kbW1TXb6Y37yf/45\nAP7Nz/8ir7r9DhzPwrINvGaDn/mZn+Pc+Uv8wQc+yJNPPEKZ5+R5ietYCAR5KoNeRSUo6ntCqelh\nRSm9n4UQHFheoGFZeLbF9bfewHBnIJkSWUqSZwx8n+FoguPa5GW5JylWFYVmswFVxfrKKmWaY6s6\n/bHsXQgBWZ4x8Kf1Lo+aoVMQJxlxmtLrDTl/4gxJkrF15jT3vvlbGe/08NoeqhD4IqUUKWeeeJTR\n1gaKotGdmaM5N4dWVYSDHiuXztW0Ph3XdXAcB9e1WF3ZkSpipcL1bBYXuywtSWlykma4roVu6BRF\nVUvoBXlZ0e+PyLKC0Sji0sUtNtYGrK70ePHUWQaDgH5/zE5/xMbW+a+aNPmV4+t2lMgN92//51/l\nyLGr2Fzf5GMf+gDnz55na3uHNM/54X/0D9ne3uL+T9/HdDolKyTO2u60CYOQOEkQtcIIKrJMVn2G\nrhFGyZ+rVOfmZllcWmDYHyCA9Y3tWs67C2PIlIogiqSPQz3pZlmOZZpSYllT4qQhzst+v7t5Y/J1\ncMWxyzl95iyaoiEEPPTYYxw4cJAvr6sgu3N5lvHvf+FfoqkKfpxw4MB+HvjCk0z8cM+SMY6lOEEm\nxMrUZNtxyLJ0b2FoNpvEcSRVWEJApVAUqYzsqT1p/cCnLEpmZ+dRFYXezjZ5ltPvjzh0eD8NT/Iy\nwzCoq+kG270t0lRW3jMzXaqyYv/+w2xtrRKEoTTtqZkHnc4M/cEOWZYyO7PI1vYqpmWiqQaWJSOV\nVi5dot3pYlk2o9EAAF2TuXy+76NpCr4fUhYlrXZbbs3zgqP7Flk9f6kOfrSYTgMJPbgNVFERhDGe\nJ48lSTOyNGM88Xn3D/wI7/7+H+RlHwJgDygSe7AVCH7qn/9jHr7/c4hKYFsGfhDvNXZ3qYm7l27X\n73n3rRzT4PbX3Yntujzy6c8SRQl5WVKUBapQGUchpq6jKXLSrSrYHg3pNhp0Gp4MnBXyGEGgKfI+\nNw2db3j72/lP730vV191jKA3wjJ0XNcljCLSPGeh04YSvIYNJbjtJgvLcyxdfpTD191MEsd87iO/\ny/xMi4XLr2f91PMko4Ar7ryNcDCgtbyPtQsnOBuP2djewHZkMGlZJfh+JN+zYXHoMikl11QNVVUZ\nDCfo2m4fQrIjNE1B01WSOENTFWnc7zUZTyaEQcz+/fMkSYqhGRw5dAWvv+udNZ3y63aUX/WRJhFP\nP/EFtrd63Hjrq3A9l8FwiBCC5aVFbrj5Jp5/9hmqSuJwRZ0qPByOmZlpS2OQPP9z2+Q8h/0H99Pv\n7TAaSf7iDTdcx+lTpzl72qcsZcfaMg1G4zG6piMElKVU6KiKxIqVV8TPS/vJAss0iaq4rnJ2/R5e\n9gCe6TTZv7TAeDjmzluu4dyFdW571a38/P/6U1RVwetedy/f8h3fhVdjtrIh98VuLPk1Tdf5nh/8\nCX7/N/9vyqLg9OnT3HjFMR599gRRktceD5AKmVKcJim6KQn7pmnS8BqMxiPG4zGu68kOexwCUlat\nKBpT30cRYJmSQRBFEVkmDc6FIm/+IAhRFBVVkSIHTdPJ86zugpuMxxN8P6wpgbk0Pm+26e1sY5oW\nnfYcURwRxzFlWbKxuUpVFdiWV2+xpQH/oUOH2en3KPKcudlZNrc2cRyZDyaZD02yrCLPUkBQFSWX\nL8xz8cxFFBQaXgNQWFp0KCvY7g0IwpD5hXm2t3do1Om70gyo4nve8wP1Np6/UGm9bC+6i83naYyq\nKERhUgdIyoWf2vtjV2IuxC7mVDGaSvN72zJ46uEniOJESpDrKvmyyw9x4dwlGpa1t9WukI1ey7TY\nmUywdAPT0MmLAtPQ99JXQKZ5f+L972fGa3L+zAVmGpIe2Oq0iMuS3mCHhaV54lFAQ3UwGjrJNOTC\nyfMEwymthQNsnT3Frfe8AdPxuPTcE5BnGA2HPE8xmjanH3qQuf3zLM3vly5uaUyBdAd0bJM0zUnT\nnJdOXGJ5X5dm2yWME5pNC89rMxgM8DybKEmY684yHo9xrJw0kxBes+FSlBkNz+bOm99IszHDTHsB\nx2q84tH46lbBX6+A6/H4ww/yqU/+MQiFBz51H5dW1kmzjOPXXsOBQ/uZjMecO3OOldX1etWtSLIM\n2zJrmWdR029yXNfe83AQQnDo0EFOnz7L7GyXyWSyl0ghhCIhhTSjrGSm1e7dv4ur7oonJF78MsFe\n1HJUUUtJu50mfhBxwzVX4tjSQ2B9Y5OZ2TkW5rps9wakWUa/3yeOE8ndrAQ//hM/yre+491Yjvs3\nbrGqquIzf/ohHn7oUyAgnPoYnsvGaMr2To88y6TyTVPlBJjntLsd+QDpOq7XJM9TmU5Q21YWRUm7\n3aUsU+I4rdM1ShYWlonCgLIqiKOEOE0o8pzlpYMkaYRS46NRHNHtzNHrbdbXIGOmO0uWpywtLnPu\n/FnKssS2HdI0YX5+kfF4xHQyxTAtqjKn2Wyx09/B8xoSami0CEJfvn8U4LpebX5jMR6PSWqvCQFY\ntikZCXHMdBKgazqKeNmUPYqky1vDswmDGNexGNZZclGUEkQxv/rr7+Oqa677Eu5S6Sjznu96K5sX\n1xiOArIyxzFMHNtkOPHRNZmDFqfyWjQcC9M0We/1yfKcpW4XTZXp26oQbA6HGLpO23W58urLWT2/\ngqJpBEEk5erIiXjX+N9UNcraoDxIYjquS6vdIKqNcqr6ME1dxzKkcZNtmghNZTz1cTWDucVZVtc3\nEZpgf2eO/UcvIxhsk0clZVXy1n/63/Pio58lnI5ZPnSUzuJ+1k49S57mzB49ylY44uTZZwnjiKqE\noswoyxShaGiaShhEaEJwzfErubC2QhQlmJZJs2GjaTqOY6LpKlrdVAyiKQ27RX/UxzY8tns7NFyP\nN7zmXRzcf+xvDT38dRXw1zHg2iXppdOniKKIhx98iCTLWFhakPlpecrO9hY7vV6d+CBDGWXUD/hB\nKLvLcUKeF8zNzdBut/6c9Pfs2XMoikKv16fR8GrCvZxki0KyJzRVo3pFVFBevBwrtMucKIpdqlu5\ntyXdhSjiOOFbvvG1XHX5YW64/npuvvlmFtptZmc6JHHCdTdcx9z8LABxkqHoBoeOHOQ3fuO3uPfO\nV/H93/l20iTh2ae/wMkXXqAsCqp6o7k7BIJ7v+ltLC0foCwqbNshDmMuX5jlwNIynU5371jjOEE3\nLCbjKXla84+pcF2P0WhMkmSkaY5pWgSBT5rm9bHJzLk8y0nSVKYrxxGGrtFqdUjSiCSJCEK5i9jl\nWUt+rka73SSKAwzDxA+mNaRQ1Rxrk/X1NXZ6fRzX3VMCZnlOt9utbSQrBoM+ntsijqXlYVYff5pk\nGLqBruuy6ddwaeg62WgCGehCq8+LTbPpIYSg4UoJ9/b2gCCKKStYWJwH5DV73eu/4UucfOUVQAgK\nyQ6rd2Syik3SnDjNGAcBtiUpd2GakKQ5jm0x02gw02jKXVRRQ2WF3E2leUaUpaycXyVOc8Iwkl4P\nVYVhyABWtYYkirLA0DSKqiArcga+z3jkUxSFTKMQku/d7DRJspQoThhNfbIkpWXZNJoOqih52/d/\nN7PzTSqloiwLRnHAtArJ84JzTz7GkRtfTRjHXHz2OeJgRDKeMnPgAMQRm+dOyZirICTNMspCIY5z\n8jynKhUabhNFN3nquZP0d8aompRTR3HC1tYOJ09e4NKlTZ76wos8/OAzvPTCKs89d5rtzTFh5DM7\n28JxTf74M+/jox9/H+mu4vJr0Ib7ew5ByD1fv7dNb3OVQX9IWcgbdjSeoGka6+ubLC7MMhpNSNNd\nLq5cE/Oi2MPJdiv6JIlRhMCyDKIoeUXTS34simIvRWF3Es2LfA9OqJAPVVlVe+uuY5uA3OZJzwZQ\nNChyWRm3Gh7f+Y63cfnRI2xvbvGJP/pTirKk2+1ABZphsb6+QXdmlpmZHs1mk0srq0T+lCBO8P2Q\nta2H+D//3S/yZx/9CBu9AZ1Oh3/50/8T3/4d79jDjCvkRPYPfvif82//l39SO3VpTKc+epZxYGGe\nl8KIKArodGfw/SmGoTGZTllaWmR7awfN0Dl08DJ6vXXSQgYrpknC8vJ+RqM+lAqOaxGEQR2MqKLr\nQvKoq4LRaLqHFUfRhE5nBt+fYJgybjwMQ1qttoyL100EAs9rYOhmnUKso2k508kUXddJ0gTTNMky\noBKMRhParTY7O9uURY7vh1LyqqqURUWW5SRJQqfVxEwyphMfVdUJ4oQ4lKbys12V8TihyAp0Q7JY\nDEPKsre2B2R5hmHalBX85L/611/2XTu/tMRgfQNd1zB0HZCwQ7fZYBIEBGFIw3WwcrnQB4EUeei6\nQlVCVhbYuk5S5diGganrstlWFxZ5WTKYTmUituexvDjL5nYfpar9eFOZmuxZFmle1HeGQFU1zm9u\n4ZgWiiJwHVtSMwvJyqnUCjVRUDSdCyefRYtVnJaDqlbc87bv5LN/8mH0TEWoOk/84ftptLscuvU6\ngtGAsirZPvUSs4cOs7h0AJ+Czd4Gav0sCUWaIJVFUNPnZBJ1FOX0tkYsLnewHQshFAwzr4Na5fmM\nwgTPsxgOp6ytprLaRzoROuYOL515muuuvv3Lvk5fyvh7WAG/sqqTG6w//sMPoWo6jz3yuOT8hiFV\n3RDr9weMxhPyPGcyndbNsgqhCCzDQFHUGsOUTbg4TrFdew8n3q0IdifpKIplfHyd97Y7+WqqfI/5\nuRkcx3q5/SIEQRQTxSl5XtSwg5yQDEPn+LHL+O53vZXjx6+izAv6mxuYmg6VwI8SnGaDixfO4zWb\nfPqTn6a3MyCKE+I4xXQcXvu613DN8StoNxucPHGC9S0pKlhbX+dH/9F/x12vuo3trU12Fysq0E2T\nf/bTv4CmaURxhG1Z6JrK5sUV9s/OsG9pmTRJ0VSNKEzRNJ319U38ICSJE9bWL+B5bWzLkV7Aik4U\nRYxHE9JUNlSyLGbQ7+P7U7IsRdcNGm6jzpZrEYYhnttgZeWSDFSMU8IwoCwrer0eYVincxSyQo7i\nkLKsCAJZOUdhTJpmHD1yJUVRkaYZOzt9JqMJCBlKmmWyYnccG8dxMC0T27Y4MDeDEoYkQUwUppw7\nv4ZryeQO27aIkhTfD2g2XdI4JYkzKTUPI5I0oShhu9fj/3nfb2Pb9pd9B99+x90odQZft+3tVfLN\nhoNr2QghjdJ1TZo6pZk0dAexBx/EdU6grqlYho5jm4yDSEJeVYmp6yRZSprnDIcTWWkrgkkU7Zn+\nq0KlYVl7zb6Z2S62YeDHEUEcE9Z/LvS2EJZBludMg4hhf8SFExdx2x7bmzsISsabG9z1+m/izrd+\nG0tXHGfkBwz7PYLJmPbyIbz5BfprfaoKbFSG4yG6oRNH0prT1JzaXlNgmVa9ewVFFSiqwmQUsbG+\ng2Xp2I5JGCV4nkMcpSiqgh/ELCzOMTvbpd1p0mp7vO7u1/M9b/8nX7PJF/7eYcAVk+mQR5+8nxuv\nvRPPbZKkMb/+3n/PIw8+yurqOjv9Yd3J1yjzgp3hhCzPcRxrz8cgTXNsy6TRlJjhaDTdq2glfjlL\nEASkaZ1oXBb1/CUbTnldmZRluWf5J1Npdytp2c3e/Xw3jUDTNIo8r1d4k3vuvhNNVUmCKV3XxWm3\naMzO0+p28ScTHnrgc1xaXefIoSW2ekO2+6MaR65kvPviArsBnZtbm+RZKeERIUNAK2RV3mq4/Idf\n+RXe8i1vlaEB9SL25KMP8dEP/GfpaWDojKeSvWBZJqWqUmg62zvbVJVgNBzieg6apmDbjlx0dEFV\nyrj2PE9xXRk8ubC4RBT5cqKIYhRVsjpsy6aqYDwZo6kGrusQRgGNRovRsE9eVHieRxgGGLpFUWb1\nOSzQVIM4SUiTjCiK6HYlHr+wsMT29iau65LnGbpuMZ1OSOMEVVdw3SZhMMU0LJqWicgydrYHMiNN\nCPJSYv1hmLA412Xih+i6TqvhEsUJYSgZCnkhmTFRnJKmGe/+/h/iR3/8J76ie9ifTnnbm15POInJ\nyhxbN/Z4uBUvUw3VWjFZ1a8zdCmr3mVK7LIqdnsLu66Lu83A3aJBV1WEIjPjRr6PqirMNVsIwd4O\nUFdVFAGqolFWBZoq5em6rtMbDvFch67jYWga7W6b7X6PpZl50ihmed8CWVYQTUOOXH2Y277l24mi\nkE99+He5+urjHLjyelZPPImuqbjtGSq15MFTzzGYDDFNE03XKfKCIBpjGNJ/RNf1uslYyEzDNAOh\nUBYZV1x5kChNaHoOcZwQZzkNxyaMpNWnaZgkcUoQhOxb2scdN7+JI4eOf8VY8Ncx4L0hePr5z7PV\nv8QfffI3+O0P/js+ft9/Ye5ImyNXHOZ7f+xdtFoeQRCxsdVnoyc5kq+95zXc8/rXycZXLm/npaV5\nRCX5lbYleacg/RaiMNqLIVJViZ3t2kLuGaxXZb0tlDfqbtqxrGZ2+ZeiNt9R0VStjoCXi8Mdt97E\nW7/j7bTbTQ4fu4JRkqO6Dc6cOctH3v8BPvbhj9GenUNRBDsjnyuPH+f48Ss5evRy7r771TRcF9u2\nSdKUldU1SYkqchqtRm0+LpthaZ4z8QN+8Pt/kP/hx3+UajfkrBLccvtdXHPtLRR5iT8NKLKCMIg4\ne/Yig+0dts6d54oDh1iYneHQ4cOSJZHIyisKAxy7wXg0pSjkBDaZTJmf38doOMS2bAzDxLIcHNsm\nTTIm0ykb6xsksYQNer0e25s7qIpkURi6wWTy/7H33uGW3XW9/+u7+lq7nn6m98kkk15JQohIKEGI\nDxa8yhWEgBdQ9OoVhatyuc991CuPBX30h6J0pUsIMbSQSnpPJm0m02dOP/vss8vq5fv747v2PgEE\ngqAYrt8/kpkzZ++zzyqf9fm+P+/SwbZsEDlRGJVmO3K4rfQ8lzTNWF5exjRVosTExCT9vk+Ry6E/\ng1etqMh402Dd+ARGGLJ0fI4jB0+wstKj0/NZbndxLIciVxHvrXaXvh8ipGR5RYk0FLNFUqt49HoB\ncZKwfuNm3vy2Xyuvye+1ERFUazUuu+z5GKYS5HiujefY1F0HyzDwbJuKY2MbBqauE6cJUkKSJiCg\nE/is9Hpr7AkEUZKw0u8NrUwH16hW8ofzPMfUdZrVKqZuMIi0koXEKP2n1fhCHeeBvWme5YxUq7iG\nSSELdF3jrBe8gJQMb7KurEo3rufEwix23aG90GLu0AGyKOHHf+JnqI+ojMJ2r4vpVKiMTOLUx5gY\nX0eeZURhQhQq2KBaaapCW96nAg1dtzBMHcexsW0Doek8tu8wYSfh+LFF5uba9NoB+586weqKT8Wp\nYFkGzdEKW7dsotVe5LqvfowDBx8uj9UPtnH80cGAy/FrVuTIosAoaV1rXEq1ltsLSAqEDtWKhywy\n4qTHrrO3kouUq/7Ly/nHv/+s6nRlQa3m0et2aK+0VLxQlmGi01pewbItFTuOHKYL5EVBt+cP/R0G\nVn+2pXx8B0sTGoVQKQlCSOJ4Lb3imctxbCXkkBIp1cCt4jiceuop3H/Pvex/6ml6vR4/9uIrqDfq\nrLRWWFpuk+UZK60WaZpywfMuot1aIYtjwihiZGyUXafs5pGHHsV2LOUfECaMjY8S9FWUtyYEpmEQ\nJapjskzBxz/5aU6cOMYHP/YpqrUqEvi5172Zo0eOcOLEYRQHOkUIjShS3Oh777wX13Pwqh6TzRFS\nIej7Pgid+fl57HJgJKV67fLygtoaRgnNRpP6uiazcyeoVusEga/SPMqfkWU5jmOz3FpUJu6uh2Xa\nRJGK9lEmOg4rrTY7duxifn6BXlf5VNi2TbfbBWTpb2BgWRZLS4tYpoUmC0gSlk4ex9Q0/CgmSXLC\nMKJe9QgjFe3jBwGdXohjm0xPjtFud/DDiFrNQwhNeX1oGiudnrLzdFw+9YXrS9rf4Pr8ly/oQVer\nrgslvFmcm+GxB+6FMOHcnTto1CpUKg66UN4MhqFDAW7FI41SwkCZ1neDgHa/x3K3h6Zp9IJg7SeV\nKrk0ywkTZewEokzckGRlCguoTtfyPAbNhqZpxFnGYqeDbZqMVZWoYuDYp+C1tXSWII65/6abaFg1\nlo7P4pkOtWaDLbu2Mz87w7hZo8gLHvziF2hMTrJh906iMGR6/WZq45OEnVXmnn4Cu+FQrdTwA5VO\nbVpqiK1EMilC5CoOSpj0+11sy8QwzTJdxGRpZRXD0Fi/cZwwTJhwm8RRwuLSigpb9VziKKbiueiG\nwZ333cDuHWeVXOAf3PqRgSCkLPjSTR+h1+1SSPDcGpdeeCXjY+tYI09LrvvKR5lZPI7rudQ9nVwI\n4jCi1wuxPROkxU2fv4Nbb7qbLMsZGWmwY8dWjhw+RmOkycLiIt1OnyTNqFTUhH0AKYRRPOTvqsKs\nCtnEhJqwx3H6jUwGJKZhlEowRWMbbBmVDFZQq3lDpZllmZyxewd7zzqbzVs2Um00+cs/+XOSJGPd\n1Di6ruOHyqNi566dnLLnFB568GHyPEFDMjG9nocfeoQ8L9iwaQMjjQYIgVfx2PfoPrbu2M4jDz2C\naSgByXDKjqLD6ZpWJjB47HvySdxSTlwUGW+7+ucIAp8gVCnKmzat58DTR+h0fJr1ClGSgBTKCa1a\nYWLdFIXQWOm0SdKcLEtxHAvbdnAcmyiKGBtpYFs2aZayvNLG7ysOcJarjifwQ0ZGGziOooeFYczI\nyChJEilJd5JQrVbLbkzlueV5Rq/nY5fScc+r0O/1qVQrREHI1GiTldlF5fEcp0RxWvrxSiqeS88P\n0UvrUdexabU71KuVMnVCFSzLNHBdizBKqNdr+L7P6qpPWhR8/d77cTzvu1P+hlespLPa5hMf+BsO\nPHg/nm5haiamruNVXOqjTSY2b2Hjjt1UR0ewbTVoynMFvxx/7BGSMKQ1M0t7cZnQjwmimNV+j6dn\nZ2gHgUqNTpXkWBdiyEkXCJa7XQxNo1GtDndloKAHdS8rqCJIYsI4oVHx8EwLyzDKf1d+vQIVNODa\nNnrJczd1A8sycC2bn/71t3L7568haHV4xVvezIfe80fsOf0Udu72T3KOAAAgAElEQVQ9kywKyZMU\np+oqSCpLsafHuffAY8wtzFKvN5Cl4CTLU3x/FctysSynLPw5aZ5gmTZxkihZtyYJwgRBwe5TNtMP\nApI4w3VdtSPNCzrdPpvWb+Gql7yWaqVRjkC+dyDiO0EQPzIFeGbuEDff+VlGR+uEUUyv66PpOq9+\n5a/h2O4Q17r5jmuYXTyEZuhImWLoilKEhFwWtJZXGR2d5sE79nHkyBEeuGsfmzaup9/3FUMhy+l0\ne6U7WV46nqlBh21bOLZFt+sDDHHhsbEmcRwrPPgZMIPKZ1PbsjUYQkmKzdKVSiKpei5JmvGiF76A\nn/v5n+emG77CxPgkt950Iz0/QAhdGaM7FudeeAFepcK+Bx+m1VqhOT6O3+syPj7K+o2bOPj008zN\nL/JfX/daPvKBDyKlZGp6HaZl8sQTT5VY89pDRCmfFP1owFvWNR3L1Dk2O4euqxvt8X0P8p7/8z/x\n/ZB2uweoh+L4xAizs8t4FUdhygiKciqumxoV16FWq2FXXQpdZ3Skyvxii0q1iiEEURyp7zUMgjDC\nNFX+nBA6ge/jB33OOP1sDh7aj2HomKaFEDq+31O/2+Q6Vjsr1OvK77coKYAARZYzMdLEBuZmF1lp\nrxLHaWk+rrLSBt4VcZIMh6W1ijoftmnQ9UPWjY+y2vcVji+hH4R4nkPfD4fOdUmSceMddzEyOvZd\nruQ1QUx7ZZn/+3u/QzC3hCF0GtUKlqmcvAxLY3RylLNf/BPYXgVNoII7oWSPKHXX4P+6rpSHUdDn\n8a/fzLF9++n7IX4YcWxhgSNLC6pjLR/8g1lBnhf0wgDPdrAtlbUmhKAfRtiWRcWyho2GJsQwucUx\nTGZLBeHGsXEc0xp6W9uWSc111UxEU0VZSsnYaJ0szbny6l/i7hu+xsyJQ+w9ZS92zePIkYOcvncv\ntfEN9NozuK7Ho605jhw7hFbKkgfXaK/XxjQNqrUaSA2ERqe7jGVaVCo14iQDVFAuQifPEiYn61Qb\nFZJQGSp5Vbd06ot50cU/y5aNuwZT8e+5Nv0/UYBvvetzLLWPDWNVFCIhWFnp8vIrfoF1k9sRSB5/\n6l5uvuufaY7WS/8GSRzFSMD1PGZOzDI5OU2v2yeO4S/+998SxgmOYykLvpI3mpVa/AE8UK9VqJSg\nfhKrgMQ0zcjznHq9UuKQxVClNPCSHdygg4Gc69hDBsWAS6zrOvVahZde8UKi0Ke73CLOC6amp8ly\nZUWZJglFkfD23/1fPHjPHRx9+gCPPPYUJ2bm+KWr38AN119Pmhes37SRqelpvvTPXySMlE+vrmvs\nOmUPsydPMjM3P7zGBgM60zSGfheDAY5p6Nx4y82ccebZ5RmQfOLDf8MXrvkn+kHA/PwKjUaFNFW0\nviCMhoU9yTLWTYxxfGYBo0x7zvOMNFEUv2atSqXiEcYx01Nj6JZJkOXMtVaoVjyyLMPxHOI4K/0d\nTLq9Xomn60N8Ms9SdMOkyDMMoZGEMeQ5hqbR66pdTF5IslgZegtNEEdpORAVSFkojw6gUnGRWU5U\nFmKQGIaJLAqqFRfbNmm1e1Q9dxhvIyUEYUSa5fzDpz/LqXvPeFZCqqLI+dTHPsBd13+Rhlch9CM0\nBKZuDkU4tm1h2xa10SqG6ZKlMVmSUWQ5Ms+xbJPp7VvZfuZZuLW6MtnXBLphYJgWQtN58s6vs/+e\n+wj8CD+MOL60yNNzs0P++Rr8wdCzZECVXO33yQvJZLOBXia+CCHQhSCXErP0kFju9/Asi9FqjYnJ\ncfYdOMC2zRtxpYZtWeVrwbOV05+h62zdtY3aaJM06FGfmGLjntO4/7Yb2HPaGfTb81RqYwhd5/6Z\nQ+x7/BEuuuj57N1zFl/82jWlTLqg1+thWzaVahXbdoiSgCgMQIDrVrFNg9VuB8t2MXQN3++iGwaT\nU42hzWYUKqOokUaTq1/zDpwydup7XT9SUuQ1QxnV0g6kuFEc0O32lXmLLrEco5SRNnjgsa+QRho/\n+dKradRHGR9rIoWKC3Jd0A0d1/bQTQ3dMJmbm2NsfBxNA6/ikqSp4vQi8VxnKBVOZVaGX0qCMELT\nNfJyyKbsKJUjWhgmQ4x4UIB1Q0eX2lBVJ1HGO7ZtlYMESpc01Y3Ua1W1ZXYrHOsc48Wv/Alu+soN\n1Bs1dp+ym6Io2PfIo7zvvX9OrVbHdmxecuVP0O93ueGLX2RhaRlN11hcXMI0TV54xRV86frrVVx5\nknHwwNP4QYDnuvglPlgUBbpeSqKFtsZdRrm2XXfNZ55RgOHnXvvLLC3Nc8ett+G5NsutLp5rM9tp\noemCiuswMlJHhJFKmnBs0iRjpd1V71lu3xeSVYr5FTRdcODgCRq1Cqahq+2vGzA22kB2ArQio93p\nUUiYGBvB7/lMrJvixMk50izHKg3F4yyFQolbDKFUYuocKmczqSZlpImy1UxS1fnrz8g7i6OYOElx\nbBPPNjEsHaRgud3FiBN6fkSjpjrjdrcMzsyVUOQjn/gke/aejnKL+c43cOD3eeeb34T0AzQ0/G6o\nhr9IIMOQSoHX8wOSRE3qi0LiujZZmg9nIZZp0r7vUQ4++ASmZVAbrbFl71427t6DbplYtsMpF13M\nqZc8nyMPP8BTd95F1XPYOD7OQ4cPsdLvDz+TEOra1MoQV0PTGanW6AXBEAceqJ4loA954wXrmiMl\nRbOgs7rKdHOUk3MLbJ2YxMhzNu7ewi1fv4vTd27HyKEQgvnjsyzPzJNnOZulxsbT4ILLX0pnaZZj\nMwts3WJT8RokYUCj1uD1r3krQdDnhlv/GVkoB8E0biGkRqNqoxsWnm6wutLGcV2KTCINQz3MpMRz\na2iaRhAErLZTHE8yPjrCcr5KxXV50y/+LqZhfn+F69us504HLOHYySd45PHbyYoCpIYfdnHsGrt3\nnIFruzz4+NdwHVv5BggQmmB5uc3YSJMsy+n1A7ZvOp3l9lGkJpmbX6ZSqaCJDNuyyIuCTqeHrptU\nKlUCP+S6f7iZEydOsrTUVrSyIgcpS+hAZ3xinOXlFnmmImU8TymfstIlbPB7DkyuB92yEGJYaAfS\n5KJkRQy64sH0eXpyjA1Tk5x59tnse+hh6vUqjeYIpuOSxBHdbo9et0cuJW/59V/nL97zx+qC8kN0\n3eDc513EFz5/LZMTI8wvrCAEWJZVegcrcQml7Nl1bBzHodfvE0UJ9Zo33EoPhpmGbpAXORXH5ffe\n9fu8+VffVm7P1CDt7//6PVz3+etY7fQJoljFLyEwLUMZt5QPJiklUaLMUNIsw9B0cimxLROZFyV3\nFfxQeR5YuoFuCNK0lGBrWoldgmUZJFlWDmI0dKE8NHKp4I5BMrEATF2jkAyZH4KBcb5inxi6RpYV\n2JZKG5ESDE0rKU4MH7CUGL7rqMFfXiivEFjrIN/3gQ9x3oXPe1YXeKu1zLt/9S3EXcXIMHVVJHSh\nIKrBMnXlsaENmDKGXlqUKuri8Oulgk1VRlWUDVOnOTnGnovOZ2zDJjTTwrRU5NLhB+/n8dvvZLXd\nY3ZlhUeOHiEteepRmuKYpmoeNBVxpewnyu4X6IYhUZIw3RzBKmmV6njqJZUSHMssTYRsPNvmjIvO\n5WtfuZFaxaPhVNh12k72P32ENI3YtWkLaRhz1uUX019eYHLnbjoLs0R+lzAPecFVv8C6LbvRhQZC\ncvzkMT752Q+wtLzA/Nw8Y6PjvOt338Pffui9OK5LGIUsL83heVXWTW2k63dYWVlgdHQMx6kyv3Ac\n16liOy6FVA57spBceM6lvPjyn/mGoej3sn5EaGhKspjJGKmF6GaKYRYILeCJA3dw98NfVj6mQsOy\nbOXAlUuqFVddLKJAiIJjM0/Q9RVGOzZaRwjUNNsPMU2V1+W5DlmeKFXUaJ04TErzl5KSU6xtzWWR\nUa24w8LpBwH9ICSKVcjf6GgDwzCGDlWFLBQXswxa1DStTBXWn7HlK4t2IXFsm41TE9TqdTTd5PRz\nz0YYJseOneAVr3oVo+MThEHIkWPHOXHiJH//vr8hDCOiJGWl02FmYYF77rqLNMuYX2wRJwlJkjEx\nOcmll17KxZdczEijTpJlQxgkSWJsy0Yi6fWDod9wnquHTlEWoDCO+b3f/31uuelGxR8FTNPi6rf8\nFq/62Z9idLRe4omKnxoEIWEY0Q8iwlj5IGSlebyUkBbK2zaKE5IsV65zWVHetJAVOUGYKDtOKQni\nhLxQnhy9fqRyvwpJHKeEcUqcZGU3q2waZV6gIUizYphz5pqKsqUhcEwTQ9dJ01xF0Q/CME1j6G2s\nlRzpPM+Hk/6eH9ALIpUqUe5wEIKPfOIznHfhsyPxJ3HCu371LfRbHSXLlspitCiHtgOzJymlemiU\nA7+89H6Ok/QbErALWZAVGWmWEZdp1UmWEYYxC8fn+fo/Xc8tH/8ky8eP4nfaRL7PtnPO46W//Mtc\ndOUL2b11E5edtpdGOWjtlyyKNEvLCHuBH0VEqQoLSPOcquPg2harpdjFKOcDcZoNrVKTNCOXKr4r\nTlIevvM+dm7ZgquroejskZOcc94ZGJrJUquFYWhkecZya5mn77gLmURUvAqPPXaA6Y3b0TWBLAeB\nmzdu5a1vfDtL8wvEYcTll76I0eYYb736fxD6fRzbxe8FhH7A637+zZx75kUIDEzN4Yw9ZzM1uZFu\ndxXHcsgznWZ9nHPOvIAXXfZTUF7HP+j1HOiA1+g6aZbw1Vs/iB8GOI49dIiKE2VUHsdp2Z1lZeZa\nju1YhFFMvVYDCa3WCiPNEbq9AN1UBdHQDRX7KgSdTg/HtjEsi9V2j9axmGs/ey2rq71ShKFu7DxX\nNKSK51AUcjikUU5oCt+t16tkWUqWqSn84N9hkIzBMCsNJJZlkiRrkUaOY/Pf3vR64jDi2JHD1BoN\nxQIoJPfccScbN65HCI25uXlapeNaIQsuPHsPTx48Qa/nk2YZmzdv4tzzz2V+bp677rqHZrNOFEZU\nKh6nnLaXHTt38tEPfRjLVLQz0zBwXJfWyko5gCuGXc4zo5JAlhxcjQOHD9FsjgzPWSEl1376I3zw\n7/6e4yfnh5g4KM9jhDJsEZryDc6KXOGL39RdapqmBj+aIE2UsfhgGj+IgZKobbEaEKrPqxKsZXks\n1RbYNgzSwcC1yHFsiyCMSz9bMXzAWIYymVd2n0oqLgu1c+l0+9SrHgWUnZe6RNNSkqtpGl6lxue/\n9GWaI6Pf+couu2QpJe/4lTdy5LGnsXRj6DRmlSbsmtCGCSmDDnRgwqSOjxjuFgYsBYWFql2NWT7c\nn3kO11gKgh1n7mbHeedj2i625ynMN0m49eMfp93u8sD+A5xst9QwtLQ6FQJ6QUicpkw0GiqUtgz/\nHH42oZRzcZKwbmREdeC6rqTPQiCEhmfbawybMq7LMZVx/dTGKbadcTqbTzuTT/zVn7Jr+zawBFs2\n76A1c5KXvum/Y1jWtxzXJImZnT3B9PR6HMcbXpMPPHwPn/6nj3Lm3nN4zX95I0jBV2/+AlMT05x1\n+oXcfMcX+coN1/KGX/w19j35AOvWbWR8ZIJdO07/vgx5fgSGcCV2JiX7D93Ho/vvwLIs4iTGdS0M\nzaDn97EsiyhSCQlplqJpEIRhCS9kww63UvqIBkFAgYYQGqauHP+XltuMj42S5hmLC21G7E2894/f\nS1RKgcMowdC10nhEPXlNUxWhIi9UaGaall2vGA7uBplwaZYPFUcD/HoQzjkY/hRFgWNbvOSKH2PP\nnlPYsm0bBw8c4JIXXM5f/emf8sRTT7Nj+xYOHz5Os1kjjGLWb9jImeeeQ7VS4cF77+Xe+x+kXq9T\nKweDUkrWbVhPrVbn1tu+PlQpea7Hy17xE3zq4x+n0aiz3FoZTr8Hyr0BG4KSmjTY4g46YU0IfvbV\nr+Z973//t5y3Rx+6lz941++y/+mjBKVhka6rbeng9QKGBWRQgG3TLI3pNZIsY+DLJcoHgiYEQlOD\nsiJXsEUYJ0Nj/IEQphjAReXXkzQbmt3LQklVB0nRsjQxl0jyQhUuWb7eKiGKQVjlM5krtm0SxQkC\nwaUvuIw/+Yu/xrItnt3ARvLP13yWD/7Je8utuoalmyoN2jCGXSRyzQVPewY2DZQR82vnQpTFFymH\n3wuihCuMsviJ8jiqgWql5nHmj12CU2tgWDb1sXGyJOHEk/uYefogX7v1bg4vLAyVdkJxsoiSpCyc\nSnA0eG/1kSVG6THc8DzcMvBzbrXN5rFxXMtSc4A0xzFNdF3HKb0phBDYlsnmXduojTTRbYPVxRNs\n2H0W7fYJGrVxLrnyp3BrjW9TL/im469qyODB+oyqonxYNAFSlAwbsfba7w7bf9f1nC3Ane4Sj+y7\ni9XOAl61Sa02wlhznOX2SR7f/wC6YRLFMWNjjdJfQSsjWkws02J5ZUWRzHUN2zZIs4x+L1Q5YEJN\nhPNCpViARBYpvh/hOBYSSXulR9TVeP97P0KRqy53/fpJdCFYWFbJwHGcDQdrakjnEoYRIEuzHlWc\nHUcN19I0R9MgKotF2cQjygt4wBQA+OmfvBLXdem0O1xw6aUcO3KI226+jbkFpf7ybAupCX7rnb/N\nR//u7wmCoGRsOOzecyoPPPggVc9lbn4BXddxHYdX/NRPc/vNN3P06FFyqbaJmga6blCrVpiamuaR\nfftI02w4SFQiiWzYqeiamoQPUhd0XWNqaprH9z/FN1+tEgj6Pf7P7/82X/nyjfR8XwVMGqors0wD\nDcVAGHTOaleil7zOAr3keA46uLTsbh1LyU3zkkWioaboRfkp0iyn4tok5UMvSdOS66ohGRgjaWuY\npro2y2FjebOWhb8osWWEwmSbzRq9nr+GHesav/Lff4PXveFNz4qqJEtGaRJH/MLLXkIWqYe2VRYh\n13MoUkWZs01zqCwbBLYO6GADTxFd11UnrKnPKAs5lLd/49ZZVZRBsVYmPGuqS8tSjBfTMqiO1Nh2\n1pmkccTyzAluuulunjhxvExR1obX6YAzPHhAi/Jrjm5RoM7l4MEBgrbfp17zaNoeWVGwGvpsm5rG\nNZSPRMXzqJgWuq7TqHkl1AdXvO61dJZm6SzP8+T+x3n9b/wejfHpb3uE1fqXzsW/VFUHku1v7nW/\nm2Dmu6/nLAZsWx7HZ58i03yWVg4zt/gU+566jWOz+2k2G0yOjzM6UqfIJf1egCwGcuCUMA6pVqtU\nKi7VSoVuxycMYioVVxnqyBxDF7i2getYGLpJUeSMNGs0G00MzaDeaEAhhh2ToavJt+tYFLniHBqG\nkgrruqLVVKsVbHttWJHl2TCYU9MUZxgE1tCBShmLD3iXg8K3ad0UrutRq1UJ+j1uuO4LPHjPfXS7\nfZr1Gs9/waVU61XCKOb2m29CNxQ04Qch7XaH0YlJWsstZmbnyQuFvXX7Pl+/5RaWWy0kgonRBlEc\n0/dDgiCk2+uz45Q9bN608Rtu2kE3nOfKDEjxRRl2h1LC5NQk8ttc7JVqlT/68/fxdx/+IFs3bxwW\nLVmo9JA0z5TYJMvREM+w5lSm9Ua5Xc7Kny80dU7SLMfQdUxdGbTr5aBnMNAE6JdKsDhJhucEym5X\n09RnKCmFtmWVtEJAyuFWf3Ce86KgyAts26TT6ZUQR870uik+d/2Xed3Vz674wmAuJvnLP/4jwjLR\nYkDnGp8a47znXzzcISRZiaGWry1Kvu7g2AuhqYFilpXHMhuGZA7O14DqmJeFXC8bhkJKhamXqrUo\nUvz2KEwI+wFBp41mmIyu38SrX/8LnLltWwkBMZwbPPN3Wup0WOp0EEKQFsq3ZAAtDa6jiXodV7fI\nC6ngCN2gEBDEEUurq4xvnRqmLK877VSeOHYMKeC+az+PWx9BEzp79pz+bbrfZ36ab3cu/qWvi+HD\n49m/z/e//mMXYNvjgnNeRBgoH1VNL/Cqynxa18EP+zi2g2EapElKFMX4QUSWpxR5RhQHmKZNEIY0\nGnUc2y2LSK5kqpaajOqahmnpVLwqWZ4TRj5JmiCLjKn1E+zYuYUtW9Zxyu5tpfGMxdTkGI1alVrV\no+opN7Bq1SUMfQTlVs9QXafQhDK4LoF8rSwgKhEZKEtXIZXLWrNe5Td/++102y2+fuNtBP0+vU6P\n1dUuV77iSl780it4+P4HWFpWJut33XkvM7MLaoCWpgRRxD995jNs2bqF51/2fDZuWD8UAxw+dIgk\nSdm8ZRNLKx3yvMBzneFw8MBTT2CWuFpeFIrHmqZD31lkaQ5UrEmnszwfej188yoH8IDk/Isu5au3\n3cm7/te7qHhOudXPVQEsFB0vLU3VVUfHEK8tpBy6e6niqLbgCp5guPUeFBKttFfUdQ3btJRznRCl\neX5RikLKvkcoZoSUYFvWUCCTF3n5OeTQBlRogjhJVfGwLF7z2tfxhRtuZsOmzd8iI/+OSyojoq9e\nd/3wQQxqsPvCn7wKt1Iph1aqIGZ5TlaGaw6OO6iH0oD9oLp3OcTs1x6Qco3qqKnuP8lzBMr0SQyP\nS5mQoQkqNQeZF+Rpiq4LNFEQd1c594w9nLF1K1JK+mFIL1TXtVZu20dLiXpezlRsy6TV7xJnKitx\nwNEePKfyPGfr5ARFrKCdTZOTzBw+ro5/nlNr1skLSVooyDDqddFlSq05MriwntPrPxgPWBLFAZ+7\n7v1IMnq+T7PpoesCy/JYXFqhVq3guCa5zEssTigMyVVdqa6ZtFpd6vUKrmsjZY5paOiGRs3yCELF\nm5TkSn6YqrSGQUdbFBmaUB2a63pkacbb3/lOZFEQBj7Xf/4abr/zfoqyMORFQRgrVU1N16nVaxi6\nxvJym6mJMa581RUE/ZiZkyfZfeoOPvhXnyjTBdQN4zo2g6TfKFJsi3PPOYsTRw8xNzPHjlN2MTox\nwQ1f/iqn7T0VwzR46J771Y2Z5zTrNX7hF1+Dpms89fiT3H//g8wvLvG8553P4vwCRw4eZMOmjWza\nvImbbr5NcTKLjGZjhDe88Qre/zd/q7aItkMUR+x/av/wRsxLvNMosdCBc9vgpn0mWf/rt9/+DX9f\nW+IbmkJN0/mvr38jr3n9m/jHD3+Q9/7Zn9LtdtX7FbIULgmiRMFCg/czDUPxeAdQ00AYkqfkUnE/\nZVFgGqozTrIMrXwkFKIgSlIcy1KdVTmglSUGLyRksiANByZKJRRSCKRMS6x+gBOqTekFF57H33zw\nY9ilgGAI7D/bK13AF6+9Bv0ZRUQIwdT6SZIk4cYvfFEdj5KDPYAaiqKgKHFKXdNLOGXwHnI42M1y\ndY4MzXgGVLAm7lEQjWJWFJogzUuj9SJHywXV0RHOe/krOPnEoxQ5uNUmFJLJzRv5sWadQhbsO3qM\nXhCgoZoHQ1Op35ONBoamoaFgnyhJCeOEjWMKFy+KAsuwyuMMvX6gXP2SBMswGW3WicIY0zJ4/Pa7\ned2v/gqHHriTpB9TCI2Z7iJjUmPuyNNsOfXMElD4t+tS/y3Xs+qAhRC6EOIhIcR15d9HhRA3CCEO\nCCG+KoRoPuN73ymEeFoI8ZQQ4iXP/qOow+jYFS6+8KXopmDjpklczwYNkixkamKSKE6Zm19hfq5N\nmuXEaaR4nIaluKleBUM3yDJotbr4UR9RumW12ivkOQRBjKFbzC8sEMWJSm6NEvwgxrIc8oJykp6S\nFRFJHLK8OE+Wxrz0lVfxwhdehuvYatJeFDiOxbrpMS55/gW8+X9cjevavOSqH+dFV13C0soi0kyY\nWD/CkSNHFSVKKOA/y3MMXSOOFTVM19VWt151mTl+ggsvfT6/8c7/SRJH7Ni2kYnJSSYnJvnZ17yG\n//Yrb8GxLH7jd36L22+6kY998CMcP3aE8YlxGvUaGzZuYGm5xerqKlGUcNoZZ3LWWWegFGI5x48d\nY3Z2FkM3WL9hPRdedD5TkxNEcUKeF0xPT2Fb5jDKfNC1DxRRgwfIYC0vLvHVL3/5WZ9tIeE1v/R6\n7nv0MT71T9ewZ88eBuGRWYnZKsxXyVU1sWaCL+Xa/y1jQB3LKErWw6Ajlkh0Q21/PdsZ5vkVUg2f\nBuehkHII9Q06uQHTQpQMiqxkU6zfsI5PX3MtH/rHz2DZtvpF/hX3vgA+/bF/IC1x9EEg6zmXXMzn\nP/IPig1TfKMisigfgkUhqdU8zrrobE674Awm1k8om9N8AE2oQqwoa2nZTa51wsPdVokn65pOlmcl\npKDk7/3VDrppsft5l7Hz/IupjE7QGFuHaVnYFY8XXHYh0yNNmtUqDAZvQgmjjJJ1UZQDu4l6o4Rw\n1EHWNMGxpUWyEgcfPFhMQ/HDg0D5iWRZTp5m3Pm5a+gsrLL1rDNZOryf7kqfxtg4rZkTZRP83Cy+\n8CyHcEKI3wTOA2pSyquEEO8BlqWU7xFC/A4wIqV8hxDiNODjwAXABuBrwG4pZfFN7yeHajbWuK9F\nkdNqzxHGPtd+8UM0mk38IGD99ASmrdHudMvhU52lleVSPFDQaHgkaUZRqPiYehn7o+kmSRpgWQaa\n0IccX+VpC0KT9PshpqGXUeU6SVqQhL7KC6NAoNOwd1DEKa2lOaqNUdIkod/vMzs7Q7/XJ01jNu3c\nQj/p015pY9kG7fYKhqmzfsMYjzx0iJGROgf3HWNhdgnfD8kzxeUEOYx3F5rGxReczc4dO7jr9ju5\n4OKLOeXUU3nwnnvYvGMnYdDnwBNPcvDQEQzDRDcM+oFPxXXo9lQSgmlaXHLZ8/nKl75CxXOJytSK\nLVu3smPXTq695gvkRUHFcwnCEMtSBWzT5i1s27aNRx95hNm5eWxLeWQ8kzVQSDWIHKQwyHLKLqXC\nxzds2sSjj+3jX3tDpGnKLTfewG+87W0UJeygCgQlvACmoQ1Nb0CxGASK0ZDLosQ21WczDJ08KyiQ\nJHGGaWhrI5WSwTKYgKdZPvRttgxTdYK6VkYpCTZv2cQHPvoPbNm2/V/1u33zKmTBi847H0fXMDQD\nw9DYuXM7Yb9Pe6WjJNaGMYRcBnfLQLorhKDiuuRZjuvZnM3fx+UAACAASURBVHLOXp5+9CmCflhC\nGgAKkhmcP63EmG3TZLC7MPWBQlMxSTxXsRJsx+TFb3g9TrWGruvMHdqP7VbpLszRXVkkT1KOHjrG\nF265nbgMTpUFtHpdaq5L1Sl3BkhMzRgO4AbHfjUIsFyLcaeqHvBCYyXssXl8EktThTjNMxzbYqRS\nAymZXDeCa1k0Jpo0N29ldGodp1/8Qn4gVIV/w/V9SZGFEBuBlwN/APxm+eWrgMvLP38EuAV4B/CT\nwCeklClwVAhxELgQuPvbvDsg6XRXuP6GD4NQGnZNCLZs2Via5OREcYwf5HR7AVOTY7S7S2ga1Gt1\nlW4QheRFxthIk16/D0LSbNSJ4oggEmS+oqtpukaWZbiVCmmSQKFSiVsrXTyvQuD76JaF0BUOliQ5\njq2DyFlpLVJrjg2tEwHGxyfwKhUMTzDfmqPX9QmCANsxGJ9oEMcpt9/yCGPjTTZsXM+GjetZXlqm\ntbyKZdrqgeC5fP3Ld+D3I6anJ3j+5S/krltu5ryLLuTgk09yxy23UalWOeu8c3ng7rs4OTOnkhXS\nLmedcw6H77qH6elJqrUa7U6POAn42ldvwHUtOv0+nuOQpClzM7P0ut0h5W1gPo1U/NfVVouHWst4\nXmU4EFQDlLWbWME0Cg4wDJ0gXItD1zSNuZmTLC8tMT4x+d0uq29ZSsRh8OKXXsljTx8iSWIevP8+\nPvahD3HnHbcTRUrqLYQ2JPXrmoaqmQPKWQEoXnFRqtIGnbSuq202sEZjKyf3SZwP8VPLMChQHeP2\nHTt566+9jStediW2bf9At7mzJ04i84xCmGiG2l2cOH5CeQsbBrv3nkJjtInj2Nx9051lkSq7eqE6\nTLVbyTEsgyfu30e37zM5NloyT0I0jeHDSi/x1wGENMDMkRkIoX5vKekHEUYZOBr5fSzXQ9M0prbv\nRuY5SRSQRD6t1ZOMjTfZOjnJ/U8fpFmtIDSwTJNeGOKUuydTN9Y40+W5sEyDSdPEj2PFenAcpjdO\nMf/UKtg6MpHUGzWq66Z5ct8jjNRqNJpNjh6fZ/vW9SwcW6IyNsGmXXv5j158v9t6NhjwnwNvB+rP\n+NqUlHKh/PMCMFX+eT3fWGxPojrh77AEjfoYe/dcxG13X4/nuTRGKmhATkq15hGnMcWga/NDskyJ\nHJI0wjRMTNOgYlYIghDDVDhWt6eSZz3HwHXqzC8uUa24hHGE7Tj0g4BGrUIcJtSqLp1uh3q1huN4\nJIZB4IcITfk8pEWPRnNMEfLLrZ1dhj1WbJdDM0/TXe2zML/M+ESDStXlyOE5kjih3qxhmgZzc3PU\nGxVc16Db7eF3F6k3qux/+AC+H4GAPbt2cOSJx7Bsm7POO59777wHP4yJ04wvX3cdmYTR8TGWVtok\nacb+J5+gWatwcnZuKAnNspx166eZmhhn/4Gn6fT7VByHTq9Ht+8Pi2maplQqrsIL05ygDKSMSiOh\ngdMbrA16FE/VIIpjikgOyf1WSVUzDX0o1Phelxj8t7yXLMvmeZc8n+ddcukwSujp/fu55aYbufnG\nGzh0UA0TjXLbqmuCPCvIWaO4CVSxTZIBP1gbsiAGP1MWUjEhioxtW7fxqp/5GV78speybfsOHOeb\n4oJ+gPf6voceGlIUTWuNQqYLtdOI/D7thXmCIEFoaz9X01RzkGZK3m3oOn4QKp9qw6Db7TO5foKp\nDdMceurQ8LoYPHhlifUahlHOHlQggG0ZxEnJahBSeQN3e1SbY+QDqpquU2mMcPi+u+mu+mRZyvb1\n67jv6QND39/xao0kV9acjmnS9n36Ycj60dEhv3fApfYsWw1TESwvLPPjL7iMJx7dR8Pz6HX7bN9T\nY/Mrr2LfrbezefcO2rFPpBfIMFEBubVBSXruFuHvWICFEK8AFqWUDwkhfuxf+h4ppRRCfCcc4zv8\nm8QPetzzwE10/UVGRpokSUIS5cyvtqlWHOr1GtVKjb7fp+HViOIIwzBor/aQRVFygAW2baAbDkEQ\nKi9BclzXJUkTClkw0qwTxwmWZdNaadFs1LFMm3pVp91VCQxRHJf4WYFhaBSF2poleR8Lp6QnFQhd\nB1nQy1eZPXmcdrtPEIZs3b4Ow9A5eOAEeZZTrXmMjjWwPZuKa3P0yBwzx+YRmobj2tSaVV501Qu4\n4yt3MzeziOe5rNu8BWZO8MmPfJhKrcJKW1F6Dhw6hqGruJeBaktoOpdedhn9Xo9Dhw9z6PBRrn7j\n6/n8Zz/H4W6PU0/dy45dO7j2c58fSm+LoiAuDYTCMMGyDMVHLSPlZZJg6DoVz6FWq7OwuIQplOji\nmWIJwVrkTV7G7Vz1ipcyOvbd7Ba/16Xw51qtzrnnX8C551/Ab/72OwAVS9/rdlleXmL/k08yO3OS\nA/sPsNpp01pexvd9RWcrP+/42BjT69bjVSqcfc457Ni1i6mpdUxMTWLb9rP5KN/3GtwMD9xzz/Bz\nJXGmFHx5UbI1YO7kgvK3KB3i1GulMvjJ1fnTygfuAE5RkJxkaW6Z1sLKMMpKCNQwrsRcFT1SeZrI\nUmYexylmaTdZ5Dm60Oi2lhhZvx6haUitQGga/dU27eVVsjijMa7SY15+2cXcdv8jmKgHnCUMjFIw\nU7UdgqS0YtUVRESZWYf4Rh7xgccexzXXBnVPPPAojUYNx7LoLC5x+t4ziHpzrD/nQlYXjtNfXWFk\nan05/P3+z80PY323DvgS4CohxMsBB6gLIT4GLAghpqWU80KIdcBi+f0zwKZnvH5j+bVvWe9+97sB\nOHr8KTbvGOHMs3dimhqW7RD4EdMTY4RxTK/nY1kmpmGQ5jEVr0KaxeiGIu/7QUi16qBpGq7poOsa\nQRgCysHJ0SyE0JBCQ9MdWq02zYYSbuiGQZLG1KtVsjyjFwQ06waO7ZBmCbGfkuc5VkVF0SvcWEPI\nnJnWYQ4fPUqa5vj9gMl1Y/T7EcsLK5imQb1Rpd6s4tgm87PLLM61lFhE1xifGEEYOiOjVXy/z/bT\nt3P2RWexdHSBDZs3c+zIIfI8Z2mpzTkXnEuRF8weP8r8Ypskz7Asi1e88mU8+sBD3HfX3URxzOat\n26hWlnh832NDU/S52Vkuf9ELOfW0U3nwoYexTINt209ltd1hYUH5vw7kwYZUQ5yq65JlOXGSovV9\nNE25eq1JXDU0raRwyTKWBrj8eWfxh3/y3vLs/vt0JIZuMDI6QnN0lF27T/mWf1cc2W99nRz+twQV\nBsyAf4e7WJQ/99jhQ0NBS16ma+e54kSbuk6SpUO2iSn0b2BcDSCwJEuGw7QBe0PXNbLyYWtoxtpD\nEzmEioawkVBJxkjlCKhrKs3brVfot3scvO9BdE1n497TMU3l2Xv0kYcoUgXRZFlBc7SKFVtYug5l\npz2gupm6TkbBdKM5PL5ZUXBieZFmpcJUcwRD0xSvuu8zUq0N2R6WbRGnKVkZMTSxeRq/02Jsajth\nr8NqnNArC/C/x3n7XtYtt9zCLbfc8qy+91kr4YQQlwO/JaV8ZTmEa0kp/1gI8Q6g+U1DuAtZG8Lt\n/GbZ22AIJ6Vkdv4QN97+WSAnDEM0Q2dkpF668qvtlqKzZOprmkYYhyAFvW5A1/dJ4oxms47f9xWH\nU0pW2z0azRqu6zDWbOCHAbZtkZZ6dtNW1B7LVN4RaZpRcV1Wu13qtSqFVAYpvh8xPTmFHk8gi4Ik\nTXj4qXtYai3T64XkWU5jpEa71QEJhmnQHKujaYKFmSWWF1eVpWWS4lUcHM+BoqC13FEKOdfGslRM\niq7pBMs94k6gTH3ChNe+6Wo+8eGPMj+/RFpaV/7kq15Jr9vlnrvvIctykiTllFNPY3V1hWPHj6sO\nJ1Nd/NjYGIamcfjYCQxDp1Grcd4FFxKGPrfddrsy9zZ1RsfGOXH8+HCSrWkqGSFNU1WMdcVGQFDe\nZPqQU2voGm976xt49x/9Gc/VreC/75K8+mVXEnTaJLGyxvRKSMu0DCqOQxjFSpFm6uWOQxUmJBSs\niVIGrmRRkuDZNuPNRonhqmHbwBNClvxts8wXHGDoeaEEKJoQ2Jby3rBtE8szMU2TznKfM15wMRtO\n3cvikcPsu/lWirxAM5Q73CA5+TM3fR2AimWDgKVuF8swGKlUhu5tuq6rwl3ktH2fDWOjQ/HJsaUl\nxmo1dqxbRxTHIASL3VXOOvUUCj9mfLLJzrPOZPHoIbJYsunMXew883y27z33h3kin9X6voZw37QG\nhfT/Ap8WQlwNHAVeDSClfEII8WngCSAD3vrtNceSBx+9kaMz+2g0PIUvpQ6aZpAkMWmi8tKWWi1a\nKx1kobZXaZKSJAmup+JJHMfGMA0OPHWEAvA8B9fzcB0TmUtay6scOXyCer2GbVu02x08z0Y3dEzD\nAqnhBz1c1ykLVpPVTkCaRExMTNDp9omThK3TU/T9Hrfe8Hnaqyv0+xG6oTMyVqe1tIplmdiORVFI\n5meX6ax0SZJ0aLDjuDad1T7d1T6DCPuiKOi01cVWq3oYponu6iwcbeMZJiPNOn/9Z3+pbBCFokPl\necFXvvRlms0mpmnR76uJ+ezJE6x2O0yNj7C80sGyDOI4ZXlpufQlVgqqvu/z+KOP4FWUJWacJGSZ\nxpEjR9E1na1bN3P06HFApUBkZUqy6t2U+U6W5Qid0gEuZ3yswbnnX8R/Ft9nuwRpEqmAUtaShRWz\nwSGKkqG3g67rzxCGlHQy1MAxTTPaQZ/p9WPoPWUWHycJwrQxdZ3NOzYxd3RumBTh2hZZViClUtAN\nu9WioBCifGgLBYmYOoYhMS2dJ+64G92xefRrt5Bn6rp1TRvD1mm3Y5Ispea5zLVW0ISgajvomkaY\nJIxWqkM1oRrqgm2YrCuNm3JZYOkmU40G/SgmjFSQ6djYKEmaMju7wFi1Rq8bcMsNN7J9/UbSIEbL\nJc2xqe94lJ8L61kXYCnlrcCt5Z9XgCu+zff9IfCH3+39grBHa/U4RVEwv9gGqaa6QRCVOnONMAzQ\ndQPDEJiWTWu5RZ4VVKoVbEs5JkVhQrcTkiQpjZE6Vuk5myE5fnyWStWjUa8TJ8lwCGOaNgLo9yI0\nTTDSHCdJIkzTZqXVV8Uxz5ifO8Dk1Bj16ghh0ufG26+n3VklLyS1RoVqzWOl1aVa83BdG83QOH5k\nHr8XUK25FNIdbt27q30MQ8exbWXUIiEIQjJtTdTQaXdwXBvTMSgyHbfikiTK1rJadYlXlPWfpml0\nu13q9TqmoROnKUutFlmWMxvFFAV4rq24oVlOlAQK+9PV35dX2mirq4Daoqd5PuyCkijBc2y6fR9N\n06h4Loau0+31KdCQpQBGK2+o6Ykxdm5bT63+nWSh/7nWloIg8kw92EQpKClkgZCQlLaShZQIWUrT\ndYUPZ6UpktAEcZqy4vdpdXtotoFjmUhZkOQ5nq2ogWZpKVpISdV1hvFXAynzEAKRErvk7kqpeM1p\nrCwxvZpDp+Vz3/Vfoz7i4XcidF0jT3NMy8KyDMIoxrMsmpUKuVQezGPVGqu+P4Q+/CRmudNlotGg\nUlLUDE0fBn/WXJeq5ypijoR+p8d4o8H45ATkOaYpODgzw5atU0hfYnsVKvXmdz7Uz4H1Q1PCuU6V\nseZ2jp+8kzSBOIlBFniuRxgkFDJlfGwUoUGr1SGOA0zLYHKyga4J4jSj3VolyzIqFY96YxzLMhGa\noNfpsrLSpTnSwNA1TNtQAg3DwqvU0dAJQx/bsVXMuijwPA+ERGgmyIJ+PyHLC2ZOLlKv1mi1nqK9\n0qZaczFKlsTy4ipREON4NoEfkSQpSZRi2xZFAdVahaWFFrqhM7l+kornYdkWlYqH63n89q++W9G3\nFmb43LWf5I47biPPczbs2MAv/tyb+JM/+AMaDTXoQIDn2PhhRKfbZ6RZZ6XVHkp4B+bvg+HGarc3\nTGa2LZNNmzdz5MgRhcPlOVmclWZBSi826Ji7ndUhVmjouioUUmLb1vBnWKYBCEbqFXZsmVZMkST5\nYV1Kz7GlHsi6pmGZKox1IHRRPhYlplu6vEkpMbWS/SBLzFoIEpGhWxrVikOapJycXcLzbJpeVcF1\nus6hJw9i6Bqe7SjcF21NUg7DYa6uqd2lVlIP0zQjSTJECIGvoBApJb3VkGpNNT1RlFIZbbI4t6LE\nH6WZvakpj2RL0xmtVoayZEtXjVE3CPBsG8c0sUyDfhRhGeZQwJGXBlYDRk97eQXPsXG9BuectgsS\nMCydfhaildf3c3n90AqwEBrnnnk55555Odd+6UOcmD1MlhWYpk1qJlSrdbqdHotLHaanJ9ANHdux\niMOQ9mqPKFQUNV0U6JaFJiRRGNLthtiORb1RRxOSWq2OZTpUvDpFkRGEAUkaI3QNrchBaIRhRJ4r\npzLPcxGiAAqqNRfPtbnvgccwNQvT1Hli32HiOB0mDViWSbvdIU0yhKYpzC4vMG2LKIxojtSpVpUw\nxO/76JrG8lILTVvhf//x23nLG36T7Vt38fZf+322b/8EN9z0RRZm5vjcpz7B8lKLJMmxLIOsKAjj\nSKmVcslSa5XtG6dpdfvEsV965yqTn59/3et4///3PuJSZl2tVFm/YRMzMzP0+75KNnYcer4/dLWK\n41RN01EdyMCIpjxbQwWclMqcZ8+OTYyP1kt7SZ3gGTHn/7m+/RqMJ23XJQp8dE0pyKSUZXS68jV2\nPZv6SJ1NO7ayedd2dNvA7/fZ/8RjHHrqMOlsBgVYmoEfRIAyHhoYpkv0UkmnxCpKgs1w6DgQZwzU\ndnGSoNk2oA275MGgTcoC01AWmWEQK38N18Cp1rBci2K1YLHTwTJNRR8tCoJcWUyauqK85XnOVKNJ\nnKYlLU4SpxmzK22KomDXunVrWXxI2n6fdSOjiu2hayRhxPi6EQzdRIiChdV5DOtZMFf+g68fqhfE\n4En845e9Csfx6HbbfPq699FsVDl+fB7XdZgYH6HeqJLnKYHvs7C4Qq1WYXTMxrEdNF0jCCNWVwOa\nzREsu0KtWh2mAQgpKGTGam+ZLMtor7QxTIPVdgfT0Gk06yAEft9XSRVZgmObjIzUGRmp8egjBymy\nAr2iYxg1BOD3fLyKqxgXQaQibNIMyzYp8oLq/8/ee8dJcpXn/t9Tuarj5LBZWq0iQgJJyAQlENlE\nE4wNGDC24QMYHDDgRLjYvja+Hwzm8ruACSYYEDkjEBJCSCtpFXe1Oc9OnumZTpWrzu+PU927MmAJ\nLJBW+Pyj1YSenprut8553+f5PmVX6Sj9kGq1XOzuwXZN2u0WCIFrlnjSpc9kdHiiv6t53IWX8OUv\n/weDlTrbt22nXq/RbnXo+iFRmvTjcoZGh1hYWGJmscHgYF09Jz9ASojimK998YsYho7tVAjDkE63\ny/7dO5WO19Cp1+tc/qQn8aWrvoBEybOSJGFldZU4Sfog9B4MvKfR1XWNLFWQlXpVMZV1Q+/3JP9n\n3ffqxcKVSh6ry7JIeZa4jkJQXvCEi3nM5U+iPjRIjiDotvGDgMX5GVrNNqZp9XXOhn48kiiKU+pl\nr4CmK+WDoes4tgWFRjtJ0n6xT09Mhy4KNRxnU/d4GKL4L0J9jyi+vjpYptNYhoKl7FimamXpBmmW\nsdhqsX5oGM0UNDtdPFu1xMquh6mrwVuUpkwODNAOA/wowjKtni+WRtZhmBpVx0UIyUJnhYo7ROdo\nk02PPI31551/0krPTlwPCRhPtTIAEnbsupFq2aO50uHKy57B+rVb+OY1n0ETOYeOzmHbFuWyh+M4\nauCV5czOLjE8OIDtuMzNzWPZBjMz09RqyqOepWpYYZoa7baCs4Nky2kbSbMYTTfJ85xavYKhC3KZ\nYdsGnudw+NAs7ZaPQlxKqpUKp52+kSw7QHO1g+OoHluS5TiuTVYcGdudAMe2yKXCQyJRfbyVhAse\n9Sje9Pq/oVarA6Iv5QJIopiDt+7ngsdeRBZlNNqrys0lepZZtYOamZsjS3N0QyNNElXkC6ZFnsPS\n8rKylmoarm2TpCmrrSZBGKPrOu1Wm+9+8xtIVDJHs7mK0yOgZTmWKfqsXIkkLyhdvTfl5vUT/QFO\nmuXIPC1+n/9Z97mU+ZPNp5/B7NQUpqVz+jmn8ZQXPp+B4XGE0IijiKWFJWbnjpJEMY2lBY4eOMDy\n3BLLiw267QBbM/CTmKAwzuQoDXFPAtbTaOd53p855FKiFRrbvNARW6bZl4jFBYUuLzCXCkCkbsJe\nycZxLKIwIYlTRjdM0m6s4pQcDFOn5JVodzpkMsct+sGpVHbuueYquhCcOjFR9KolQRRTdh2iJGG0\nmB/oQiitusw5pTKGW8CTsiwni3P27dzPGnsYyKjVh09i+8Xx9ZAowAAIuPRxz+nTnAC+8s2PYZka\nBw4cxXMdBgcHlY1Sh1azg5SSctnjuc/4PT7+mfczODSAaep4JYeSZ2FbDn43oNXxyfOcyckRzILe\nnxVT4FwmRWqAxLJtDMNG1wXLS22WF5uFp15TkOhSCcuy2bgp4J7tB2i31MDONA3SNMMwDaIoxTR0\nglyqAYUfIfMcw9TxSi737N7Jm97y+1zy2Ct52Utefa8+1uDQKCXPZf+uPWrHkikHUhBG5FI93po1\n47iey/YdewjDmMiOSdMUTRdosgc2UYxbFyUJyqUkT7I+1AW9xyNWVlbbMoveIP3puG2ZfYShQKVJ\n6JrJ2Zsnit5wjm7ryFxBcdZvfGAYCb8WS8B5FzwKw055/FOuBE0nCgP8rs/00UO0mysc2r2H6QNT\nNBZXSZNUWcbzrK+IAHB1C7NkMDhQIfFTRE6fXGdZpkJRQj+NBY6fVHoW7R4dTn0ORK6A+IrTq/XJ\nfeqbBG7ZpmqV0TSDKIhwKiU00+TT3/oWz7nicqSkb0XWhU4UxWweHycoFDUSSRjHTDeWGSiXmRwa\nJM/VzzMNE7Nga3ueQ5YqHGrJcVk7MYbUMioVF7deZ3zdRk7+8vtQKsCovrD6Y6thQC59xofX8/Qn\nvoyx0bV87dv/zqGpPayuKNmYruv84cv/kru230SaJ9SdGpalFYB0NThwXBfTtsiSFCkg8AM1UMqS\nYtea4bgOtm3hujZCg2475MD+Y31BuEo8UHrhcqXMxJo1+H7Enl2H8GwlPbMsA8M0yLOseCHnKkU5\nVVFIQtMIC21nFMZ8+3tf45Y7buSlL34Vv3HRJYCgVC5z5tmns/3uXdi2iZQqOcM0DFwJlmlx7vnn\n8fWvfIPBeoVmq0MQRkqBITQQ6o0WRmog1u52MXRlNRVArVah0/FJkgQ/iAoCl6bgK/bxnRDFEVVF\ncUvWjg3jOkoXKlDDEdMy+kO8JM04ZfNpD94L5yG+Ttyp5XnGLTf/EL2mMbZ5HXv37cEyHdI4prm4\nwO7b7mJxptHvwcaxagn1eBe6pkwZWaGaqDkurjRxXKMY0ilTRu/7kiRRul2hYDiycDT24Oi9JyeE\nwDT0wpZsUq2WqQ5UqI4MYrslTNsk6vpEgU9jfo7mwjy6rmRlj3nKk6nUanzrxzfyihe8gAP79wFg\nm+p5x2mKVzgNe6D1askjTOI+NKkThBxbnuasdespew6tpto0SSEZHKpgWjpeqYxbdpjvtDBs92c7\nbU6i9ZAqwCcuIQTPe+broG+ghJJTYnJ0A7955SWMjkxSKdfYued2br7zGjzPJskCHKNE2bEpew5+\nEBH4IVEUqeh1wLINvLIFmNi2o4AluqnSchP1Qj14cJbAD5U1s5gUt1pNkNVikhyDEIyNDbKwsKpe\n1IYOZHglBX3vpT44jqeQl6lCT5qWqdIr0oRWe5VPX/Vh7rr7Fv7glX+Kpmm89k/fyt/++Rt5/BOf\nxKc/9imFKiysp+MTI1z7vWuU0aQ4AVimzsqqUjykWdrHLZZcFykVjzVOEhDQ7vo4to2maYSxShd2\nbAtNqCTi8857JDu239MnoBmGxvjwIG6R8KFYtD3ZlESTKtr9yU99Opr+kH0pPeir19fcvXs7Bw/v\norG6TLcbsNpYxjFNuistDuzYS2up1Xe59Whvuq73d7y9ZAld19BRqgHHsvvyyiwr4pZkj9PBCQ60\n7HgGYXY8F63YCuOYJvVKmY2nraU2MoRbG0AzDHTdxHQ9eu2IzkoD27ZoLi2TaQntRotLXv+bfT7K\np776FT7wnvfw1c9+Vik4TINjy8tUXJe6VyIrbgYjlSrdMCRNFZuix6BoBz6Vkovn2eybmsap2gR+\njFu20XQojYxy4ZOeqRyFJ3ftBX4OJ9wD+kN/7lBOUH1Y5cDq3banZw/xrR98EqFJbMsmR8WxtFo+\naZqjFcdvAMNUeVee62GaFssrq3RaPpqu4TiOov5rkiOH5os+XMLU0TmGR2p4JQ/HdvA8D0mO55U4\nsP8QRw5O0Wqq4V2p5Co7p957kR8PRLRsC9PQsByLJMn6HIUeA7ZcKfGEx17O7/3u6xBS8umPf5hP\n/ttHWFxcJU6TIgY951EXncvdd+1kaGiIAweP9N+sCJUsEEZxwWVVxLKx0REWFpeRMseyTDodv3C6\nCcrlEsPDw+w/cKAvOXMsmxzFJ7BMg5HhQWzTICtAPKLYKfV+T03TSNOMq6/fqti4D4d3xAO4JBIh\nBUvLc1x7/beYm5/B7/p02h1s3WBpdo6lqUWWF1YQqLaQQP3tVNtA9pGfKhT1OHBdExqeY2OZBrZt\nkiYZGprq42o6lmli6no/iLMPZYfCiqzcjo5lMVyrMbFmmIGxQcoDQ9Qm12G5JdxarX8qlVLZ8KGw\n4wuFAsiShM7KMtWhYQYn1ynJmoAjBw7yZ7//KuJQEfPCOFI3C6HRjUKGKhWswu3agzl1wpC6V6Ja\n9tB1nVanS6JlnDI+QbXmMTQ+zJYLH8u5j32ieh4nye73gXTCPahL1/ohMtyz+yZ+fOu3qFQrpFmq\ntKm6SRSFakDnh4RhTL1exbSU3jKKErrdVQzDot1q43gOlZKL47oIkbE436DTUUQ10zAZGq4ShDG2\nbZPqKWmmYlXiJKI+UGel3sQtuSzMLtPt+H1bsRCgHtUSZwAAIABJREFUGwaea+EXsh01CDT7xU0z\ndExDIwxjfD/g6u9/iwvOfyznnPUoLNtW6Q6m3pftbN6ymZmpGUquQ2O5gWObfTi3sqXKflrvQL3O\n4tIy3W4X09RJU7Xr0XQNx7aVmzCKmZ+bwy6SakElfNjFME7XNZrNFo5j49mKA6CAPD3BvuoVf+aL\nXyvYyT89Ee7XeXU6LW648Xvcdfc2ZmdmlRJGM8iSjJlGG5lJGsurfa51b/Cp4nygZzzNsgzFrRDK\nEl5k4A0MVhlfO8nS9BytqIskwzZNlaHX41toGsdx3KIwRqgk5FM2TDK+dhSnaOcZto3h2BiOi5QZ\nzfkZWnPTkKckUYxEw/YcyoMjCNPCKVUwLJvywBCm7dFcWqRcG0A3DTacegpXXXst3/3qV/no+95H\ny/exTQXIj7OUI8uLbBoZxTbVoK3l+4wN1Cm5bj+FZXJ8mHKtjOXouPUqFz/3xazdsOVh9To7iXbA\nauV5xvevv4oj07twSw5J0qM4qZ1fHCXEcapSJvpHaYt2p0Ol5CE0rShWOa7jIXSB6xo0llrcccc+\nAj9iaKiO53msNlZYWlqlVHIUMcsyqdaqmJZFp93m6OFjRHFMEiU0llaJ44Q0TbFPiBmybZXuahia\nAoxEcT9kEsDQlZ64Uq7yhMc9kd9+wSsIfZ9XvOg5zM0u0O4GWKbBeRddyNYbbqQbRtimQRjFJKnC\nRIZRTMl1CWPVU6tUyvi+TxQn/WFaWqQaO47VF9brugpz7BkCLMsoEImi/9w0TcOxLTxHFWrbttAN\nHcMw+cR/fJGJNWt/4m90vGl0/CM/uTt+sGfYvWepdpVpmtBpN2l3VgnDLlmakGUpvS2dpumF4UUB\n2l3XQ9PVtaxUajheiUpFMUCyNOXHW6/hmmu/Q6PRwO8EeLYFqeL0ylypYnTNIE0TFg5PkxbUM5VS\nreKZ+rYwAXkmsW1TfahgIK9bP065XGL60Aw90PrgYJU4UPwOEKzdNElruUngh0X6s6Tsupx5+gbq\nQ3WQyh2nF7znkc1nEK42EJpG5HcwdANhaKRxSnNugeENazEdD6Fr6JZHaWAQKcGr1dX1CUMGJtZQ\nHRrpW9jzLGPrj67nCx//GLNHjvavvqHpmLrqOe88dpT1wyOsHRlBFxpRnmCVTR5/+RU8+pIrGV23\ngV5C9cl20vqvdsAnUQFWO7Avff0DtIOmCkw0dDRNJV00GquUyx66bhAGPpblYDsmpVKZOA7J0hyh\nS4TQMEyFk9R0HU1A4Mdsu3U3nXZAFMW4bmH9DWPiOMH1FGVtcGiIWq1GEIZoQrC8tISU0O36LC80\nWF5qoRtaf4rrlRySNCugKkrGlaVqJ2pZBrpu8PKXvJpLHnclmqaO+GrTI4iigNe96uXsumcnAwM1\nllebtLsBaZKw2lbBn71k3LLn4nkOq61OkeqrBhtdP+gze/UiXbfkOWoo0zNgFAW4V3yFoO+EU6GW\nOrquUy0p4pxlm5x55tn864c/URxFf7KwFgom4igiiiOWl5botDuEoa8UG5qG53mUKhWGBodxPQ+z\nSNn4VRwre/KsTqfJ4sIxOn6LNIsJA59ut8Nqc5lWc5V2s0m73UHmklazqVpThePPMAxsWw0/a/Ua\nA0PDOLaLrhlolsbUsWlarQ5Bp0Psx3RaXfJM9UR7DkUhNISuEXV9Zg9NKZhTcQMUQuuTV2SeI4TG\n+k3rGBoZ5uj+AzRbHWzT4qzzzmHvXTuVysZ2cGyLNMlUwoo47rpTKFKJY5msmxhlYs0QaZzilhwQ\nErdSJYsiwjCjPFBDJiFCE5huCb/dQWY5k2eehVsforM0T3t+BttzkYVOvDa5ntLgMFkck8QxtdFx\nqkMj6Ka6cffaMZKc3XfdwQ1Xf5fdO+4hbHfJ8lSZNgyDatljcHSIyTPP4ukv+B3F3f5Pt/OTbT1M\nCrBardYy3732szQ7S6RSRdSoRr5AN22yTHnnNU3DNC2EkIRhSJQk2Lb6I3e7YZG8azBQrXDrtp00\nGi2QhUrCcahUS+RZRnO1jaZpVKolpZTwPEpeCa9cormyShiFhGHI/OwSM1Pzfe2sVUT6VGplSiUF\n9lbOogzbUpjAOMnYsH49b/vTv6NSqp1w7Oz9rSQ3XPsD3vPud5LKlJmZRYIootMN+y0BgGrFI4pi\ntQPOj0uNjodnqqKaFxAWoxjs9Pq6jmVhGMep3z2oulKTKGh4ybUplV1+60Uv4TWv/xN+2k4kjmP2\n79vLNddeS2O1SRzH1Gp1XMdh6003csrmLUSBMoYIIeg0G8RRADJl7do1XPHEK3nc4y+l+kvUFEeR\nz9Gje2m1G4DKHfN9n/n5GaamjtBorOD7AXEUkScZoOO4NrphYqARJQmaoSyzMs/pdNtohka33QGh\nHs80DcrVMvVandGxUbySR6Vcxe8EtFZb+G2f5kqTJE2LlBFBY36R5mID8l4M03EKWu9aq9ONhyZ0\nojBSp6eiNVH2HFxL7cizotDmuezPGWTBnFgzMszaNUPopsHA6DhBaxmjaJtphkF9zQZWjx3BqyrY\neRLHZBnMHZjCMHVOueCRDExuIFhdpjV3DADdNOmuNPDqdca2nI1TqaNbNpbloFsWbqmCVrTfjq/e\n+1+lQyexml8YlqluPv2vuXf468m4HlYFGNQOZmFpiptu+w5+uIrruViGQSfwqVXqLK8sYNsurVYT\nWRznNKGzuLRCloLrmGi6gRApRw8vkBQJEHEU024H6IbO0GAdTcDKSgs0wcBAVe2MvQpoAsd1ydKU\n5uoqUZKwvLDM4nyD5mpHRcvXKyRp1nctSSkZGR0gCKK+VtexlSKiUvG49PFP4bnP+J2fmijxra99\niQ+89z0sLq7QbHX6VKwsz4mTlErFI44SkiwtIoTUUdm2LaKiKAtNqPTfPOtLknRd4LkOAnUkRtJv\nj2ha7yamEicGBgd4+7vezRMuveLepVdC1+/yV3/5NobGxrjq059i+tgMEsn4+ASXX3kl00cPc8tN\nWzEtk6c96zlc/LjHc83V32dgcIRut0NjaYnAb+M5GrYFG9Zv4q1//b+o1mrHf8gvuAfqGQriJOLO\nO35EFHcJAh9NNzl88BC7dtxDFGU84pxHccllT2Tdho1Ypo1hGOj9VpHs08ru9dhAGkd85Ruf4kc/\nup7pYzO4loNtWQwOj9DutEjjmDgtuNK2SansMTExyjlnn49lu6RRytLCEocPHOLgPTtpLK6AlArS\nU6Aae05ETRNMTAyzuLCijDlCYBSnkErJK/jmSv1gGUYxaDse4TRcr7F54wSOYxF0FXjfKdl49RIy\nk0R+QG1iLXkcYJc8DK/MyIbNZGnC3h9fR5blJH7IhvMfSWlgmLDVBJkjkdilCkGzQWvuGEPrNmGW\nKpiuR2lgGKdUASTVwRHQtJN6N/uLrIddAc7znINHdrB7/63EWRvLtsnzjDRLEJpOmqQkWYyhmays\ntFlaWqFaVRrYSsXDdT0qVZvlhRV27DyMbZokSUq3GxSCdUG54hKHMUmSIoGR0WFMQ2dibJL5pVm8\nUgVd02iurmI7DosLS8zOLALgt7sq9cKxThiESAzjeFHTCpG7aehouka1WuEtb3w3Y6M/meAUdLu8\n8JlXIjVYWm4S+AFpJml3feWCKvp4UqLaC4XOs9fLBXUMDaKonzxrGHqx81U3CO2EdkJvmNf7uOd5\nfPkb32ZwaLgP+wGVnPC5q67i7971Do5NzahCXkiiVHSOOrJruoahG5x7/vkMj01y4UWPwbZ0ZmYX\n2Ld7N34Qogk4vH8fmq6x+dS1GLrG77z0FTztmc8C8Yu+adUO8K47b2Rh4QiGbdJstdl+9w4mRzfy\n4pe8kkoRa3McZFR8Z0/l9BOnkt7nc/bu285nPvcRDh+aYmVphZLtcOmlV/KqP/xjjF7wJYLm6ip3\n3H4zt912M4cOH8APO5imjmka5EhKrke1XuOsM8+lWq0wPzXDnu07OLrvKK1Gs19se8VYUoDxTyjA\npqEXwzVDtRwK5q+mqfh609DZvHEttql04VmaU6m7TB9ZxnUtakMeo5s24a+sUBkZxfTKVIdHQWik\nUdC7nMplZxrKQCQ0TNvGclwkAs3QIc+JAh9/eYH9W2/CtA1GNp3CqY+5lLDbYXjtRsxi0Pvrsh4W\nBbh3DOn6bb72nQ9j2oIki0FQhDVCmqgYomazTZZBGEZEUUylXCJOUlzPpVyyFJwkyrjxpruJ40If\nbBqEYUyn7aNpOkPDFfxupPLlWgEDA2WGhgaolgYJkg6VagmBTqOxTKVSpdFYYXWlCUjmppfotLuU\nK56SCBW2YTXsMFSmV5xQKntIqZCD9VqJJ176DJ7/7JcB+QnHMEDC6soyr37pCzh8aJo8V73f9aes\n5/ChI3SDEN8P+4qInp3UdawiE039jrqhqaKr69i22e8793qSKlrIwDAVtFs3DEZHx/jsF76KZZuc\nWITSJOEVL/8d5haWuOO22/tFN0kz0iLeXNd1DFNnZHiE4ZFRdF3jnEeez4WPeQyHDx/h0ksuIU5i\nbrrxJu687Xa0IuFEEwLygIFamSue9GRe8fuv+bmOoLKoFJ12kx/98KvYnsPC8hxbb9rGM5/2Ip50\n5TN+wSOtes3GccTnvvhhbrzxJmaOzaFJeOzFT+ANb3wrdj8N+L94drlkfmGOH133fX5847V0Oi1A\nYpgmaZYysWYS27YYn5hkZHiYxvQ8u27bzpEDR0gTZQFH0mdBKC6EgV7I03rGG0NX+lpNaEyODTFU\nq2LqRl9tgQTfj3BLFsNrhjAsG8fzsMsVRk89nfLAUEEnU6cqv7lC3O2ogpIrELxmGOiWhW7Z2F4J\nTddVonWakscRrYU54k6TpaNHOPPyKykNjeF6JbxqDSnFye6juF/r4VGAgYXFo/zghs+hmSA0ikIj\nkVKj3e4U2kmllLBtlcO2sLTM2NgYaRZSKZfRdI1O0+fWbfcwP7dcQHV0FcyYJP1iVa16gCDwA1ot\nn0q1jG3prJ3cSJgEVKs2CINOp4NX8mi3u3RaLYIgIssy5qYXEULDsnRlTzZ1TMtA03RVzKTSJvfs\nwb1h2Z+94W856/Rzf8pxV8m8up0Oe3ftpFytsnP7dv76bW/FD0OSQuVw/LLKQjJ3PMV5oFZRKgjo\n73iFEGi6SsE1DB29SDyWUvLc57+Q17/xz1DH2uO7wG6nw6te+XIufsIVfPBf/g/1+iCzx44SJkoF\n4noem7dsQUio1CvkmWBscoJDe3Zx5rnnMj6+Bst22HL66RybOobr2Liuww+u+QFxHDFz9CgTa9Yy\ne+wwE+NDvPT3XsVTn/6sn+O1Irl724+ZPrabbhyw7+B+btl6F1dddbWC38j/dIO7n4+a55Jbb/sh\nP/zR97h92100G6tsOXUz//BPH8T1vPv3KP2fXdjChYbMM+bnZvn0Jz/CocP7yGWqbLxxhOFYTExO\n4Hkep2w6hXp1gJ233s7ObXfTWmmjC6Un7wGUZC5Vyol2fIhnmyYb14wre7HQCMIYq9deEQK3alGq\nlXDLFWK/wykXPhbTdmjOzdBpLJFGEbbnUptcj2U7ZGlSHAoEhuWAplQibrWK6bjKlKOOYyA0Oo0l\nVqePcOTOOykN1tny+MsYGJ2kNjrGyaZo+EXWw6QAS6768r/QjlpoQhDGKeWyS7vVRtdNbEc5gsIo\nwjA0KpWK2l3GIY7nkOUSTZNEQcy2bXvQhKCx3CJNM8plpYPsdsO+ZrdUcorvT+kGEa5tYZgGFbfC\n+edfwJHZ/eSZ0m7ajtL7Hjs6TX2wpiBBx+YJil2p0DWGh2usNNq4rrI2e57d1xsHQYhXcsiynEq5\nwj++80P3M11Ycv21P+Dd7/gblpaW1K7T0BgerLK03OqrIHRdp1RyVWHtxbUL0ediaAUSUdfVcNC2\nbf7x/7yPM848i3u/QSRZmvHa172WkdEJoiiitbLA8twsTq1OnGQE3RDHtYnjiOGKxa59RylVh7jw\nosdQq1cZGRli374DjI5NkKUpszMzCJkzuWaSW2++maWFedas28ChAwcxTQ3PNbAtnY9+8nNUKtX7\n6Aar19SXP/NRsryDZhjcfudt3HH3Hv75nz/EGWecfZ/v9xMHPqrvqx5zfmGab377C9x1553cc/dO\nBgcGePs7/okzz3rEAzggUlznT33sQ9y89XqErhyWUigLchTHOK7D6OgoQyNDjI+No8U5O7fdwdE9\nh0nitN9KMXWjyH3TGKpWueDSizl2z15MUycOlRKlx4cYP2UM0zSQWcb81BLVgQrtRpskUQhLiaBU\nUwnahmlSqroYtkV1dBKnXEa3HNxqFYSOaVuYtoNuWIXSJu+7KPdvvZ6ZXXtI05zhNaNc/IKXUh4Y\npE8oepgW44dFAQbI85Srr/00ze6SgnqEAQjB6PAwjdUVHNfB1C2SNELo6o9uWRbdjo8fRJiGye5d\nB9ULS9MIgqigmqnjdRRGaLpOkmaUXBvPcwiCiCCIqNY8DMPE7wS8/W3/zKe+8D4kOp1uh3q9ht8N\nmTpylHKlTJrnLM43WFlaQQiNer1CEEZYlip4hqmrIUvROqlVymQS2q0W46NjvPNv3o9l3n/Wqcxz\n2u0Wx6aOcMvWG7h9280sLCzg+76iwaVZcf0K8lrfUVU4moREL1xJr3vDn3Dlk5+upHr/+Q0hJR/8\n4Ac4NrvIKaduYG5ugSxsMTO/wDVX/wDHKTE0MsJ5jz6fcskj6LQRhkGlOsD4xKRSlbTaTE9NUa3V\n8Ls+freLzDOq9TqTk+N8/YtfpNvpIJGsrqwwsWaSsdEBrnjik3jN6970s69B8Wy7nRbvePNrmdyw\nhptvvZ3lxioD5Qof+uQXqdUG7tf7vO8aE4Ikibn6mi9zz467uPmmbYRBwItf9FJe8ruvRC/6rA/k\nhF7NDHNuvuF63vv371RsZkPD9Cwq9SqaYSD0YkiqG7iux8BAjdHREdZNrmP24FF23HgbzeUWQoCp\nG4wPDlIqeeiFpiLL8p4CGq9qq5NknFMfqZClGZ3VgG43LMwcypQjkchc/bs26OFWXIJOQHs1ULLL\nqqt2yWMjVIaGMByX2ugETqmK0AS6rngo7aUF9t74IxrHZjFMg6e+7g2UB4dQyY8Pz/WwKcCgdsJz\n84e4Y+f38YM2hmmj6xKhqZQLhdkzaLU6SClotzsq9NK2SMKY/QePYZoGhq6xtNQkCGJM08B1LcIw\nJs8lYRhRq5fxXIc4Suj6AaZlUq+VicKY97zr3/j7f3kzXrnEysoKtVqVOE6ZOjJFfaBOHMe0Wh2S\nKKKx3Ma2DGVHLrTAuqEThSpqSNM16vUSf/+3H1EFsTja/bxXpedyAlHMyGQhi0qJ45h2q0UYhiwv\nLdJqrTJ19Cjdop83OjbOBRddzLp1G058uJ8oLgvz87zs5b/HEy55POs3bmDPjrtwLZ2rr72RTrtD\nuVJlzbp11AdqaLrO5OQalhaXSeKEg/v3MTQ8iuO6WJbJ4OAwU0eP0Gm18EoepmVjmga7tt9N6Hep\nD9Z5wuVP5O7bb0MKSIImX/zqd+4zBeFrX/w8H3jvPyFFDprA82yOHl7kZS/7bd74lrffr76jem3m\n3H7XVq6//hruuXsHx6amOeWUU3jnO9/D0MgoqCv9yynAqL9mc2WFd731T5k+OoXf8RUY3TQo18p4\n9RJ2yUEvOL89Slq1WmVsbIx169ZjobFybJa00SbxQ7JYDfMUDzjHdkwGxqqszLXIirQTo399T/jd\nhNpVqzgk9TnbMjBs5eoLg6QYBOvFULcYxpqCUq3C2KaNDK5Zi1Ot41VrZGnG4du2sm/b3QghePaf\nvJH62E8Onx8u62FhRZao3u63vv8J2t1FhCHQNDC1HMO0iKIQ34+Zm1/GcRxc2yTNJLVaFde1SNOE\nfXtnCQIF0hFC4Lg2QRAVEfVqSEbRo5M5OI5NmqYYuoaQkiiKKVfK6LrBxOgkS80lTtt0FiutReI4\nKzgQCmtpGgHV6iB+N8L3Q2zHJopibNui0wkolRS0vWSbpEnOsenDbFh3yi9QfKG3pevL1Y+P7zEM\nE8Mw8bwSABs2brq/D/cTheVjH/soE5NjDA0PsbTYwHSrmJ7NOeeey7nnnsO11/6QLMtYmF+i1Wyy\nf88BWs0VkljZqQM/YO369TRXQprNFlEQMD83i6HrlKs1RsfGWb/pFGamjjIwOEJrdZXmyiq1oSEQ\nOsvLS4yM/qwgRnXX+ObXv8aRY/NIAfV6mcZKh3bX57vfvpo3vuUd/Mwt8Ak3nb17d/DDH1/NwQMH\n2bNzD2EQ8trX/DHPfNZv/URr6IHWp4oT/lUbGOQ9H/wo1139HT703veQJAkyz2ksrrI4u4zr2JQq\nHqXBErqtWg6t1VUaC4vcctPNJFGC53qsWTfBpo3rGbAtooUmUSsi7UR4NZssSdl8/lmszMyyONsg\ny3szCY6rLnLIpEph1lFthSDMMZKsoBaqVkaWZQXcXWCaOuc99cnEQUDY6XDorjtpLS4DkuG1kwys\nXcum87Ywu+8o33z/+3nOn/8FpdrAw7gR8dPXSVOABfDDG75EqzOP6zkYlprmrqy06HQDNHSyPKPi\nebieCr7UNCiVKoShz23b9vfJ/4aukiWSOMUtWg3dbggCTEvZfOM4JooTTNMkNlLiJMUuju1SwiPP\nuZj9h3fxome/mn///Pvo+l0lD9JVIQ/DmIGhQSbWjHDwwDHFdNUESZJQKXuYloHjOvhdhd376rc/\nwxv+4K8f7Mv8M1ccx3zzG9/gGc95Ns3VVe7ZsZsNmzbyG7/xG1x00UXs33+AR553HtPTsywuLJJl\nGa3VVbrtDkKAWyrTajbZfscdOI7D+Jq1rDSW8TstRJGELfOckbFR/uKv/5pbbtrK3Nw0jquCTdNc\nsGP7XVz+xCf/jGeo3rbLyyt9J1lrtXs8967IXPtZNzgpJLPTU3zhS5/g8JHDLMzO02x1GB4c5l8+\n/pHCHPKrPy0iBJc95WlceuVT+OrnP8MPr/4OQgimjxwhCKKi1dXEMkwc18IuWRglk4rnkpgms9OL\nLMwtcvMNt2HbJlXPpaS7PGLzRlzPVU6zNFZoSSA9ISBASkla8ICzXLUtVLxQSprlJAVLWCBUpmCs\nUlt6HOF9W2/k0c96Hrbjga7Y0YuHDjC1426Off9HjG4coz5Wo73Y5Acf/QBP/qM3YTulX6sKfNIU\n4CxLmF8+hOPahFHMytwSYRhRrVQgFwwO14jjGNsxsCyLLE8LVm3IwYPTxQ5aFlHqgiRJGRyqcOTI\nPEITVCoOIPCDSB2jivgfTdNUIvPiEpoQTE5MIgScfcajOPfsCxFC4gdddF3gOBamrilNpKZ2fJZj\n4bm2Sp41DGVrbfsMDlSIwoiBwTrdrs+Ro/uJ4wjrIZpzNT19jHMf9ShazTZ33n47A4ODbNy4FtM0\n6XQ6zM8vMnXkqBLrxxFLczMsLS5i2TblcoXOagOEIIpCuh2DVnOl0KnqyMwnS1yyNOOR55+Hoeuc\nedZZbL3hegK/y+LCHPXBIebmZu7jWUouufQStu/YTprGKgLHc6lWPJ71nGcDsn9WOHE1myv8x6f/\njTvvugWhaeRRwsryKs957gv5/T94XV+1gBQPSnGQAJrgOS/+XZ79wpewb9c9fOUzn2T/7l3opkGn\n2SIIYvwgVJltywLXtdEdnVPXTaI5DjPHZsjSjHYnZHRigLGxYYbXrsUpl2nOzaLrAtPWyYIeuF+1\nanIpMU/Ij4sKK7ZAoAvluusND3sti156S3O5TePYEYY3nIohLYSuMbHlTNacfhaH7riVPVtvoVx1\nOeWiC/AbS+y64fuc+8TfLLCZvx574ZOmAGu6Qb0yyfT8kT52cmJ8FNd1COOAUslGM3KQGqurHYIw\nxLZsFuYXabcDButlfD+k66sCq2uq2OqahusoJq5hKotpHKc4tkkYxWxcu5FWd4VKpUSep7h2GZC4\njkuv75r3aVWowV0YF5pfDYFgdGKYuekFHEeBbPIsp93xqZRd8izjTX/019x+91Zm56fYsG7zg3uh\nf8batXsXw8OD3HTDjYohEfiMj48rS6xh02y2KFcqmKZy901PTWHoDeIoItCUZTbPM9IkwbQkSRyh\n6zqVao1M6/WvJdV6nfn5BaaOHKZar3HsyGGyPMcrlWm3Wvf5PF/zxj9h6823sv2uO0jShEq5xDOe\n9Zv84RvejDixDScgDAI+/9lP8INrvklawM87HZ8kTvjghz7Bqaedfq+WwINVD47fNFSB23L2I3jz\nu/+RPMtora6w957tHNizi/npafIsRzd01p96Guc95mLWbTyFaz7779yx7cccmpmj3fY5d/MplCtV\nLK/EyIZTWTh4AM3UsR2TJM5IkoxcZn3eeZLSJ6r11RMnWCEtyyJJEkAR9XoD3pJtk2cZSRSSZxmm\nbStpiWGy6VEXMbRmLbd87WscvuNOLnjO84k6LRaPHWFs/ab+7/twL8InTQEWwFOf9LtkWcLOvT9m\nx96tVMoeURrjOg6LSys0m20818FxHNZNjgGSfXsPUyq5KoRQCBWiaehUKy4C1QfOc0lKRpqpF5/r\nqNw4XROsmdjEecMXct2Pv4Pvd3n0Ix93wmZIDSc8z6PRXCLLcrp+gOOo3bQs6GOOa9FaaRcgbA3D\nNBgdGyysz12+8PWP8uev/4eHtN997949HD54iHUbNxJ0W0RRjB8ERFHEwYOH8RyXIAyZn5+n3Wrh\ndzr93mAcRcoKXRSxXk9YSsUAsGynYEJIvv7Fq9hy5tkMDQ1yYM8eDNNCZBlxfG+K3E9dUmWKfeaq\nL6iCnucITe3eJJIsTYiimHZrhe9++2v86PofMDc3Q7cTkeY5cRxz+pYz+MjH/wPDMulXoIfQOj6k\nA03XqQ8OcdEll3PhJZf3fNdqOFjcL6SUzB88yoBRYXBDFUyY3LgByzQYWruBPMuwPZeg3cLvxMVr\nVP2g3jAtyzIV0CkEMsv7mvTeID1Ni7DPXJILn1EtAAAgAElEQVRlsnBaaqRpztQ9OzHdEl61Xtix\nbdSfRqM8Ms4jrriCW7/+bQ7ccgNnXfoUlRzjd3C8Eg/34gsnUQHu7aC+dc2HidJASb/8gOmZeRWZ\nbZh4rotlOwwOVtA1wY9uuJs0zSHPSZLeEUlDZhmtlo9hKMdYEMS4rkUSK8NEFGcMDJTptLsYhuAJ\nj30a+/ZvZ7GxyJbN5xSboeMvjrGRtSytLKhwzDDCcT1KJacA3CiX3djEMNNTc4VdF+XOcyz8js/q\n6jKzc0eYnNjAQ/VF12w2GR0bpVSuMz19hGpN447bbmd4ZISVxipCEywuLtJYbrAwN0en08YwLJA5\nSZKgoR3PIxMqmsYoXFl+p9jZSklrNWX3ju3oGlSqdZaXFkiSBCE0RkbH/+snecLwURV7Be8/sG8v\n7/2nd7H1pm2UPZuRkUEGBqssLS7TbvmEUUIUJrz4t3+bv/irt/cf46FWfJUh5j9/6ISmygmfPPHL\nQt8vpJdQrpbJ4ogzLruS+cMHaS/Ok0Yhw+s3MXv4tr6Lskcwg8KmXvBLZKGL7hHl1NepHbLS2qt3\nRhQlGEbO/NQ8y7PfoTpUZs0ZZzC66VRMx0XXTTTDwK3VkVIytesApYFb2PDIi2guL2G7pYfe5f8l\nrPtVgIUQh4EWkAGJlPIiIcQg8DlgA3AYeKGUcrX4+rcCryy+/g1Syqv/u09UIrn62k8gtYx2u8vC\nQgPdMHBth1KpRBh3KVfqOI5GlmfcddcBXMciCCOCKKFWLeMHIbZlMDBYpeuHhZEix3VMPNcmEChg\neeqT5ZJ16yaZnNiAJgS///K3/Mzn9oizLmDH7m2kaU61NqASJAwN0zTJ8pQ0htpAlaXFFUzToNv1\naTSa1GplvHKZJInYuu06nvebv/ffvUy/lNWDB1mWhVd2WF5a4rxHXURjeZE9u/eyurJCGPgc2LcP\npCqu1WqNlcYSrltChT+mfdmWYiUr55bvdxRg3FAZeFEUkecrVCp1RBjgOB62o9oTm087/ec7lArY\ns3sPf/76V3Lg0AyuY2PYJnESs3v3IXJA6AJyyXvf/69cesXPGvCd3CvLEuIoIUfiJSl+q8uhu24j\nbDeJOm3ayy1yqWzkpkkB3hdkmVTUtx4Yo7hx9p2bKMJelmdoxc2ux5NWjOWssNpnhNMxzaVb2bv1\nNjaccxqTZ5xDeWCQyO8q6aef0Dg6hWU7jG4+m3ZzhWp98MG+dL/0dX/VzxK4TEp5vpTyouJjbwG+\nJ6XcAlxT/D9CiLOAFwFnAU8F/q/4+X2fP+UZCB73mOeQxxZxGFGrVhkbGWJkdADHNRgdGUHTJJ12\nyMH9M0rtYGi4tkm14tFsdRS6MstoNpX+VRR36160TlgMMkxTRyAJgpBTN511gr33p6/JsQ20Vptc\n8bin8Gd/9K6iNaE2JKZh0FhpkqUZQ8M18jynXCkRx0ppYZsGYyNr8cMuD8qU/X4sZVlWUKE0SRgY\nHKLdblKp1AijgNpAnakjRwm6XdqtJnGkoEaO4yELxoFtqSy6fqJGnpOlSr+aZhlpEhOGShHieWXS\nNFXDTF0jjkLKlQrrNyidspS9iErJf3nNpGS1sYxlGniOQ61WplotYTs2jWYHQ9eolT2+/I3vPmyL\nLyh4jhSSctUBKemudpjatQt/dZXIj8hzydLMcr/lkOc5aXqcuKewp6JffIEihaU3sDvejsgLjXGv\n+PbmJKqtIfH9iIN37mHrF7/CoTu2sXzsKHkmsUyDuSNztObnaC/O0lpdedCu169y/TwtiP+88XgW\ncGnx708A16GK8LOB/5BSJsBhIcR+4CJg63/niQoBlfIA69duJpM+uiEQeo5tOMwsLBCHcZHtBsuN\n1WKCC0mS0Wx10XWNVquL41gFiES9cGzH6qMHh4ZqRFGE0HVlFdY0VlYWGBoY/i+fm67rvONtH0AT\nOpKcng1/oFqj2emQpRm6bpBmSkgv81wlM6cZnU6Hv3nz+4ij8Kdc4ofOGhkZYd++/fh+gOM6tFZX\nWMmWqNWH8LttypUyQ8PDTKydYGFukZXGMlEUKvZwlhdDHVnE6xw3eei6TpalCHpsjwzDsoijgChS\neWKlSgXXc3Fc715GlfvcDQvBox/zGFqtLpZlUC45aJpOtxuopGEhuPyJT2Fict0v+eo9eEsATrlE\np9UmCTN1DYRGnmSEvk+3HUEOcZRimgZpmvWVDFme98NBsyxVffQ876dp57K30RBkMkdDZcT1zByK\n0wK2bZJnss+nTrOMLMvZecPtOCUTw1RpI3mSszwzSy4kW0YnVbyYfV9wo5N73d8CLIHvCyEy4P9J\nKT8MjEkp54vPzwM9hfwk9y62x4AHxOZy/Y+/ynxjP7qhdKHLiysgVU7WwEAFBBw5NEeaZlSrHlGc\nIC0TTShoeWjqLC61cCwT17EJImXCKJVsNm/cwtHpg2R5hmWZuK7DEy56BuvXnHqfbieJRBcGCAlS\nI4kSnvv036HdbXL7jhtACPIsRQgYGhmgsbSCrmuUKyVklrGyusjwwH30Nx+0pcrcaadt4c477yJJ\nM7IsxW+1WVhYYHRyHZWKx/pNpxJGIV6pwsBAxvLiEq7rEkcxQjsRdymP9+KLdoSU6o2tAlJd5YQb\nqFOuVZmeOkbFcbFMnfe/959IkpSl+QV0XbB5y+ls2LiJU049jXXr1hcIyHsvQ9e56hvX8OLnPJ1u\nJ8D1PBzHZd26MYSEV/3RHz9Y6rJfzRKCkY0bWTg6g7AFYZCgCY1OK6BcdchTxQ+xXZMkTnukUdIk\nVTvbgixnWiriXi/Qqrqmbpa9YZyUEr1AnWYFgU25UgVxrIpykqoQAHXiVOnIfifCsU1ljkIjDmLS\nICDy24S+/z8FuFiPk1LOCiFGgO8JIXaf+EkppRQ9aslPXw/A2VqysHyYVKY0Fjtomk7JKyFlhldy\nMEyde7YfJIoSTEMHKamUXI6tLlGrlmi2uqRJ1s80W212qFQ89KqObZn81rNfzWeu+r8cOnoA0zCI\no5Tp2YNcfOEV9/nsj3NklcP+Ta99N+VSjcXlWW7f8WMVX+MoCY5tK9i3ZZmQS/7qz9+LoRv8ZI7a\nQ2WponnO2Y/gE5/4OEEQYugWpVodu9kiCn3SJCaOQvIcFmamCfxAubakVNzjLFdT8kJV0Ps9j0ua\n1P/3YnR0w2DzmWdiOxZHjx5Vw0yZsfOee4jCgG9/+/uKY+C6PPqCCznrkY+g1VjCdVwuvexyrnzK\n0wvbt3r+tXqdb1xzPYvz8+zfu4cjRw5gmiZXPPnp1OoDD85l/RWu+uAQQmgEfkQUxggUpCcOU5UW\n7hgkSYpWpMtIesCm44/hB6G6iRZ/uzRT1EB6xbf4W/bCBzKpTjqaofcDAciVltgSRepz4bbLpcQQ\nGroFtmei6Trd5QVKgyPUeHj3ge9XAZZSzhb/XRRCfBnVUpgXQoxLKeeEEBPAQvHl08CJZ7q1xcfu\ntd7+9rf3/33ZZZdx2WWX3ceTgOc943UcOLyDA4dvohN2sGybLMtI05wDh6cR0D8eSQldX/VzsyzF\nskxsy2S12cUrdmZJklCplFXEkFPmVS97Mzt3bePb37uK8fG1PP9Zr1I/++epi0JQKdcAwejQJLXy\nAMlAhpCiyAMT1Gpl4jhWfF7b4/hh+qGpe5QSxsfHMQQ0lxtYjs3qyjJhFGLYFnmmjq+27aALlZ+m\n6waGoXi0YRigSY08z9Qb9oSbjdoxZQWj2OK8Cy/ilNNOI0tDrvveNURBwMWPv5TVpRlazVVqJRfP\nsTEdlUhy+223ccYjzmfTlkdQq1XZf3iGW/7+H9i4fi0vetGLcV0VB6XrBmOTk4xNruHxXPEQvdK/\nnDW2Zl2ffNa77kmaknVzXE8xo9XgTBVekBi61m83wHHQfpbn93rsXgFNswyRH88a7OUQJolqO5DJ\nPtAny3Jcz4ZcFuGhxcfKDkLTsEol4jDoy+pOtnXddddx3XXX3a+vvU8YjxDCA3QpZVsIUQKuBt4B\nPAlYllL+byHEW4C6lPItxRDuM6givQb4PrD5RPrOLxrKKSX86OYvsdqZJsski8sNTNPEMg327D2K\n65jEcYLvx9Rr5WI6K2i1fcpFQGa7HfKMJz2PnXtvZml5EdM0Oe8RF/HMJ7+s/5PyPGNuforJiY0/\n53P8yaV6ZzC3MMW/fvjdDA7WEUJQLQ/x7Kf+LuNjP5kq/FBdP7jmu/zLe99LnCi3WxAEpGmG43mk\ncYTr2GQ5rDSWsG1V+Hp93067TafTUXhCVFqGVmyxdF1neGyM0bFJzr/w0axdu4Ybfngdy4tLDA2P\nULI11kxO0GyuksYhd2y7k0woc4cfRpSrdfIspVqvc+VTn8GmUzfT6XYI/IDzzj2Hiy684ITf4tep\n9KrVaizxkb98G3kqcVyLJMpIsxRdU8B8t2SRZyowtpdbqLgOsijK6n0kUeGySaJ2vycqIdIC8t7v\nDxeM4uOKiRPTUjQs0+jXV13TlDZ/wKU6UmNkw6kIXWfD+RczPDrxoF23B2r9d2E8Y8CXix6oAXxa\nSnm1EGIb8HkhxKsoZGgAUsqdQojPAzuBFHjtfyt/6PivwW13f59me5n9h47hWBaOZ2HbBkcOz2IZ\nBcVJKpi6aRlkQUoYJqxbM05jpanE54MV1kyu59xzHs1VX/v/6HQ6XHj+FfS/GdA0nYkHoPiCRC/g\n1GsnNvG0K57PkendGIbBpvVnMD629gGnaf0y1+OfcDkf/cj/4/DhKeI4IQxCTNum3WwShyFdUwFh\n8jwnLIqz67m0Wy3SVO108lwZXPI8w3E9JtauZ8tZZzI0OIxtG5z7yEcwPTPDyOgo46MjjAxUuPOO\nO1lsNJESkjQh0S18PyDwfdI4Iuh2Wb9hLfX6IFGc0PXbCKF23Ndc+0NuunErr3vdawpY0slxrR/I\nVRkYpFyr0G11SeKsOGyp61AfKRF0Y9I0I8+KglsoGFQrQpkwekaMIIrQC1GTspKrgqoXX9ODFZ3I\nGzZ0/V42ZUlGGOVYponr2aRxim5qWJ6JYdtIoQHK/fhwXycPjlJKpBDctf069hzZhm4I8gz27zui\nMHqGieOarDTa1GpldF0QhjGObXPqhrO5ffvNOI6Fbdk875mvZs3EJvbsvZPZ+cNc/vjnFu/LX93u\nKEtTFfp4Um3IJPfsuJu/+1/vYN/eA+iGge///+2deZBsd3XfP+fuvffs69sk9CQ9PQkhIYRBtoVB\nEosFwiwWwUDFdhFiW+BKYklgqqxUhRRW8BqC4wIvGGNiFYkJS3AhLCQTMJYIgghJb0VvnX3mzfTe\nd/vlj9+dfiMWISK96aeZ30c1pe7b3TPd580987vnd87320JEe9AlSYxl2VkftIvtWFiWTbvVJux2\nsoEK3apULBTZc/ElXLJvP/mcT6fbYWx0hGKpyMSE3rM9feoknU6H06dmOPD4Y6wurzA7O0O326Fc\nqeI4DnEcE4Vddu/axS/ceitT07tYXlqiVKmQC3La4TgMQcHNr3kl1WqZ51DAnyUU//NP/gsnDz5O\ntxVr0wJbO177voMX6A249Um2MJtUHNs1wtLsMmtrzZ6/oC0WKbrmu97Xrc8/PVRj2092eQHdihlG\nUW/F7Hsutm3heo627IoSBkdLVEZHCQoFnECLv7/oNW9GnpYxwfnNU62AnzufToQ46nDgew/RanWo\nrzX43tGTeoPL87Adi06ni2VBuVhGpdqyPgojbnr5W9h/8dU4tsNFuy9jqDqGIFyy9wW87Kdvobf1\nu4knZs9x9zmVC4R9l13OTa+6iUsu3YuV1fnCMCSOIkBl7XQQhR263ZA0TfEDjyCfw3G1NGa5XMHx\nPFaXl1ldXmJsfJxqpUKj0cTzAqIoZHl5hRTB931qtRojo+N0ut2sjU1o1htYIgwNDTM8MkqnG3Ho\n4GGazSaWbdFptZk5fYqpqQkmJ8dxXZuPf+KTzMzoxp1+LDz6h3D5dT+je+M9bbi63qGQKoUbaJ/C\nND2bOJVSrC6u6hayDe1ocZqgUt0ZkSt4vQ4Xy9JiVI6tNVU8z+1ZW3XCUBsRWDYImXWYgqw8lS97\nWI6N5TjESYxlO5RHxnk2xgfOd54zo8hKKVw3YPfUZcwsHuLUqVmSWP/jra022TE9RaNdp5jPMzG2\nh0v3XsV9X72HiZFdOLbDa1/9dr74pb/ila94K+s6Db0r/y3dh/TsImLxtre/k6NHniBOE5aXVmm1\nWpxZXiGOtQJdt9vRI6nZgIVuftDDF2NTk+zcs5t2s41KU1IVs7CwyPjEOCvLK8zOznP48FGUUhSL\neQqFEpfsu5QkSShVyqwsLzIxOcXQ4AA7d+/mO9/+Drl8nsmJSYJcjkqlQhR1abc62JbF0uJS1kMc\nMDBQ5a/++pO86Q23cOGFF/Y7lJuGUoo9+/cjto3vCFE3JkkShqequJ5Hu9kiTfS0m0IhFqSxor7W\nolDKUcgFdLtR1lqWarNPlVKvtUlTvWEXRdANIyxLmNo9RrvRJezqIQ8rS7Sp6PqwWFov2Pa0T2IS\nK5RKSZMIyxGSJGLnviu3xTn53ClBbOB/3fuXnDh1lCQBy4FCLs81V97A/37o81SKI7zxdf8aS4TF\n5dOMDE3T6yP7/3KbMPxwFP/1T/6Ihx58kLm5BWq1BrOnTmcThhae59HtdrFtbURqOxZpkvCCa1/E\nG9/0JlbXaiwvLdNstThy6ADVgSEsy2ZleQnfDxgYHCKfz4NAPlfA9wNWVpZ1y5NtUSwWGR0dpdvu\ncOzECVzHoTpQZXJykm6nxdT0NLkgDwpWzqzQarVptdqsrKxw9PBB/tU738n+y/f3O4ibgkJf5P3j\nZz7Ndx64jyRMSeJUJ0LPptOKEEuysePsNevCPqL77NdPoThOCAKvp4imFKRJ1s+NIk1SCtUiF131\nfFZOn2bp5CxK6VWvnZm/uq6tN88DvW/j+S6lagG/UMQJfIpDY7z41W/kOVaf+5FsKUsissbwxeVZ\ngiBPN2xRLg3iuT715hqlQpWNzrPZT/y+24ZnRjZiqhQPPfh1PvN39/DdRx6j2WwTRhFJkrA4v0Au\nnyeKYkqlMq5rkysW2XvxxbzwRdcS5HKsrdVYXV3lzMoyc7OzzJ6aYXB0DMdxqK/WGBgeYmpqmiiK\nGBwcYHR0hG/804OsrCwzPKLrxZ12G8/3OXLwIMVSmcHBIWzHZWVpgRtuvIG9F+9leXmR2dNzRLFW\nVTuzskKr2eBd73rn9lgJZ+p9SRTykd96j55868SgdAeDUhvbN8+K7fTOURFsW/cOp6lCrGz8OOtI\n09oedjaMoS2J4iihPJCn3Qp1OdCzsZBsE9bSpZDMhWZgpIrtOrh+gJfLc+3Nb6ZQHsAk4HPEM10B\nG84flEqJ45gvfP7v+OoD/8DxYydYqzWJopharU6r2aJcKQMwPDrC9TfcxPTUNO1Om1qtjmVZDAwM\n8K3/802+dv8DjE/uIF8skmRednMzM6AUN7/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"text": [ "" ] } ], "prompt_number": 191 }, { "cell_type": "code", "collapsed": false, "input": [ "low_s = img_hsv[:,:,2][:] * 0.3 + 0.7\n", "processed = img_hsv.copy()\n", "processed[:,:, 2] = low_s\n", "imshow(color.hsv2rgb(processed))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 189, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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lcWON4HpYcQ6K3WQf6QfJwjK/lLYt88l/t67Qk8+nFZJdhrUvIGa4cz9LPPxV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\nTQb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LcV20HlHFNYowwpcV5diTCgwBJ4aIkjrF2ia5BASJgZZp5sO1Wjbn5/M9Z/0WmZ2Z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\nARMfQk0PkzmsHcUEESIFaZ5h1VEYS7sVEUfxVpukYpt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"text": [ "" ] } ], "prompt_number": 189 }, { "cell_type": "code", "collapsed": false, "input": [ "low_s = img_hsv[:,:,0][:] + 0.3\n", "processed = img_hsv.copy()\n", "processed[:,:, 0] = low_s\n", "imshow(color.hsv2rgb(processed))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 204, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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p+c0vfI5/8skXScTwzQfptW/40fB9uwdOnbnf6fb4vrx1Ro281R5xj/npY3Ik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\na1IoDFBv1gnjHnGcSZ4naYpRJU37I7vInHucJnji4IjBmv6sW7W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"text": [ "" ] } ], "prompt_number": 204 }, { "cell_type": "code", "collapsed": false, "input": [ "color." ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "2D Fourier Transform" ] }, { "cell_type": "code", "collapsed": false, "input": [ "FFT = fft.fft2(narino)\n", "\n", "FFT_centered = fft.fftshift(FFT)\n", " \n", "mag_spec = abs(FFT_centered)\n", "phs_spec = angle(FFT_centered)\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 205 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(mag_spec, cmap=cm.gray)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 206, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 206 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(log(mag_spec), cmap=cm.gray)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 207, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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x99RdUHiWTCbtffwCPnYsUAQmM+RUJm0oFLKmQBjZIBFBVyzAnZ0dC1QEs8Vi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+U0GAxUKBSUTqdNlUvpQ/aFydPBwYEajYYpZTmM0L1QnhHk6XYmGx0MBnr06JEajYYODw/V7/cN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\nNxoNbWxsqFqtDmXgLnK8TNrXObcq6eck/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iwkYa7x3LmmeDyuzc1NK0PI5/NmqEJZBUJt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\n73jv39bFv7+P3LhoY3JRaO9f8t5/WtKXJf1D59xPDV1E3389t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X5/79+xgYGDA6OsqVK1ewtbXF1tYWdXV1lJSU0NXVZWhoCHd3d6SlpXFxcWFq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\nNmxEGLbT2bARYdhOZ8NGhPE/hBU5s/x3hHAAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 208 }, { "cell_type": "code", "collapsed": false, "input": [ "FFT = fft.fft2(ibwlena)\n", "\n", "FFT_centered = fft.fftshift(FFT)\n", " \n", "mag_spec = abs(FFT_centered)\n", "phs_spec = angle(FFT_centered)\n", "\n", "imshow(log(mag_spec), cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 209, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ikQN1IpwLnYs4Q5Aaf0cOyyQk6T46YkSkYfAWdLRK91OHEomErq+vrSyNUyP6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UnD+m9Ise41lybuikysVHbPmNXq3JC6ntvtdvy9v/f3fnBSZrvdPrN+IqI3Ig6iExx+4fXXfyEi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\n8HtkTZA0Q+xJ/Z6FzJtCMhR3hB1AVLw9SkU2C3EwKWEfI4OqeK5ki+hzA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"text": [ "" ] } ], "prompt_number": 209 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(phs_spec, cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 210, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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LF3j99dc5cuQIY2NjPP/883R0dCCXy3F3d8fY2JgHDx6wbNkyrl+/jpmZGTExMSQmJjJz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oaxsTFaWlqcPHkSc3NzceX09fUFoLGxEZlMRkhIiCBI7dixg5UrV9LZ2cnMmTNxdXXl9u3b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\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"text": [ "" ] } ], "prompt_number": 210 }, { "cell_type": "code", "collapsed": false, "input": [ "FFT1 = fft.fft2(sum(fruits[:400,:332,:], axis=2)/3)\n", "FFT2 = fft.fft2(narino[:400,:332]) \n", "\n", "mag_spec = abs(FFT1)\n", "phs_spec = angle(FFT2)\n", "\n", "new_FFT = mag_spec * exp(1j*phs_spec)\n", "phs_only = fft.ifft2(new_FFT)\n", "imshow(real(phs_only), cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 211, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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hbZTAF4wNOI0xOBdE0WxUKAHzoiBOqYNxOi/a39/PnTt3kiRHR0dZr9dFwVEuRx9kYQWu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\nP88xc2alA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"text": [ "" ] } ], "prompt_number": 211 }, { "cell_type": "code", "collapsed": false, "input": [ "FFT1 = fft.fft2(sum(fruits[:400,:332,:], axis=2)/3)\n", "FFT2 = fft.fft2(narino[:400,:332]) \n", "\n", "mag_spec = abs(FFT2)\n", "phs_spec = angle(FFT1)\n", "\n", "new_FFT = mag_spec * exp(1j*phs_spec)\n", "phs_only = fft.ifft2(new_FFT)\n", "imshow(real(phs_only), cmap=cm.gray)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 212, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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wJ9B/8rlPfOIT+qmf+qnI7T7/+c9f6zvvJNIdS/rS4yhQkPQ/pmn6+0mSfFXS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\n0WhUIyMjmp6e1j/+4z/qpZde0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"text": [ "" ] } ], "prompt_number": 212 }, { "cell_type": "markdown", "metadata": {}, "source": [ "For images, most of the \"information\" is carried in the phase spectrum, while the inverse is true for audio!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An excellent resource on additional ideas for image processing:\n", "\n", "http://nbviewer.ipython.org/github/gestaltrevision/python_for_visres/blob/master/Part7/Part7_Image_Statistics.ipynb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By: Andr\u00e9s Cabrera mantaraya36@gmail.com\n", "For MAT course MAT 201A at UCSB\n", "\n", "This ipython notebook is licensed under the CC-BY-NC-SA license: http://creativecommons.org/licenses/by-nc-sa/4.0/\n", "\n", "![http://i.creativecommons.org/l/by-nc-sa/3.0/88x31.png](http://i.creativecommons.org/l/by-nc-sa/3.0/88x31.png)" ] } ], "metadata": {} } ] }