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@tnarihi
Created October 12, 2014 13:27
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"metadata": {
"name": "",
"signature": "sha256:85b09af85413fd379d6f77fe2b2d33945a781e80b345de143d1581b69f4d6298"
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"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A Simple Example of Image Reconstruction using Sparse Coding\n",
"## Setting up"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline --no-import-all\n",
"import os, glob\n",
"\n",
"import numpy as np\n",
"from scipy.misc import imread\n",
"from matplotlib import pyplot as plt\n",
"\n",
"from sklearn.cluster import KMeans\n",
"from sklearn.linear_model import OrthogonalMatchingPursuit\n",
"from skimage.util import view_as_windows\n",
"\n",
"plt.rcParams['figure.figsize'] = (10, 10)\n",
"plt.rcParams['image.interpolation'] = 'nearest'\n",
"plt.rcParams['image.cmap'] = 'gray'\n",
"\n",
"patch_size = 7\n",
"num_patch = 25\n",
"nonzero = 10\n",
"n_feature = 64"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Retrieve paths of images from a folder of one class of ILSVRC2012"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dir_data=\"/home/narihira/data/ilsvrc2012/n01440764\"\n",
"paths_images = glob.glob(os.path.join(dir_data, '*.JPEG'))\n",
"print len(paths_images)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1300\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Showing one of images"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"path_im = paths_images[2]\n",
"img = imread(path_im)\n",
"plt.imshow(img)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<matplotlib.image.AxesImage at 0x7fcc80452210>"
]
},
{
"metadata": {},
"output_type": "display_data",
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8/kiDhGXHLbju6DxCjLM68rB1FwjJsQZc02CX9ABuJovXtsI+Sx7dgQQO/6bn\nETKq6x3QdLNXQMbt7kOo50tLknKi0YU5MnCoydmxTdNNRTBvS5sIz3gbhCA8N4M9oeRFiCeqS6Wy\now3t/OdxpBp5lGu9ERGdWcA8uOrxvTVd6gc373nV0NLU9Kym8xkQoq9pQzg/uSVZqSNXsX6atiNk\nn9dlF7fyPpYvM3HaJmG5kB9ju7GMtZm2ii12cKqXJB9uCGRl/pyctb4+hDVw9dIFTdd/F0jtsU3s\nG80uOWzStw/jvxZHFu1IFHvZ8Yty6KSpDWNcsfGBloLsG4MDIGw7N9HPVF7SH4QXMccTm/ist17I\n7pEs5jZhwphFw/OarrCJ34SGWpDVbz4oqT/IhHUw8zpC09P0iqaajGPd3bYH4b/7P/gBTff8dxCW\nq/eDxL2+OqzprGU8J1SD9k3Mn9V0PgfGP7aKOUtXTmq6kBl7yg7+7fFvk7VWCWDPrLnAe8qQzONm\nEGHALFdbmF6R37z9ZdnP3kkUEqVEiRIlSpQoUXIDopAoeue6df8joker5O8fJJZX/VXT9yXPJCIq\nMgpmtoJgmM2Jd2vnau/V7xV/RCLNYglv1SazTGn16qrjFK/Im7e3WK1Jh3ufS0qNsJ1ueHG+HN/L\nKl7SXnZcTFvw5r89KmTQ5WF4nQmuidZ4pyBDoVZ4dvMXgSx96f+WI+C/+7s4Mj7I9b/uC0n9sNff\nBlISM4GQPDgoNY36tsFbePMsPLy0DuHr3YakmSPDIH5uZASNqakBGrISg+d1aVJqma2F2XusB1rk\n9whyUipgPPq7QbK+fOVNTVdXC+ShvQ5IzdCwkGtrG4C05WwYY6NBiJcBPxNMuX2xmHhADZwKYYNT\nPvQfFDJ3hGueba7BQ/fpjoc7rbhnox/o1sqaePHBZsytwYP+Nff0abrJZcylne8V0PlYk+Poj283\nPNLnvvW0pjMZcF13J45S51KSosJmw5z6PIyKFKR/y4uzRCSJDh0Wmb8oH9O3cF20ZErmz8hJIc2M\namXSXFuwIvemLGy9xIRhm1cQpTUTkJk//uqXiYjod3/t32u6X/jER4mIKLYEwm2TV+xtugPE7mgc\naIrfK/XOMoS/3+QkhHeICVNLM9aDhxOqrmeF6FvDByAG2+GN6/HvlhC+V7sdczScnNZ0n6rAs7+j\nH2060XRM+rALD3/8mX8gIqJtnULY3+BhPLwbc1Vyii2ORGEnXiM+a7MJCXxuDahEYyvGYzyjR0w7\niIhoRw1OrRlTAAAgAElEQVRQmbmrgrg4PJh/ZyP6YvLLXjJ/DcjVjg60t2eXIMKvfhuo3852JPlM\nW8WG50cw/oPdQMOiMUG36jkdxCKjTPnIrKYLMXrTxWN27LggbdkMENruLsxDsSj78HwC93LVoe12\nHZHdlMJne/tAUh4Zl72kpqmDiIjWsrDvii7x48XLQFba3FhPa8uSEHPViP70+zGelk08z9gv4xPN\nYj52MYI5PCMolTXIUYlxzEP37rs03eARIEgjx7B+JzaOabouH9IY9DfBtpY2ZzXdMiOtzgD2uZeO\n/YOm62vCPLwx/AIREZVscjjm0GGQ09PzWBcN3g5Nl4wiCpMjXN+8UxAz5wzW08gsUCaPS5DBoBXI\n4BLXrqxtFQQzEwRqN83pHQ74pPZpfBSomLsFCGbrbZJsc+UYULRoDL83O4/8tKaLbMhv4zuJQqKU\nKFGiRIkSJUpuQBQSdQPyo0qrVGEnPaXKUC3bwh60Qffqardzqn0uJVJ5BypW9SOjjoNRff+tIl4F\nTpBp1iFRJn5uxQzP0q1vNjugs+ucfFFXmTxlhNdhDwA9sIkDRZsED3SnDTrvtm5NtzICJKpaDfy1\nIUnWFmPP8H0/80kiInrlxa9pusef+iYREX2cK8XrTl1TuIR2FaaZL2WT49rtnYDFfvoheBRvj8jz\nLk3BI7R5gCxtJOX47AH2RDMjQDmys8LvcQSBWKyvzxIRkccuCEYhib9r2/DcxnrhP2Ry8GRNzDsr\n60o8FPKYI68P47IwLzH2AKNFyRTG1VCWFACpFJfmCKPvDU3CP/MygmHmiTTqUio4Hfgsy9wRr1+Q\niFwG7erl8gZvDZ3SdG5GEJsb8JxyWsZlhTl+V1bhJTfXSOLHqs1GNoBOWnSIUngTCEKoBtyE9VXh\nqCS2MA4FGxAkn0/QtHwa81Upc+mbvC49ByNXeUZfC0ZYTKNJUJVUidN0eHDPckW+T0k0uKcRaMzf\n/N03NZW3CZ/94mHwUq5EBb2d5cSEbzLfbs/NggyencT81XJaCYcujYWVERCvG3M7MiIcrJuZj3d8\nCMlLh03C0/F1YB628dj76sU2vhsBKrW6iL54V8Vb/oe3wElxc3LGpFm3gDllRCIGe31tQhDTI7sP\nEhHRZeYYuUhQWCMnMp3KAvm4dfchTbc4iTavWKP8PNnEKjyPu71cTqmsQwTLnBCzAajDqSuCYDVx\nQtJHb3sE7Tz/gqYbY95pxYi5tZgEgbTYsN7nV2CL7fXyvArvn+txzM2hOwTBWJ1FioF4AkiEPqEm\nmWCDfQPg1CRigphMT4DHk8/DziMJsX1zBs+ZWcJeFHBKmgY7bw8rC7CvxnZZo6th2HPBgbWS47JW\nQZ/YYqsbfL5FepGIiJy6UjuOGNDCjRD2qbUN4T1mNjDfCSOQmsMD+zXd0DCQuXSBS8KEpFRSbB3l\nfqyMZJ+/LIjbFTNs0ebHmNsMYqeL14FAHegGwpdMxjRdTRujxdy/QMNtmm5jGMiazwmkzl8rPLuR\nSaDEDk7E3NYsaPGpM+Bn7t0NTmOLVez02Ok/IyKi0xcw10sp4Qo2WLAPN9mBLA60yu/a0S8L5+qd\nRCFRSpQoUaJEiRIlNyDqJUqJEiVKlChRouQGRIXzfoy8U+juR31WJdlWQ3fQlat/EBFRSZdSgQyA\nf61MLF9ek3CHrxUkvjLXqavW1yOSEF+Zw3kG6w9OZYWPv5cYNj8+J9lpD3eBtJiLAm6/cvmipqsd\nBKxfw+G8KYOEQrrNfKyfCcPOioRQklzTqN+Ka7biQgb2cqqAc0sI+YV2CFx6enyUiIiaryAcl2uQ\nDNKVRq59xzGjSytzmi7K0PB5rjsWSQlU3NEG6LySRf9yBoHZx6cRjvGEcO9NHfG6havFZzJM6l6W\n8IqxmOfrMa7JmIxLlsNpMwuA99s75cj52hpCLcVMNeWA2M/KMua7rlpXy6LLnp5ESKq7FuGOsfOS\nAX57H2D4ItfsS2el7zkT5sHpxT2LJGEySwEw/vUxPnquO8iwtYRQacEBe7HqDhQU7IDol1bRh4xu\nbgtsZ1kOYVl12awrRszbMoeb9FYa8OGe5TKuScTjms5oqHD/MOZVsjx0aF88nuZ2cthJFwp3VWCf\nZq7HaLRJdnGOklKF15WTpO7gX/2nvyIiou7PfpqIiDaK0iaTAde/dBZzbOnv13RNtWjfIR+HHRIS\nPnZUOCzO9hJOT2q6a26MSIaJ7y+fkDDJITvCefstGKf6249ouuGvPI72XYVNvDUvoexfvxMhsIlN\njHk5K0T/7UxgbxxAKpXB89L3yUm0q9HGmesjkrV5Iwr72lWL78enJax+633IBP31r2HsGnUkfqcD\ntjc6zet+9y5Nl+K1uTaFMFCiJOGqwZ4OIiJ66RkQoKfSS5quiQ8wNLYjnFPXLKGeS+cRzvF40U6n\nSdbFzDz2DjtXh1jUhZbzKYQEHRXMRzomITBbAfO+wJnjt3Kic1ZTMGzis45OHfl7A2O0vRnzF49K\niNfjAhE9bUKbKnlJiWFOYX/KVBBSnCvimtJlSTlQriBdQ7AJ984kZMxr2zE+G6OwDVONrMd5rhda\n1w2b7Ap+SNMVexDqW94CAfv0hac0nYU5Ft/8BrLv3/9Rybofz8C+3nod7b5pUNoyvYZ72QuYo2hO\n9r76brS9YMJesrEpYdngXmQon7mIOo6Lw69rusZdCDO6THzg4syLms4Rxj0rM3juxbFZTUdmhNwb\nix1ERDT2hsz/sIPt2435e/qzfybt7JB1/k6ikCglSpQoUaJEiZIbkPcEifphxOwbrRH3/1b07fn+\nNrxTm6rXv1OyzTJ70AadW1z1nMslfp3X1StjziLZ7fAWonNCWqy0gmxYTQZaTahJRFSokmoZ5TJz\nhfhiWWjZZm5L3oq21AQE5RhZRoK8nn4gQtcuSaqCiWmQAYfS8BDXV+UIcevD8DpHwvBo7EXxcmqt\n8DpX2cPzD0gl7CIf3W/hyuurqzoyKCNXT333JSIi2nu71EnanIM35z4AzydYFq/6E1xP6cwivNQJ\nRrSIiO48jGR2p08jDUGrrqbV1Cw8ygKjDOmCjNl6GDozgQidiouuXEJbGlvQ3oZ66d/GFjzRXAnI\n1fy8eNUeN1AwSwnjn4ouarr+bfAaw6vwUl0CGtFDD3yciIjeOgrvL5sVD3hpCX0e3AfP6cIlSbeQ\nzWK+LVwYbW1D5o+yC/zcu4iIaOuK6OxsS0Wu67WaEY/SYwQ6YYnDJhZ1iTFdXnh/VSTKr6sNaTKh\n7wmuEelzyT3zZUaJ2Jcrl2XMqGrX/H2zHmYq4DoL/+tgMnehKHNVRfHqarhtWUEN3YyUpRgpaAgK\nqTfGyOznXwAC8vRvSq2vZ68DyX2dScuDbvlekxXPjvNR+ZWc+KdPvoJ6XIl2jGGQpJ8XL+Fo9WPv\nR/LZt06fk3t+GGjq0DxQnIXPClq8g9OAxCcxDw9/5Gc13VgcttEYgjGFFyUdwevXca+eFMbDlNaN\nWRjXPfS+9xER0elhIXp3+oFqDjKC/ZUXntN0nm7YcEMDUNxiXNDbaoqKXf1AvopF3brwAAWbZOKz\nr1FSRlAZaOqRe0DmrlyX/WlsHochEml8b0e9EJI3I0dxPSORdo+gqWmu2zk9CcQkFtMh137YSa0X\nbYptClG/zGkEKkWMT7eu5t7kHMa6jonw41OSaNJcQR+2VrGX1DUKmrpRgQ15fEAbC3FZh6HOe9DP\nBRCa65hEnm8S1Li1HehIdBKk7obdklaA84XSzQNI8mpwyBi09mP8I5NALj/71P+u6Zwc1bh9EHXi\nAjsFTS87MDfv+wRQoLo6acvX/hmoTVMNrrdYZFxtfqz3kxfQzppuWf8dg0Dvz10A+rqv9TH5Hudy\nzTvxG9Zpf0DTzZ2uzh8OhGzv0pHOS/hdashi/69vFdvfiGI92AL47WndJkhrnpNeP3bwN4iI6MyF\nz2s62h6mc3L25AdEIVFKlChRokSJEiU3ID9RnKgqmvM/G5H6lz7vnUrDVNte4CRtBh3vxWI0fc/1\nRrPwc6riZE6TzSJTUmAEylL9TAfgVXPBxTN4q3Z7cY1gAETEvKzqQc5dIUnxPxXHG/q5JXgI2/ol\nO+A1RnSaavB23rkib+wm5rhcnQFapU8O2cglBK4PIbbuP6fjABxG/HpqHl5EvS7p2qeZw/H8a/D+\nk+vilWXyeN5ihROPJuSeOUbxlubQ3hqLzEeVBzIXxzH6rA7laKiD1xZZhM5UlPnIJvFsD3te7W2C\nYKXzXN5ibZaIiEIB4XVlkhhlmwv/djRLHH10DOiCzQBPrdYvHvc4p2Vw2DF2dpcgJi+89HUiIvJ6\n4dE2dAnylUhg3IslXO+2ioeXYi5LPA5velevHFW+MAIuhZGRz22d0s6pcaAiu+4E3yoxJXNb4ePA\nTkYSBvqk7Ec1Yew4c2qsJEec83w838NpF8o6JKLIukoOHqnfI2V0qiiBi0vrpJLCTTIbOYGnHf8a\nOIlsJivt9XBixPUiPrNbxHOuscFOXLwuN6LCjTAFMDeXj4Fb8/QR4eA1H0QqjZZN2M3oBUGNbLuB\nlKYK6EtLSFJAvP8mHLd+kpOLuizSTiMno6ypB6rV2yzr8NhTQLD6uXyIMShH5A91YT398ySOgofG\nxfvv3IFj3RPXwN3qukNKu/Sdx3qv4zQP7k45Hr7BKUreuIZEkAaTbDguRqwmtoDe+Xs7NF2I0wo8\nex0cnC5dcs+lDYzVTi7DkVoUFHZhFutpg9MmNJKk8NiIoD8TK+C2JFMy/11tWL9mO/qwsiHovacG\nPKJ4EfOwviyIaSWPcc9wcs5QQLiXhiL6mmGE7q23JfXH/ntRqmTPHpSeGrl4SdNZEkCU0pyI11YR\nG3Z4gTwXXNi7skaHptvbiDU2tMrIWaOsmaUVPLs5hP3CyGvH7pX17+Mta4qwz60yoklEVBdgrhGn\nDpkd/a6mC5iAot33yG9CtyLodmsj9gmLH2ulJiRonMsGDtfwOPYkl09SB3zsw58hIqKjz/w9+mkW\nxNRSi75vjmC/8RRkz2wIYfytJeyBG4tS1qqBkz87PfidyjpkX7Sksddt54ouizrUf+e92EfHT6BE\n0uaC/JYcHkBKi00r1vShQUmoeX0OdvrZvwUSdeQDBzXdalhQ0HcShUQpUaJEiRIlSpTcgKiXKCVK\nlChRokSJkhuQn6hw3k+i/Mjs5DqpZg4vGQGFFnKSDdXkcFRvxv9KaCHPpOYyZxrX19xb44zObRyG\ny+WEBGrkEF+M65QVOFRYryNSVgnsXj5C/taa1N6qksBva0a46kJGajdVM07HhgDv9w9IOOhaFPBv\nJQ8Itc0lVbJnGKr3twDObzJKWzYzgNcDDLcHWoUIOXKdq3d70aZKThfuyFbHEf3cWJfQy9cuHici\nIpsT99zll3BAM4e3Gp2AtjezAvnno4CKTU70wdog7TTMA3aukvkX1yT8EKhD6CUTR5vyJTnG7udj\n3ZtM4rYYJW1CZyuItykOfc5NCQG+swvjsBVH+CIWEdg6kUSowFjGGCd0RFgbZ0Y/cwpj0NksUH86\nwmGLNEIg+Yz0Pejlo8ZRkH+LujCZrwm2cG0McHdRl33Zmcf8ZZjY73OKnSaTaHN7HdpprujCuEwy\n3+S2WF0S0ghwOon8Ksi5TruEY60ljLWRz1aXTHJPE4fDDQ5ck+NwoMWqO7CRx9x0OBFeicdl7GJm\njIcrgPbaJFsDFThsFIjgGX/6nZc13X/8P36JiIi2c226Lzwp9cMOxlAj7OMPf5iIiK5fk5QDr/Hh\niEA9xn5mZkjTdXPtwtY22O5nv/A5Tbf/doSPois42r7ziNT6WvdgrOr8sIMpXf24TBzh3P570Kax\nF5/QdIFDHUREVBqDjeQ2ZVxqDyDsFzRjXK0OIQdc2EQI6wPV4/N20W0/hNBH8BWwby1J3TxwyDXC\n+5zBLeGuImGM9zBZfXliRtMZeE2uXuBDKn75XnoV4+EKIfRqcUv6CrMZe8jYCMjKNw9KeDTHlQPi\nRdjr6qKE+mrbEdbMl6r0CKE+nDwJgve2ZoS0YtFN6UMJ42cxcg3EnQ9punAU+/fIOMJzHd0SVp2/\nivZlAghXXVmQgyEteYQBwwWM+UoYfa/T7adGE/aN+nro1ity4MZRh36uz2JdtTbeoul29YOkPjWD\nNg3USe1Mcx3WUYopG/k10ZlCsK9yCr8Jw5d0dVjrQNHoHsC8X16QULa7Fikt9tzBNT4t8hs2eRH7\nsMcIm4rFJHTeFUA1AGcaazSbFjs1m9GuhUX0wWSXNB0Ll9HOplr8BplyMmaxLewJGxG0ZX5EwpXN\nXoRMa3ajX0+/KrVBO4O6Aw/vIAqJUqJEiRIlSpQouQFRSNT3yfenLyjrE2OyVNGidyKkZwtAKTIZ\nQVMc7I2bq9friucZK5xI0/yDaQjWuK5dCyNRBV19O7sdXlyOPytylftaHRJVYbKkgY+eB0NyZHVp\nGm/9nezN7fKI5xUrwtsIs/d/dnJY0/WbOvBcN9fsCshbeoorvTezk5LtkCO9aUaU7F6QCbfCQiK0\nN8BreO4bIPDdv3NQ09EsSOrmVrS9pkWQr5UVeBar46iFtOuw1MKiHnhDa3kgLuGCwA2dFoyRg5G9\nfFY8WTt7sqUy2uuvEQ94cwteToDrxlVIUKNMBp6S14l2xuKC+rms6J/BgPbaLUICtxjxt9MBe3E5\nhchutcJLLW8xipMXL87lwPwX2GucnBIvvnsbPN4EE3aH5wX58tmA2jkYbTw1IiTZHQfhsToc6ENh\nVe5pLqB/Vj+8vtKG9L2GvTgXE5GrxG8iolU+JFAX8HCbxGP2cy05XwsQmpgu2WawHvNcRegsQT2C\ngT7nOMkn55KlpqyMT4H7V2SCscsmW52fSfVOI9blRE7aVGF0y1bGXJmGBTWKTgCtbWlCe30GWWvR\neaA/TxwDqdZUlOfV1eC6ag3NqzrP+XAzvPDIOXjzv/zB92u6F98+RkRE9/3MB4mI6Cvf+bKmu9Xd\nw/3C+vNYpe+PHIYXf+I73yEionBCyMMmcMapsRXe/MlFScD7qZ9CmoXTx4BuJlKSqqCW0628dg41\n/po9cqz8uSfgtduZPP7wh6UPp94G2Twehi12+mTMtjEKd3kNiMmv/Nwva7pf/avfJiKiDzzwKSIi\nWpoWsrKPQTALJ/5NlQRpNdkwtpt8uGJpWRKbJlJAhupaUDszmZR5H5nEPtPgh+0/9tOf1HROJ9bo\n5DjGymTXof1mPG85ibVaWpZ2ZiPYCPd2Yl+aHRHyt7MHqKK/Bmtne1GI5Taup5riOqWDXCMuNino\ndtqIe8fTsE+Xbt9fXWIUt4LfEr9P9mi7C5+V1/GM7h2S/PTU2W+gS4ze7hz8qKa7uvSPRETU1IYU\nN96i7FPhRSR+tfhw8METkrYkK/hNyBFSx8S25DfBZsQ96nxAAeNmXTLRA0jPkHnjL4mIqLg0q+nm\n5vG72NyEcbEm5eBTjKMElX7829YvhwfivAzaGJ1018oeNjGPAwx5PsDUx4gtEdFAj5GuPk8/VBQS\npUSJEiVKlChRcgPy3iBRFQNFhDJE1ixizHb2AgoFibc6ONZb4BIUlqJ4DyUzPIQCIy0Ws3jA1bfD\nKlZU1Hnx1QR+VWVFBygZmD9U4hIrcaOuOnap2qbq3eWemRInS+SLnDp04+05xPV3dOLNuUa+RkYu\n523kY9qNTsm2eIljxDv5+umIeCJBM8aquxFcinMLnF6/KG/e3UVGPNgL79WV/6hvQXy/Wt/dFhDv\nYTSPN3tzKzyLJKcCICJ6kDkR8zlO2qbjB1ij8AhzzXjepXEpU9Lbhrd/E6ddKFbEG5+eRmz6tw7e\nie/NS2zcvRd8rAsjQMOaegWlClSAXPjd6PNzV+XI+XAdvKm7uu4iIqLzK+KRRiJAR+x81N1mEu6P\nywdPLRIDF2p1S3hP23bBO1pfhUtjLUrf8xWMpC8ADz0yI14OsfedjsILs9nE+C0ORhct8BYX18Wr\n6uVyL8sWfM+UEiRyJQzvvZnLcOTSOU23uACPuaYObWnwCFdsYQJ972nHnHZsl2PzvhBsYn4U4+83\nysLI82Kpr2F00yiIoJ/LobgDP4jMzjLqZnLj+nhSuDSJKOx5Zx1Xce+To/EbMYx7kbkfi+sy1hsR\n6FyMZGWriGJG0MZMCtc4zVhfzfXC00hwiY84l+qp84kthnnaYkG0KbgmY/7qm0CLHj0IW27fIWke\nHtmDI99vc4X5SV1i1I/ci0SBcTv61zAlpV2ubTAStPteIiLyFgT5DheABJ08g2PwIYOM+WYZOiOX\niyrExYZHL4GP1dyJ+b/tlr2a7uungYZsDSGR5sH779d08xewRuqCOAb/xBc/q+l+63/5FYzBIhCb\nzg5BIlbO4wj91gpsa2pe9ilfDdamvRa2EZuTdZiyY44cjCTt292p6Q40grszNPQqERG1Nwkv05jE\nOJh4brs8kqYj3AiUookRntoW4UQVNzAemTIn4nSLTaytYjwTBeztG5vCEe3xI/llglOhrBWFS5NK\no+1+K9CUNpeg/fOb2LMuX36GiIisLTJmJi5nNT0HFH12WND+O/eDV+cqYP1vLGJcsyTPDbUBxcts\nYE+3k6x/nwv7zXx2loiITl18VtOdHPo2ERF5PLDFfK0kKu0fxP47chXI9cQ1KfvS14uxCrmR4Hhk\nShKxuutgu9ECfudcbikJVF7D/Dea8LuRbdSlxOnGulifO0ZERJUF2T8mn/giEREVXVhHyYrsU/3N\nWK8rVuz/5U0dMujEHBndGLvN88JpnUmBQ1XH+3jcLuvJ68R8h4d4Ppd6NN1GzY9OgaSQKCVKlChR\nokSJkhsQ9RKlRIkSJUqUKFFyA/KehPMKxjJ5dSGN8VnAvwMeJteVdPEuG6C6akOTJEekzWnORsxE\nUX1NukwOuLzFAujWZNFlCWd0rkoaNwhiT1HObOxhYmjQIN87vwSibZSJqHdsk4rdDs5+HM8izOXx\nSejMuAJ4c5Rh0v39cnSUTICdqyRwk0umJBFFaCfG4YqiQ0fUZuJ6C9ef2l8DOHkpLuGnTBChFAvH\nTh/fuq7pPtwN8qkxxvWLNnRV0jkjsMUCyDnhlRDDPx1HJtjtARDRr03oUiN0AvLdioIQWV8ncPk8\nH8G2WzAumYLMf50FfU/627gvQrJMWzCeRzkr8cKZE5quoxfjH3djXD52z/s03fkpEBm/NYzwxbY9\ncrw4wEfbY5xN2VvR5XlnO1nJwSjsOhJwfhZw+q0DqAP23Ck5Blvh1BalCPpu0c2VwQRfxeUDtO00\nyXjG02hDksPBhYLYW0MbwkXhMUDaKR0pu9YPgridj/tbPdIHG2f5rh7FttnEV9pzCzIlj0wDjg82\nSTX2Eoe8q9m9DQk5VtzVgOeVuN5dxSbhapcJNntoB4daddnhm8JhHg+M48k339B0xGGcwb1HiIho\nxw5ZT68dxXU+PmjRVisHLtbDCL2sr2PfaOqAvY5PCZk/2AJb8juxNwS9AvnPcSqOKGfDrySkvQZO\nP+JgqkAkIWMeW8P8t2wHufbSeenLxBzs7SqnrziwRwi7z70Nm7XkMS8ej+wNDq6vNnccjO+9upBW\ngGtKRpewdvqaJaR1/tpJbif6179XjrHPjaANvb0Igfz1i9/QdA8PIjT1WhTrvb1dUmO89izSOfhb\nsG7vPiBZqR+5B1nXM06098p35Uh+/wHM231HMC5jE1Oazsc0ATeHpH1eCaFMLWMeK2XY8B+9dFTT\n7X0/7PT1Z0DUzsXkAIQhjzbkywi5zK1JKCyTREjXY2K6Q5OEXOdmjxERkYlZDhu6enX9vcikneLU\nH5mE/JbMDmFcjEbcs3GbhEdjUdAofCX04fhrkh28thNh0d47QSIfnxT7nB9C7cFcHDbc0nxA05Vc\nWFvOEtZOiCsdOOqEyrAZwb7r5d+LuUkJkw5sx736uzDX+YyMz8om/wZYYcsnzjyu6Ro4/B/f5IMs\nUdn76puxf4bz6K/ZLHvKGB/sqfPh+942qS2YZPte5/Q6hpyQx9McWlxjukglKaHQlkGsu7QJ63hz\nQw4iZcO43tOIeUg3yg+424b5K49in7L3yu9p8xLsuTKL354Jh9A/2sLo89QCfnMtJkmlUzovdJZ3\nEoVEKVGiRIkSJUqU3IC8J0jUViJHIbeQtV69gjfllu3wBux28XK3cvAI/Gl41W5OrIgL2dsvsSep\nq0nnYCSgWjX8e3JmcoqBioFJ3bp6dR4mli8X8Ca8ti5vobva4SW+cgHe0VdPCyryoUO3ExHRlTmu\nvVYrBLq9A/D2//bLXyEiopm0HMlt4KRgMU5GWBMSYnjTbpAiP/fWi3jGwH5Ntz2Et/45TvhY64PX\nWh8RFO8LZ1BR/AEm0nXkBeG5MjdLRERlJg83WsQ7Ttg48SMTry06ZKG7DghUYgaezM5WIUuOhUFI\nNiTgBRTKUkG7vw/ojY2TYG7Z5J6Lx+BVj65gjnvrZI6znAxy1y549itRIa3aOIFfnGvmvfCieIH7\nd8Ebyx7EczeXxLOo1jK02OElZVaFzF3fA++2nonTmaIQxMdymNv0EmyrLSgJQwsJ9HVhA31I6irZ\n7+/BGEXD8IDmloUg6nDDzhraYCMVryCtl0fZU8rBThtr5ajyLHu11gDashmR/nkDTN7n9Bd2XU3B\nRBFzG2zAPGaysjB8AaAaxTTa7jWKDTs5VUDfNsxDJCWIZ54RrwY++u+yCSoWCMHmypzKYzFk13SW\nINrQ3Qs797XIeA70AEEoc5JPv+6AhzmB8ahrwb1LJYz9zmZBOdpb4cHaGFm0mnRpRXIY41ge9yyW\nhJSbS2F8nFw7MWqXMcgwclnDRPR+Hbp5+jkgM3vvwT7w74/cq+kuzAP5Ov7sMSIimtXdM7iGcQkG\nO3DNtCTprOd0GdNRrKvYtHjjVh/WkdWCtsQnxcMfm4dteLsxHu/fJ+Rhiwtzs7sWaMHCqiSc3LsL\n/WH+9wUAACAASURBVJmaBeK+XJF2vngWpFxbCbbUc4ugItUkqSMTQEP27dyj6S5ex15p9WJPz68J\n4X5jDfPWzMlol6ZPSzu3sA9a+KDM1obsa81tjMwEgXJZdeh9lFMbpOO4fnxY0B+HBX338hjEI4Iy\nmtg+y4z6J3U1QcmPv5sbYJMXp4VUna/A9q8vw4aadt8s37Ni7wjHMJ4e3aGoFBf+bAhin4quym+C\n3Yx9xtAMO125yglAZwVR8vgxt3ZOemsh2TOHR4Ha9Q5gre7QHdho28J1Hhd+L9ZCsm8YDRiXhhbM\nYz4j6/jyRSB8O/dj/qIZ+Z6vHmNuy3fgPiQI3+Y6vldNHGwzCNKaTaI/DjPQUEejbh+OYXxmItgr\nKxFZ/zWdsK9QGXvfvC5VhZMJ5SU35iN3XfbahkNAU+dPwiYjK7JHZwjP+5Wf+RQREU0m5XubE7pQ\n1TuIQqKUKFGiRIkSJUpuQN4TJOpirEjtJkme19GNN8tL5xHnveMm4RP4+WXYaGEP1iheYzWWnmc+\nSTVxJRGRxYovmnTH179fjFVESpdSocj8DnOF722SIXr2HI73PnhgHxERHT0pcfrH34Qn+lO3APX5\ny8elJMQf/eyniIjokTvuIiKiU7Pi/WWieLaRE/9Zi4LCrSfgnfS6wFHoDMpR9VgC3sk8c5La96BN\ndrsgSrdsxzhOz8NLfbBH+C+vLsJD8zMnq75VUI5znICvJQ9Pr7hXKm9PXYCn3LATvK65CfH0cuvw\nLG1BeMemBkEGolx6ZGMBbfE2yvybvHh2jx99X4wIylFvQ38aOAGd8+Y7NN0487PcnR14bpM87/ix\n14mIKNEFLk19RcY1vAmv6I47mTPglCSPc1Hw18oe2NvCiPA7/uT3/k8iIvqL//5XRERkdEnSzNZu\njG1nAG1fmZPK35k4vLGGBqAjRt1x5FR6loiIttbwXKtNxwcrol2GJGwkFRMuld/PCSq55IrDreNu\nFdn7y8BDCwalnUVGLmcmwG04cPhDmi7BaQVqef6G3zim6XY8+BgREe3bDQQilZd0AhFGF8x2Rke8\nYoO1jAiXmUt1110yf37WWerZrouyDvsZeUxvYa6yuoR6Xg889HYu1TEzx3yLgg5V82EcUwmMYSEn\nY95eD288wTzEfEV8ySin6Vjl5KwOs4y5jdOQXDwFDsjudvGqN3tmiYiolGevWJf4k5Zwz8kk5ji9\nIOv/4PtxnP3aCPehJAjIvBXtaua0GxsJQSvqTJgj13a0wZaWfWoHm3qxiLbPzUvS1MV5PLurFd8b\nOipoev9ecExqOoAQxoZlf3uJ11PndqCG21vlCPgrr2MdHroJqMrLL7+o6QItGGsDT41NxwezMd9w\nk3mckcuylwT6cK+6RnxfX0YrvIDr6rzYo0tx+b3Yvw+JPo156M5dkgSXdc2414XL6NdjH3xM002P\nAuUzEJ5TLuhKT3HamWgMtlhJ61DYMua5pRWI91ZEUN81Rvsb6zA3zY0yZpZF3L+RU38Ym2T9bnCS\n0+uvgHO3ox3JOm0u2RvcDiB0y0ucjsQvPCR3DewlyZzhcFjGtdmPsbLkcC+/0JCowMhswQQUxt8g\n+4YvABTu9PDfEhHRkdt/VtOZsthDJhb+joiI1t8Ufm0hjfE5fDOuv7T8jKaz+TBHtdX1t6RLC8Tc\nSfd+cP3sHcJprK5k4wLmytMg6HYygr3Iu449wv3ArZouPYF2hZfQP9+07Ckd70PpogUv3iV8GWlL\n86376eKzsha+XxQSpUSJEiVKlChRcgOiXqKUKFGiRIkSJUpuQN6TcJ55K0OTMYHuy1xza5IJtPlp\ngbsPdAPqNxHCP/asQHBlG2dD5jBChQTOT2arKQ4QMtATS6sk82pm9JxVdFUAc3kMYae8jnSeMwHi\n+wYfR37w9oOabvVVhPO+fQqktabBnZpukmuuNXeBQDdzXoiJNjug1y2GcFe2JNvrbfsAr18I4/vH\nlySdwMYGCNZ7apg0yNGDmFHGtWRH2/2MhH/9+DFNV9/XQURE+5hgOrMmZMCiAfdoYCKmOSTHy69z\nWMXAodNCVsIkm2to0+4eEOALurqDCU57kOXUDM6YwN5ZbnyOswY76gWa3tpECGPrDMJPXXfcrumc\n3K51rv7e8XE5Ah5g23h7HEd6jTrcOseZrSeGuVbfPVJ5/cLzXyUioqYmjGtFRzo+dx6hj1om/+eM\nAsF3ciX6tRVAxssTZzXdygza19eF+SwXJRwwf+E8nhdCaCqaFJ2nDpB7hjNsJ7MSdiyZMEcmrldm\ndUt4NJXBeFocsGtvjYQ5l1e5/hunnyimJGyRinEdRg5blCtCqNy5F2GALFcHsOnWUyjEIRc+lJFI\n67K1cxzHyaGbJl0lexPnGklxxvNEXmzXxmF0Zz1CS0aHLnRag+fZ3IDsuzjcVVyXtVPiNClp7l+u\nIORTN5NyS9zOxlrpy+Ia+h7jNdOtC69e4xDoB24Fefj1b39H010ZQQ2zpjUOiz8k9ePOxUHCvfuT\nCHucffprmq4a9qsGK2IZGTsn18zM5rDmrDUyBkYnbNDA6UvCNgkfHrofIdP0FPbRy+uytss52FeG\nw+ONXULmzxhxryQTrj/6wY9ouunpWSIiyq2CXL+qy54f5MMDObaXzm45bGKs4zXCB1h8DUIbyDIV\nYf+t2EdNXlmjwRqE0C6/hH21xiThFUpxPUQDxqNYkv7NLWNNe1qx77tXJNQzeBDrbzeHLckgxOlF\nTnvhMGAMOlolfGQuwRaNHIoMtEmG9GYnnrM8iRBRmyxDKnMYMJfF+FwelZQYd+/+JfSTU5OsLspv\nwhYfQGnz4kBAJY77JEuStX+L63A2NuHeM1Ny4CbkxNpuDmA/XF+VPaVKZVjJo5pE2iPzmNzsICIi\nXwD0jQS9rOkKeexhBw5jr7w+JjUXDWZk4M/FMB/rS3IYy2FG/77xzb8nIqLWvTKuDhfsemMB7cst\nyfqPb8fvfn4FdIr6OvlNKHVgb14vY11VjLJmTGmm77Ri31m69pammz+H6xY2cHik5ojc88ox7O2N\nfOAtsCV0hctjkvH9nUQhUUqUKFGiRIkSJTcg7wkStbQ6RsEWITnvZYTm5RNAcdYK4nEPMboUNeMN\ntqddUgC0s5e7yuRTh0OOh5dK0GWSQDJsNtFVianrMbwJFyvyBhwKwFOKOeH5rG9KwsFdrXhDv8pv\n5ceH5chxXyOQhNUY3mCNOi9nklGtCpPGP8FJ6YiIZpiY7ffwkVWrTMnGKDzfGjMTcBOCimQX4Hl4\nupDoTuNNR8UjrSJQwxW86e/WJQAcHUVCvtfiGIO7B0RHEfRhegve2a4NQTICfIx99SRI9q0NQnav\ncIqKEn/fozvqHmfScIDnqL1N5j+VAmnP7oEdWFzybu9iwmRfD8bsmdef1HS33/swERG9+vefJyKi\nWFiQiADXqxvsACHywE2SIO8SH7u+dAak029lhLBrLGC+Nyd4zPqk9tbrQ/BqjAb0wbApKI63gnmL\nOzlJq18ItMUsvJu1VaBUF6+J19nRBYLv5iwnkNQdu3Zb4UUXovCgQg2CCK5xosm2dnhlmYy0xcro\npp0J5vOLQixuCGEuVxaBUgQD8j0b17mb5nQQHV3S91AjnlMwoy8mXS3KCkO7ViunHNEd8OCzG9o1\nOd1pYQsjnXYH7qknDxdL35uaJGvU1Td0op0pRpsrnCCzokvSm2JEh7njJCucyMwIWCaD9WSzSWJU\nvwdQgpHXfSEhXnyQCfPHTiL1xG37JRnlUyePERFRZwOQnc98/m80XeNOILOhGNq0apA53jqK7zW2\nYF1F/YK43MGJUL89C7Syr0WOqnuC2KcyYfRhzw5B+GKcaPjUcaQl2N4s6E+xGbYxfw17V7Zd7tnL\niTGnh3DEvalWdKEGtO/yVRxLrzsi6z6YwKQeO446d/fskcSfDZzMc/Qc+mDyy0wsr8AGQ/NAG3K6\nWqQmTlcTsKBfJqegGy2HgEReSeD79sWLms5ZRv8uXQHhuqNdDsXMzmKvbahDm8YmRjVdexf2iaU5\nICzhmKRnqXViby/GMW/Lc3LYxOrCXrBrBxJqJmLSzmQGe+vCHH6fbrnppzTd+Ab29sXr2Ps6vYKi\nt3jR57GN40RE1LMX/U3NyT5sqOc0HZzct1aX/iSTxhiHy+ivwyv23d6MOb18YZH7Iihe3x70L5vD\n9a2eI5quiuzOT2OPvXJZ0i2QBWj/PYM/T0REzm1ii6ki+rn35k8QEVEkIUlag3kgbe4W2Px3dUjd\ngBeRnGwdnmf2Sx/yi7D59lqgcJsp2Tc2CO8H3gDG3uGThM/7GvFbaf2rfyQiovoGQT7HmfO/dRXt\npW2C+na09tLksESBvl8UEqVEiRIlSpQoUXID8p4gUffecjO9zAkWiYjmHIgx9x3A2+elK9c03bYA\nXhFdSXjMkSVBDbpb8NZZyOHN22aXd8IyczZMnFgtpePnVCVq5KOnFuG2nF4DalTgJH1mo3iGk8y5\ncBp42KLiUZba4MW1BuEhFOLydnyUUZ91bsORQzdpOjsnH7w+hDf7+x56VNNdn4GXEkqiDZGEIHSN\nPR1ERDQ8gjfkhW5OnhcWz+IWLqNSMsHzXt0SL+mOQbThyQvwdsIRGdcPccqJEU7aN7Imiceat4Pv\nMLMBD92oK28T3wLSYiAunaHTWTnJZpGr1E9OzWq6Ans51SSN8QXRrXN5GIcNc91gESTy6AkgScEO\neGGmWUGiVm0Yq8QqPLXnoqLb5BI3wXq0r1gWtNHICVizjCitzIjX2cJpBGqZA1JpE0/92gY82LdP\nIeHnYJ146hlGOsfGwJvp6JWj8VNjQDXamYfQrtOdWwK/I+SrtlPm382e2fQcPCebblzsnPywmlAv\nuiVedSTKyWu5D4WyIFHpLJd7IczDwA5JmmjiNZLXUCbhtBWZJ2Xk4/kWo8BNZj6QnI0DHcmX5Xtm\nrnhf4tJKJV0pIAtzEXNcYqms46YV08zL4rbEuX+GrPSlpKFa6JNWGoqIjIxul4q4xqTjd1n5eksa\nz7N4hMPh5uSuvgHM1Rc+/yVN9wuf+BQREX3jiSdwb5f0M2gBijPGyRcrk2KLGS6VMZfG0ey97cKl\nHF3EXhTyYm6vDknZpocJiNckJ5ecff4lTffBW5FU0FwtdeMTok5fLdbhUAL7hH9Lxvzi2+DxxZgP\nMnpcymKMbKLNt94JPlgkKfvF9BUgqyb2yafHxWt37uwgIqKd/YwCVGQfPrgf9rWVAArbYavXdBNv\n4p6FBKPwtYJETkW5xIkV62Kbt0XTBXJ4jiGBvSu5JrbfuwPX2a24V6EoNjXPfEwDlxmz8d5JRJQq\nwxartLOQU9oytog1amBuYjorttTchH2pg9E/e1DaubEBW3UYcc3BRyQ56zxHIIIrsKGjT2NPab1J\nUiTYNoGw7NsB1K+kQ3FfeAkpJrr68NzGZrHh4UlEEErMJ7t9v+73ZgzIZUcf1rrfI3vY/OoxIiIy\nmmGnD9wpnL+RIfRrNYH9zW2T5wUq+J1JM8+ywScRj/AM7O3KGGzpllvu1HRLw/jNCbSBL5f1SVmb\n4grmdivaQURE9nXhRLU4YF9L05jPvv2Cip17CyhYtAN7gScj81isxRozc4mtpRfkN893QPbBdxKF\nRClRokSJEiVKlNyAqJcoJUqUKFGiRImSG5D3JJw3nshQV78cg33rOuDLQwOAK706ovc4E7oeux3E\nu9OX5WhlqQ4QalsjV5/WsVZnFhCyqe/sICKilXWp2bQ6C/gwxWTcEbfuuHYZ4biAD6GGCYdAhT4+\nRr4+C9KimQSadnFIIbwBUu5NnRKyu+U2wOvnT+EY5eQlqY8V6gVk2sgkt9feeE3THe7DGJ3lDOL2\nskxXkDNVFywI9WVjCHv4jBK2GOK2mDlMsqyr2TfAmYebOZwwPy+1t47bEMJa4IzX9w8KwdC0gXsc\n5bQN2/sFLg1sAB5PGNC2nC5z9TqH2nq2I9N53KgLB5XQd68bYRZXVsiApy8ipOCxAobu0VWyD2cB\nH8fLeG5XSoip65zeoXM3rrc0SlvOnMIYG8ywM3NJ7CYbgU3YTAhpNeuO1s5uAkaeW0a4IxCT8JrX\njestJugyeQkt5TjcXDFgbtI6XTW9R6EEW/LXCIRu3OJQYgLzZzHLmG3GuZakG9ebSYiQsS2uDN+P\nthczEq508DHt6WmEzA8c2KHpkpzl2cu2HwpK3/OceTjPNQ8tRQkfOLkGYTYO2ygXZVyIw4XlAmzC\npzvGXi4gJFysIGRjs4l95zk05+Y6mrmi9D2/hbVc5hCGm9nnqbys1RKTqwtMMNdXLqiGcQwcIizm\npS8ZrnlY4SzzpRqpSba+gnGNMG2gfa+EJqaHQNTmUp9apnQiosUK2hAwwM6supCmjysMpLm22MxJ\nOXRw9yOfJCKi87x2SmNzms7RiXBeexbjY/cI6fjydczt9nbspwW70A7KZYT/lngMk7oULilCO1u4\nPqnPLwcZPnYH0iacfv45fM8pa+Z2ruAwvYE98PLrkt05Wov+3TWATPcuXTqZLU69sLCGvbpcI3t0\nltDmpk6uYSknzml9GPYcqkXYqO6Q1PGLM42iK8R1WB1Cx7BwOPbYKYS70nlJiXPL7QinlTl7dn29\nhBa3mFaRzCL0tpGSPuTNGIfWVravkoSyrl/HPm/j8F9gSfrn4tqV+/djXEevSqj22imkFvB7EGLq\n24eM5UWrhIHdVvRr5DrsJRmTex/ei7BYIo/rWxvlgMjIBAj+WznYUiIuv2EBKw4yLM4h7OVs1VUX\nMCHz9/Ov/wUREX36N35b021vRHb5r5/6SyIiMhdlsjbH8Lw8h1ArNln/Fh7/fYP3ExFRNiYHYCKc\ncmfnh0DYn4+LTVXr6KbdGJ94rdhioBb3t6zMEhHRQlrWYWwJBxEMHOEdi0vKCG8Ea9sRAEXjzgE5\niHRsQ7Lev5MoJEqJEiVKlChRouQG5D1BorJLK5RMytuqkb2i6xfwmdsnJNllrrX2NDhvVN/YoOnC\n7EWxE08XR+VNNhDCG+ksEwvzGUG3PGYQ54pVb9ciCfWWt0AoM2/CI7XqPNidAzgGe4EJ2quri5rO\nxsfyfX54K8ObumOwnLbg5r3wDM+dkQRgXSV4VXmu7eXXoVsXRuHJ9LUCkVqdkSSkJe57iBMpRjjN\ngzsgiEu0AK8zw4lN07qaT+ur6Ke1gLf4gFVHvGVA59pZeDkfeOA+TZd14Lnb20CAHp2Z1XRxPxCJ\nbYxyrS6L51y2YRzXI2hnrVvGfGsD/XK3wKMcTQoqtns/vP31MGzk0rqgeDkDxqytHqjf+rp8L7EI\ndNPpB3q4Oiq6LKMNHZzMcFmX5C1jgicbasA4Li1LErt6P64PcC26eR0B3m2Hrj0ApG0jJhXCrYyw\nFAvoQ2xBV1mc62ElM/Aav/XN/67pDh0CiXeRCZulinjHbi972kZ47OacPK8cRJ83UuhXk1uOP68z\numVnj7sUF+Jt0ASCaMmJew0vyZi1dmO+6zmJaVlnpxlGURy8VAp5fSJVTpLr4XpeRUGL7EasP7MD\n6zGTFZ3FiPZV10UxI96mxc5kYwYZMgmsoZwutUIuh7/dFk54qEP/HEySL3DywmRW2htnlGGeEZ6a\nsKy57t1A7Xak0fdjZmnv/g8jBYeV02X883k5dm9mFC3FaTdMrUIwLtgZnWJEYO8D92u68CLQregV\nzMe2m2/7f9h7z2DLzutKbN+c43v35dTdr3NGowE0QIAgQIAkmCQmUaI0sjzWyC6NPJZtWWXLM/ao\naqZmHKSyRckSLY5EDocUaUokSIogSEQCRCN1zuH1y/m+d3NO/rHWOfvDCJqp6poq/Dn7TwPvu/fc\n88Vz9tprr223ZYlqfv7XkTreMurj/fo/+6ciIvKFX/1VERGZDCm6OZOFh//+e/G3Ykvn/+qbOGQD\nu7CPZ5uKbsTrrClIVHNqRFHKm6w7t065heG9xjolQr4yN4frpPSc2bEHpOGDJ7Gm/vZZFTUcSGOs\nQjw7XW5Nce8fwecPH8Ie8IS0rW8A81bzAlFYXdM6bknWU53eC3T67BlFfw4SIf/e91HbzdVRUee1\nNr43PIH5jmY1EemxI78sIiJFnmutjiHT0cTn4gnMba6oqNjJ3eh7s4izoNjV+xwZwf21mezTaeEM\nGoyoLMzSJp49nQqemROHVMphkcT7SBdj/frpl+02aeO5eIjP0Vhc53E2/xLuM4uNXGh8yW5rEU17\n4ql/gv+v6jzWG1hTE0E8t6sVRfjih3H2hMI45zwdXRuJEPZmbhkI/8aCRkrmmbgw/iMkTHgO6e8l\nhrl2l/A8ixlyOesXMKfVKdzL0aP77DbXJZyx9Q7OwBtenavAAUQ/8nXMY/OoIlH3bUflhy//ufx9\n5iBRjjnmmGOOOeaYY3dh7wkStbK6/I6U42SS6YVeeh0ufZMdG8VbZ4xcjutXlRPVIO/A4ju0jRIk\nl86BQ5Pus/g2GqveuxfIjoe/Mzlh8F7m4TW+/TbioPfeq9wmOse2lH21qN7KrhPgBayzfEDMqFZ+\n/TrejiMsU3HkiHIp5uih7d0L9GZ+XtGbag1v2pUK/t3KGQJwFFcrUdCtWMGbuzdspGuTdxRinDhY\nVY/teVZlHx1C35tGuq+X6f3HTuJt/PTbGhPeYKrzjim8/d+4qRXCvZQ0XJhhirNLER63C/eS3YLn\n1SqpFx+x5oap7oWixrGtvnvpkTaqyu8YIhcuxLI/raoKqm7nyfkgIlQsaPw7So/U28M9hf0GbyII\n5OTiRayf4/c8YLeV6R21iN6NjyqisMVSArUyvJt4UtHUaBhrvVZBv5otRUwKecyfm7CKVUJFROTm\nTXj4ExmgOOs+RUWDTcpIUJbgmoH6jY/D+/KyZE4upPPQl8aY5TaB1NUMZKjesXhL8MpmLlyw20qH\nIEOSDsGDDboNL4731SD/IGyUoLHELi0cKdmne61szQm96WhEPXxL3K9BQUxfSNvaBJVKTVzVy4r2\nCa9KeLQpBtpuYF6MKZZaG2uo3cb4eLwqCuv3oy28inWzmNKx+wjLmexhmZnRR57SvhBtfJ4Ixi9/\nWEsJPX8J4zjUxX22s7qPa+RlTQ9CAPLpr6qY7C/+CpCkcgr7dnlLEcz+JvbM5hilDmZVFuaxU1iz\nN1heajWt+yIzivG/cx1tg4ZI576T4NJ0mthzg4anXl4GujFM5PvKjCInj3wEiGmijnEsZRWhTwVx\n9kwOsIRNS9GGMifSS07dVFjXft8QkItOi48oo1RSkOfF6ds4Z/7Rb37UbltagJxMp42xnhgz9xP6\nkEjg2r/8K/+53fbsjyH06POyhFhH10SEiGMigGvNbeleS4Sx1ntEfe7cUgHmqR3YaxYSfXXmlt02\nN4t7yS7i85WOnnkDCcxRVzD+Jc7H66+/ZH9m9z7Me/oQoiPFDUVag3U8e9b4/DhizPGPf/Bn+Mw0\n7rchuld9dfR9lHI9W1s65oFF9PncTZRvCTz0X9htB0YhB5HNYs/49HiTdgD7wePCXq8ZUjO3KfPg\nyWGP7p7Q52IjivWSTmH9uOr6vnD9Ep6nRw6jBNgLZ5UvFeEZFC+jX31xRb58n8Q6ufLVr4iIyPim\noukDOxElup3DPoouq5joUlCjEe9mDhLlmGOOOeaYY445dhfmvEQ55phjjjnmmGOO3YW9J+E8v9cj\nm+sKkVnhkSGmfVYrSjqvVBBy8RKPj0UUmj5/ETD5COu3mfXD3FQHn6Gi97gRshsfxe+0WXX85Z/+\nzG6b3jUlIiJdpr2XS5oefvMayJstpkSPDChUOD8DspqX6uC5nIaP0n2Alq1QVH9GU4cXlwCT3mQd\npz27lQiXaQHqv3MDMHDXrWHOBkNnLqpEu7xo8xnSAdkcwhshVqauVzX8ODqGMeiwpl0grPGOBRKK\nDx2HevLqmpJr730A4c3rV3BPxZzO4/HD+PzZc6jq7fdr+KlvCCGiQSp5lwqGxAFrZuUruL9jDI2K\niFw+j7DaJMm4cwaBdnMV9+nqxzyMDRnQPUOo0TKu2R9UeL5JqN6a41BYt0GXIcWdk1MiIrK8NGe3\nRbj2mgwjra0pND0yCCJrm1i2SWjNpKnMzTCeVUdORMQS0ncx7T1ihLSyWwj7VFiTLma4PMU61qVV\nazFtJAa0GDZM9GPM564pGb89iDCwRbINpfT3Nhllqm5g3TU3VP1emrim34uwU8dIHe5xb/p5za5X\nb9THmpV+Dz7TNpTOvSSpBwNcn0aySZvr0s0YulVLT0Skx4oBFlndwwJ9vZzuf6+XkgxMHvH6jLT0\nKuvqUdKh59K2oA/juN6lVEVZf/fgEOb4HBX8b63M2W0/fxIhrdVN7IfmqK7F+46CKBzhvQT7NQnA\nzVDowgbOixP7NKSx9yD202VKVsxeet5uy7G24wAlIK4snbfbfvd/+F9EROTpr35DRERWNvQ+C1Em\neGxj7SZaSkhuM4QaYtLKzRmtLRch1eLh+xHy611TVfL6OtZChQTsiT2aUr/CtP4+HttLRjLOy89C\nsdrnxSbYd7+m1He4TNayHJf3q5p1p4ff+8aXviYiIuefe81u22xizbpZTHSwX6UfunN1Xhttl64r\nTSFC9kWNCQzrRshu5yTCVYV1rIlKSdfpwiLO/WgI4bVMn57tczMICaVJ3p6c0GoEbcpxhAK8zwFt\nO/865nInZRZYWEN27tIKCW5W0rh8EWHZA1OTdtsbb74gIiJ7Wdtx5oZSYHZPQY7AzXWwtaQhRm8Q\n8z8cQ18e2qVUhmu38Iw8fRHkf9+gPhe/u/w0+4SxO7FHZWhmSwhXJniuvmnQP8b5rNu/E2uwWDVo\nPKxhe/3qnIiIPP7I43Zb9AjOtVgG47NvSu+lledeOYd3g8uDL9htsQjG7/WblvSPhvN+IYLEkFgQ\nz8wLt16y2wYGNJnt3cxBohxzzDHHHHPMMcfuwt4TJKrba8vwsKI4SxR6LObhoaX6VJCr3cXbPNP5\nKQAAIABJREFUaWEbbQOGCFqRtaFyJFzXy0qESzGdOBEO8NpGKi89803KAoxkFKWq0sMe4f1trCii\nsHsa5Nomyc7rqyt22yDRpQYJ2ibytb5CRIj3cvGiIgPWOFy9DG9hbVV/L56AFzU2jjfohYU5u61c\nxdt3YgAu1KYlyWCgVX56uTnW06s3lJTtY92gwUEgQ9dvqEeSpMje/BzIjz6/ogeXLwPhydBTWDME\nIPNb8AImSVYv1RStKOVwfzWSHYtF/d7jlFB44RWQO0cNGYuxcXgd58/Da4xEFHFpkpRb2kSflwq6\nnMMhuL5tksF7AUXFAvT+FokWRQ2hwlgY6EiuAASrbEgAdDm34Rg+M0lSr4iiUuMkWbrf4Z7A47ES\nJ+pGKr+N3hCS6hlk/B074V1uNykEZyCJqSTmvUb0LuhTpM3LvvYS+L2+cfVgA34gT54GUJHtqvYv\nOQhveGMZY9wqKAk4yDVQoXhlt6qSA6Ew7sXH320Z9dG8vC+bKF7SPsSZXFLcxu/4jBp2Ia7dJpNF\nuoa4ZzRM9IwIUpFng8+tySPBGPZag+TxRlvvt+3G/LkodZLP6Tr1evA9azxXuoaA5wC+NzKGPXPu\ntpKIv/EjCLiWqLey+DOVMfnWv/4TERH5q68COVnOKQF+imto+hhr5q0omlap4L/jzPlIunR9Dz94\nQkT07PvUk0py//0//N9FRGQXK9gPhhVtnDgE7z9NIdXtgqKNSzM4l5KU3di1TxGFZh3j16Cg8epN\nTTpod0DKDfhwbqzd1HPYQoSuvAXJh90HtCbdg09BzmGrxjpnw1N22+VlEHxPfQQimNUVXYsL8zgr\nB3Zi7JazighvM6mlfz8I1149LmT/ESBkVy+T6D+k0g83LAkGClyOGxIOFkp8ewbzbZ3LIiJ9FvpN\nYvnZMzouI/1Yj6Mj2H9zczrWrTrO4hiPwdOvKio2OozPr/B8suQFkkFNViozihLlun7jTa1F26MM\nTYsC0y2Xng2hDO63TTRty6gpu9TC82z5Dm5qfV2fJZUKFuFnP/HfiojIK698zW6b7WE9P74fosyV\nLU1S6pLgn93AmnjgqNbq8/VhXXqLON8CYT37qKghj3744yIi8vRX/j+7bWQP1tCYC9e8fVbH7ijR\ntw+97zMiInJr6XW77cIF7MkRyh64dum+OH0HqGujhTMlslMRxdHkIRH5+wU3HSTKMcccc8wxxxxz\n7C7svUGiWk0p1hQVaVklGvhvxyjDEU8xLZge0MwNjdNnhoDiFMhRsrg1IiLuLuP75GvUWupRrlH+\nvctXyLVV5fx4vZToT+Ctv7Ct97m4gHhuk9740IB6JJsbeItPpvEGWzP4HcEQPIEKUYN6Xa+5sUah\nsglwflYNdKvNmG2AvIe+Pv29Gd6L+JnqzjT6zU0VyMvQY8owpTdf0HHNFeDB5un9DxvXLhAtqFDM\n0qCMSCiO/m3Ry5k0hAObZQrrLYEzEolpKZI+ywPiHMVjBrftHDyE8TF4zuvrmsrdJmozMYa5XjQ4\nSiFKRvgopNhoKdpkpTFHWI5lfUu5W3WWGUmRF7a5qR5iu4VrdsnBiYTVi4sn4LlskavUNGQ6QgHK\nGNQpWeBRpE0opRGkSKSFPoko58dCpxpmCRLKV/TYVtLuSbBAfo3gWgWD2xSK4nfaXIPFmP5elCKN\nQ2Pwdl9ZVEHNRAWesy+MfxsN3TNuonddS+EyqJ5agAKzXQoNhn3a9xLXUo4ijwNRnfd2Cesl6Mff\nDFBTShS0bdfhbSZjmordKqCtmFcuhIhIx5Ax6QUwrvFhrOtKVfdjqYvfDaWxx911RaJ8baxPH4/G\nvX26vtcXwccLCFKr2w09b4JEGX//H/2uiIh8/6d/a7dZ4PC9j0Is84e31Du+dRFCqgly8CrritQ1\nn/8J7oWoX1h0AUSIfLvIObt1U7mCmTT2WpKihMuXlIe0j3IOV68CUa41te+WnEyDMh2W/IqISB9L\nAZ0+DW5M0+CouXv4/Dj36Ok3XrTb9u4Cx6tcwPi/+PxLdtuBY+BAffgxoGgXnv+p3bb8GtLWf7aC\n+a+Gdd30jWCtP/l+zEPIp/P+agRnVnkba/fttxT1X1lFf/btgzzL2Mhuu63bxHPm7Fl8/shB5YoV\n89gjmVGcKX1Diqatb2AtZvPgRg2PaaTk0O5juIc3gBK1mroPM5M4e869Cl7YJEueiYhEeDbmiW77\n/Fj75rmRGoRswbkb4MkNGXwrPzmelU3ObVDHruPi2Zchz9Kj6/vxDIWNKcp87bqu090+nBfldbSF\nfDoGe+tYb8tE2obCivAFXPjtzTo5hi1Ft0okYUbJz2pW9Lm4exwo4/nrLO1lPL/3DuL3LDR+z6ii\nhh0qRc/b572eixWWBwtWcK1doxpJ6D+J+Q5UcL7NLr9tt91WZaB3NQeJcswxxxxzzDHHHLsLc16i\nHHPMMcccc8wxx+7C3pNwnsftko0tJVf6A4ApAyRzVmpKTLTSyqOEJGsGLF+hGrWHNbOmdig8l2V6\ndp3E1GSfKkivrpMEPA4Y8Nw5VfsNsQ5T4hDg0oBRdbxNInNmANdaXp2z28Z3IBS1uMCwxaCS45t2\nKiX+TSe1blyVsgdLS4CMd+xQGHl+DsTC0ZEB3otOVzmff8fv1Fh1PhrWEFqOSrB1L+47ZMgYWCRe\nFwm/HaPumBCqz20W2F/tSyGL3w37LRKxwvrJNEInC0u4781NJS0PM3y0nkW4sufSMEKthWvEU4Ct\nhwcG7Lab15Am3ImiX4mYjl08SdXmG4DSOx7FXcensBa2t3AvlbqGSUIMDeWZiNDqKhHS5cY663EM\n/EaMqcpwrCWo73XreAYjmJv5eYRZTdXuSAj/3engi722kjk3mfBghfoyg5oanyti/F2UB0ga99Ii\nvO1mbvZAVGHragn7ou1imn9T5zbPGntBErdPHTpmtw1HAMM//TJC5mEjxGuFcaNM4R5IKMl17tac\niIg0yuhLOqn3EmW/dowT/jeSG7JzlO4IsL6eV9e3iyR+RuWkbez7Buvp+T34fIyJKGu6pGR9AyEs\nSxLDrNWZogqy3x/jvxoO8gcwNw2ObzKma9HPffTNL6GO1vWchhMDA1iXn37iURERufKmSg5sf+aX\nRERklunX8ZCO3QEqTru4dmequjb6+nHNF77/QxEROX5MQy+3eGYdvQ8p6xsLGq7eMYyxbjBJIb1b\n09/Xb2N9dko4A6eP6Pwv3EYY3UoacLs0hDIcR/ipF8fcrrb1TNjBc3eW4c7Vosq7PLwLv72LRO9b\nV1RdOljE/f34S5BiSPTrGf2Bz3xCRETOXwKZe++gJkesrrEP09hP3/jOt+y2nRnM5f59IJFXqjpH\nhTzWxMoS6Bse0f3bpqbCgw+ipt38oqbiL1AGYHAM1+7rGZIoHVbL4Loen9AQ4c0blMRhiHjfwf12\nW3KI1ICZORERmZzUcFy+ylp5TDqoEuuY3qnzn6OcRzOCMUgYe67H3+s7DAJ1PKr7+Np5EPy94wjB\nB7c1kanXwBxb6vR7E1N2285x3N/uXXhmzt65bbddv4jzdx9rw65uKaUkEsUc90I4OzeqGnY+PI05\nalPFvs+tZ3uhgOfE3DwSBU6cut9um5jCGNe3sM4iYd2/NRdCy0UXzrloVNd+irIMpRzOgumUhl7b\nQdznmR+hzmC3pu8ngUNae/TdzEGiHHPMMcccc8wxx+7C3hMkam5uzq79JiLi98IjKBTwptifVtKq\nVWOvxDp50ZCSeStFvG3uYE2rVUP8sMNqXWmiRguzc3bb/v14Q1+cB/ozNqJEOHHBE1xfIzk6ooiC\nRRou1/HuGYqqJ5Mr4s3Vqvs3N6eeTJikb0tyoFpTr7jLdPARpsGurCgJNEj0bXYWb+/3n9TK0kMk\narcoHOjiGMo7vCTcZ6PHzxiIhI9k9S772zLagpRiKFet2oSKgHRJBs6ybqBJdm8wnTllkV7zCg1c\nvw50IxbHtU3edZICkysL6Hs8ofN/+AA85RnWpDpxQmsZrpKAXixj3QztPWS3rZeLHIP637nPLEVZ\nqZ4hcb8iWIUNXCuWwtiHo4rs1a1abR7Mp8+QFegRybPE88RIHbbGz8sEg64h8saSguIlstdoaIp7\nm3XtOh58r5VVDz8+jP0zRymG0Lp63B6hfAFrk40PqfhhMII+XL4EhO83H3nCbju1A4TbZ1/DWPsz\n6qllBqZERGSVleV/8Dffs9uunAE5VhpA9srbikBa43GMtfd2TCqicGgP9m2QyQaGkoZ0ido2mIDS\nNkjVHQr33bwDROGtb/0A/z+jIpYzc/Bg4wnMVdggnc/Pw/veNQXv+qNPfdBuc/ewZ0r92EehbfVI\nP045kGcKGJ/j71cUZyIGZOY7P4bw47xLEbfvPvOMiIgcPIoxmL+qXnwpjXv+7IeAvJy+rEToGmtW\nxgZwBr3+hqaxP/wY6uptrsBjd0cMiQsmQ6zcwX4aSOrARpNY1y2iedLRtThKgu7pF+CN3/OACn8K\nzy4/98Nj991nN91ehOTAU5/+tIiILPyRnn2DPuzty2eAgOSLhjjvkyCWF304D5OjihrUG1hDjz70\nqIiI3CBiIyLiJ9r+5rMgsO+IKXqbSKKtRDRsZVUTJ07ei/m6zPqrSSMZ4/QbWMOZAVxrctKQOAhO\niYhIiufS9UsqXlni2eMmoXltXpOUmnWM+/gYkJO1rAp4ljpErmexloZ2Gn0X7KNwDPc3veugiIjM\nnFei9407ID77Urin5S199g2ksK5nlnE2BNwqD1GsYVzPvIK19NDDKmLq9VIWaB1rxLOpJPAcZRYu\nVpCQ4DakMY4QZWyXcV7FM4pSuvJYn3lGlw7u12eYkMDesxRLShqB+snL6GtmDPMQ8ujzqUQZIEvc\ns9jVaEhhG32ORHCmr6/rfQ4ycpFlsstLr2sEKhBDX5u8lqen58WSIeb6buYgUY455phjjjnmmGN3\nYe8JEhWNht9RTsVKR/eTE9FpaSq+5TH5WIqg29W3Y4tvUWdpD4/RGw85BpZkQCSiiMLSAryFINGb\nkiHk57ckEYhWtIx7iZLnss1SJ76g3otVOsTVgedrln1pEw1JJ4GGuAyP28eU8a1txJFjhsdcJ2IR\nonDktatX7DarenicCIvHi/5evaICgMNDiKkHgvjBVls5DjVLVoLcn57h6VuipUGmFVcMOYpwIMA+\ncD56yie6RTG6AFNyo3GjhMkGvKEE0+FzK+oh9LMUjIXs5UqG/AXHuNNG28amrpvtLaIwlB5oGAOb\npTBlnJytjiF/US1TuoGf70soohgdxHiWKADYNThfba6TSglrItWnqOjGKjzBZgvrZmRcvbFGHddo\ncy3X67rerPm3yr1sbuu4WF5xq4G56aR1rAusmD6Whge70VZvc4IitBGW3OjWtA++EPrcnwH/4ewL\nWvKo00WJhJHMFPpSVw8/Tb7blTmgG8VtRRT2sFRShx7emjEPuSw83x8/i2ubHMPjx+FhP3oS/1r7\nQ0TERWTP4j8Vytr3ty8ACfjZ20BtsgWsl2RIEcX77gMq6fJirhKGQOKRw/Ccs5TpKBUU/U2mKbew\nivE9bKBUr/zlV0VEZHMbyMnv/Ze/Zbdlm/ibawjr9dAZ5a+cJJq6RDmJg7uVG3O5gnF84xb29lZZ\nUTw3kT1XP86uqTG9ZiSOteflEX55TsuwFFl2x0vEO7eqa6qxB/PuiWAfbhqlfQJVrMtDeyjyWtF1\nc+kWeEGffuoJft9uksIdjNlbzwE9OHpQ0YZ5nmuLZSB60/sUcfniv/ljERE5xrnyLCpX7NvfhZjj\nP/nHEHcsb+r6XloDMn/yISBZHeMxNjKGZ8mNt8HTSYZ1zJbmiVL4WV5MAwLy/kc+JCIiC8v43rYh\nn1Ek3zQZxbXMkmWHDwBNXSIXdteYcptWKXtTyVP6o1/PmeUV/M7IKDh3W4YAa3oC870yi++/fgEo\n/qEp3Y8n7vtFERG5dRkIWsOvZ8pab05EROKM2qys6Rz3eGSdOAgh1VpP77d8DTy+ZgH9GzJEej3k\nZea9lF/Yo/u4Q0WagxGcO7NG+TXvNjlbRMdCQUX4QhStvrUBdKv4liJDQ+NYQ2NpCvKuK4rXa+DZ\n6qUwattAYfeNAU338NE8PKD7Kd2P88F7C+N4/o7ys2p+zHc8jWeRz6PvC4eO7pXF15+Wv88cJMox\nxxxzzDHHHHPsLsx5iXLMMcccc8wxxxy7C3tvwnmJnhRzGloqlRC2irA2UNsg5U6NAnrdzgMW3i4o\n7JlMAaK/Mw84fmREodtt1v2yQmHSVbizSOKrj8q+btGQXYE13vr70VarK9nN76MSNEM20lJ4tlFG\n+MHdQthheEiJ8wskf8YYUqhW9PeCrGBuKSTn80qOtVKxKwXA6q2emW5PqJ91nYbHQQIeGtGwRZME\nxVoV308YIc1+hmeuXwfBOJrUMGI0wlRjovmlDSWIhzLE8am+G4xq2CqTQBiv3uK9eXQeW26Mf5bh\ninhSyeMbq0zpJXE3GdRxLRYRJotEGErbUtKqhyG78X5AxVUjTNZ2IwRWa+BaPdFQT5g1l3wBjHnV\nGNdKCSGXAJWg2wYJvNXA9f3Muy+UFSYPkYjuapKYbISrw36MUb48h372axr0Nj+3nUeIOdOndQNb\nNazrZg73XjEUxKNpzNGdJcxfMqbzl+sByw5PM1SwrWsqKljXwRHcZ7inY71nD8K/F1g7b8WYI2Hq\n8CDlIR48oWGA+hzGbJOq1Dm3IXvRj75727inQM/YTx18/uI8iNYnwkrUjpMw697G3rnwykt2222m\nP+8Ywr30hTDXwb177M+U1gD5BzlmkaAmiAQT6HtsGvc2uEPHvML0fota4PVmje9h/xy470EREfnT\nb6kqeZG1+nYmMS/zN5XQvMAEmMw4+nRlTqsuJFOYt1ITZNlHHj1ht73+EuQABupYg7OzGkZ68FMI\ni3kbGMMDovNxq4i5avCcmhjWs8gTYpUHzxz6uaqhF/8IxsEqQTndp5IxX/jEp0RE5EvfQJgtEdXQ\nW20D+/CRjx4VEZF9+3babT+9BHK8JXuRMuqUPnnqIREROX0WpPP92nU5vh/9eebrfykiIh/55Mft\ntpkl1KfbJGl5x8iU9v1t7AcP56pWV5pClokuqTQrODR1j1bWMEdWpYu9O5VU/72nIcEQLeHMHJg6\nYLf5/FjrpeyciIi83FXaQDqAPidCWIuhtK7v3hpC0O4EE1/Smty0vYY94vZgrz58Auv66oW3tC9F\nhPF8DOv6jfhqr4o+bzfxLIpG9LloPdesZKX+kq5FF78XGMa+WHBpKCxAEvduquD38vp7ZcHevh7F\neFY29bWiXqdcwlGE7CeqGjp/qY0Q9gZD0Q8/8gt6zU3M7eISwngRo/5juYBnz84RrLOxpFHjr4DP\nB1xYk9slpQGcv4m/jU1ARuhT96tsgp9SJivboAqcP60JArJb1dnfzRwkyjHHHHPMMcccc+wu7D1B\nohqNhoQNUcgqCY01qwZaQ5Ga23dAaNy7F0Jey2v6hjg0AA+rVAbqlEodtNtqREOki2t1u9pVizBt\nkcebRoX3TB/eSMuUVIjF1OPKE8GyahhZomYiIlsk+sasivYh7d8AxSMrlAWIG0KM1ZLFbiQi5VNk\noEtEzrqHSkW9+DZrEOUpONpjCmjTEM30UuTRklYoFNSz8Fs1AonmiVvRGAt9iwbgJSeTKoLXYHnt\nZgtzViobApD86RQlKixipYjIxDje/isku7q86iFaMhY1psEWDbHVPnpOXZLi6xVFxSzxSy/rwbVc\nihpZ/WpuwOPL55WY2qW4Z5WCjsMpQ+KigTFrNvGZWltJ7h6S6ev08IJGPa8gieFhViJvVXVN1Wv4\n7VgY67Vc0Xko0TuuNnDvqYSiafUqfJwmydUmWlhmevC+fZDrKOW0fx32z6rLGDUESoNM0Dg/Q4G8\n3Yo2DOyFpxy+jvRnl8sUYO3x/rAWIkVdw69TZuEVks4/+1tKuP7iF/9ERERqRI9++YmH7DZ3B57r\nWBLoRLhfJRUGTwHVqJ2Dp7zrhhKnx0mwLhNB3CbC+qdf+br9mScfBun4wDhI3G+8+Lzd9tQTaBuk\nV93UZWPXavQRIZ5OKYpzaBye7w0uz53HVTriZ6eBEsyz3mG4T+fqvoNAHiNExV1G3blolPIXXuyZ\njZyu7+OP4jwr5zBnmajO4+ggUKPvfxt9nhzTNWwlKXQ6+PfKHU3JnyIanozj34jxBLDqN07towBo\nTQfmGco0xCnXspVVFPaBD2E8N5lw8y//4b+22546iXqB9zyMf7tV3ds3u/jvhz72qIiIZG+q9MO9\np06JiEiuiXtadCliNnaY4060cGZOCcIubrskkxtCRv1OL5NnrISXc2d1TfWncMYGvPj8M9/7ofbv\nvsdFROSVl38kIiJ77rvHbmsxFX6rgLE6cp+elVYCSdINJOP0M9+22+45DqRrcRFIe3Fd8YxlIo6h\nIOY710A/B2JTem0/xu7QERDEz1+8YLdZEjXFEs4Zr0+RmmIBLPBYDONTzhnit5TnSW5izO8Z0jV1\nlmjxTUp3eMKK7M90gaJGt3AGRdZ17VuIXjGL79007mXmFZwJ4TombfyYok0XxUoWo3Bon679XQcx\nDmcuo+aqL6DE8uIaRXIt9H9G0dvgAJ6t519HQsqFhF4zQmHZiUkQ2k/9uu77xnVd6+9mDhLlmGOO\nOeaYY445dhf2niBRIj2pVLUMR5BlH7wUFQwEFI3J5xFPnluEFzE5qZ4zPy7DI3hrvD2jnoWF6HRZ\nYTzo12taqE+5jLfjwUH1gCtM73fTa8nnFDWwyqH4XCyZ4tLhCwfgwfQo1uU11CTdFAecXSV368hR\nu83Le8mzxEejqUhEiCKQBbaFgvqmPjWB9NNLF8Gb6Obwu6mMlqnIF4mAsHRO07i2xXcKEJnIV3Q+\n3NSKaHspoW94x9EQ7tdjcY6qRluMZV8W50RExOU2YuM1ilEG4aW0muoBddq4mWIR13L79N3+Duc0\nTo/SbQir+Yhm1YkodYzVXGXpATcvFTYqmXeZAm4JZOayWqbAQkWjQQuR0jFzueFFtYlS5Wq6NjpE\nKYeGsJbadZ1/Pzk7uQ1cKxDUPojg3gfSQGPy+VWjfxgri3bWFvXivPS+rDEzVDNkkwjUOCuhV+rK\nC8iV4JkFmI4sER2XVhD3nqiiL+WCzlGXaz7MNRk2qsY/9YtAe45/EPfij6n0w5MUiPXtB4fn5z/7\nMbttbmUOn+/Cew/FlV/n7dHTdXOTJxT52rEXvx2hp96m3EenpJyxPRTUjVCSYzCpiMRJtjUqQEVX\nthTF85H3ODIIZKi/p2sxTCSwSY7TmQtv2m2VLBCFtQ3cw8heHZ+v/gDCpOEIzqCdR1QUNkKPvsQU\nd3dHEdoyuaKWwPDF2zN2W/TVn4qIiIvnVKWqfS90cIatzgE9ODSsiEKCHv3iq0Ab+yf32W0TPAfb\nLEsUD+l5Ex/HPLh4Ns8vKPpz49IZ3BPL5zz51EfttqO7gERE0pjbL3/tD+22XSeBKN2+AR7T9at6\nfj86gHsJE02/fVW5O3GK1i6sgB85ukcRwbU2+u7dxt5e31B0K8r1VS1ifR8/rBylM29hLkNefL9j\niJDmt/EM8sRwzarBhRyYwLpuEKltVJR/uOcESF5n/wap+62Wzm1iCPt9iRzR4V0q/XB1FvdsSf1k\neQT5Ior+9PNQOPMmxr7e0nMqSb5km2dsyRA9thCdLvlyva7OcSqLNXibYpaxEZVUOPowxurVs+C4\nBQeUR+glWhhlpCSyc8pumwvid/quk/u1VxGeTx97UkRE3l4BivsSS9KIiMST6M+uaaDOPqPk1Ssv\nQQw2PQKEr1BQdLPG8zsRwN7uDeqYzS5j3mKHsR8ab+j5XS7jGbAwhn41lxTd8nt0Tt/NHCTKMccc\nc8wxxxxz7C7MeYlyzDHHHHPMMcccuwt7T8J5vV5P6k0lClqQrZDYNjysUOF0DGTOa4R8S0ZV7qEB\nQJrj44BG5+Y0rdiqc2cpwjZqCndbxEvrHXJ7U+E6q/ZdIgmiYcyo1WeFqcIkljcMCNUifzcYWlpb\nU1J1uj/De2EKsUHwrjJ86PVbqfhGDTuGbEJUYi6VFZZt91ifzgoxMSSWzWpKdohpyCUqSYtBaG0z\n5TwcRTjHbxC9Qxwfr4fhsrqGdZoVzFs0Dli4Y4Y7SDqVLUDh9YZKAidJ3OwxJFU10vU7TCSIMtmg\n0zUkIDgGVfbdIraKiPSYELBdYzXvuCYBNCzyd5B15wzl+R6VxyO8VrlsKOwyDJzj73m9GgaOMWwU\nZPAsbIyZFYK0FPULRrg6bM2Ru/GO3xcRGeAartuq5nrNJmOu/g7JlQMKhWeZolzpULXdY4SreQ/W\nvPuMUGaPNb52jk6JiMgLhOdFRH71E78hIiInDiIJ4K0X37bb2lwLDZJVexENA0S9+O/xDNbp5uxV\nu+1zJ5AOXqfq/e07WuPLx5p+DYbc+wy5DClZSRVY5x6j9uGaYO0M1zG3W7cRfnjykCplF3uY7wJr\nmx08rGnpLa69CsMQ5Z6ujVtZhFOnRjHWp45oyCfCkOJ8CWGnZFwVncnhlhNHkTa9sKFnysJ5KPlv\n5BCO+4Vf+lW77cUXEZrwBTC+42MqD2AlbUQTaLs3/ojdduM27iHM9eoq6roZmsJ99YfQ5605DQP2\ncV2fuvcBERHxdzVMcuwY+vrnX/6yiIgc3q9jlqC0RaWEvbZkkLl7bsyVfxzrzFfX8bxECY7yqxjX\n1ITSDdZvIx197wkQ6AMFPZ9qKxi/xSJCdk1j/3p5Rrq4zmtLSh7u5XGeZvuwNkZHdI6eex5j/SGG\nG7eMOapWsAan9mLtx+J65lVKWF87pzE+E4NKKZlbR+htYIRnZl3DzpsM7a4vITkqE1LS+bnXEIbb\new9C4a+99JLddmgKIaxSjmn6rGIQCWh4Lc9wZW6L8hlD2rbO6glDDIlWa3oWWXIyUdZGV3zGAAAg\nAElEQVRATGgkTFx9OD8PphCCLRvJRs/NgbieZj2/zow+Z6aGsDfX3Djvt9f0ORyIYU2Mj2Fc6zoE\nss3w7akHUIex6tbnfu42kiFeZdg506fjmqIMzJunEeIdHVEJgv405ju7yfU5qetm/270azCB+ctN\n6rj0vJQBqmCvZq/o+VZMG/L872IOEuWYY4455phjjjl2F/aeIFGFQkGChnfspkdvEelu3FISoYVu\nWMhQy0Aprl/H5w4cOPiOz4qI1EgaXaPQ5ZhRd2p9HW+pHjc8554hCxAgcpEjodwiXouIBEhS9dAr\nDxpE78V5vH2HiYZEU4qKlOn91SrwbvxxTa0UpuXXW3WOhSGoSekGC1moN9Q7qtZr7/h8mJ5FvmgQ\n9ilQZkkHBA35BPKEJcg+lY36eIUCvHe/D3OU7FPRRQ9Jp1tb8EhHjHG1JCNqFXx/aFQ9i1IJxL2h\noSF+Vsc1xRT89WUQ75MGomSJ30UoGZHNGimrPiYikJxbNpA6a00Vi0S8XErKTrLWnlULz2Oysjnf\nFuJVNur4rW/Cw7MlJ6raZul1JpNE6FzGXDVwfx0v0bSIkT5bAzqVK2A8uz7te6mFv6VJxi8UtX+W\nRMjucRCYN5eVkJ5i/UVLgiGW0vnLr+Bz9S2siVxPUbgaEcGBPfAaP9LU/bREsvoY5SikqUii0Iur\nubk3Y0rKtJIbQpT1GAnrmgjF4RGW6+hnwNgXRe6LmNsSBVWkpUux2rFdg+wfvfCyjrkQrRjoA4nU\nYyC8PiZzWEit2xBprVJQ9eEH7hURkdFRJWXfWIS8insYnveln71qt/X8uObEFgVOCzpXg8NYbweP\nfkJERCZ3KJKx9k0gGSePAGVamJuz26KsG1YoA6GrdTVB4NGP4PNVpo6feV2FGDs+3MtIBvM+uFeJ\n7N/99l+LiMiBw0DMTj2s6JYlYxBiwszGmq6pCxcpGEwE0mWM5+RBIDSrlJ9Jd4ykijLGM7eGfvkH\nFIoYnMA4xFg7s5XTtbhnEmvwD/63/0NERD75uZ+32zaJPPuTWN/1iiLeLu7JBIVm5xbm7LbHn4RU\ngXUenj1/zm675x6QwK1EjUJRkw08dZw5e8cxjm++et5u85IA3WMEYmtNz9+bmyCUe4l0dn26JsYn\nICPx5nmk6e/YPW231TZwfhbK2GN7DuHeqgbyXVkFQldgQoI/pGf7LorOblNkt1bWueojeuqmBETb\nYyS5pCgmncP68S5p1Gckjn3o53O4atQbbZcx/gGev9N7P2K3dZjEs9nE/WZS+r2pY5jj3f1AX7/y\n9PfstniIZ2QHZ5nHpefixiaQwUgcY12qa73YdA+JEiEv0Kk906rguj2OZ/QW6xZ6KoqYrS9hr937\n+GfQz5TWqd1c0c+9mzlIlGOOOeaYY4455thd2HuCRLk8Hmk19e24wvIkFkoxbCAYSyt46/RSWM3I\n8pb9h4BAXb2MuHskrG+rfpb0CATx79Kyvk0mEvTs8/Rg/HovzQ7FuiiWl8tu2W0WAmWhVJmMIgrh\nCH47Qu5Au2tI0TP10/JyvMarq5teXyhOzoHBFWo24Jn5yRkbHFQ+gSUYF6aH76WX4urp7y4tgHMw\nwHIO9ZJ6STn+d5uet9uQgLAQtxZT+bvmoAs+5w8CCWk01DsOExVrd/C3Skm9OQtxa5LTFglp6qmF\nCPkom1AwhCODNsqEuQqHdI7bLLFjSRwEjGsGmKreIG8qb5RhyeaZVtwHD99nlGqoU2DSmr+4kVrv\noffWIArTbasXl+oHOhEikhkKqNfopfzFRhZr0BtVdKNplZLxkktlCM26Q7wXIrRl4/eEKdi3bwPJ\niAUU2V1ZA2LWIuJiIlFhQmaZAP7mdWvfXzuPtPkPPoayJgMbei/NCsbYm4LH5vIa6A3ntsX5T1NY\nVUQk6APno2YhUnHlNtVW4UVbkiENk7fGVPoqkQVvQ++z3cHnGmyLch/6RnQ/pijT4SHM2DNQylYX\n92JxTno1Q/qjiD0X3oHvZ409M0+pkTzXa19A19smUcYzbwGdCo9raZ8VIrvrTazhC1/XVO5Bprrn\nyMV67IEH7bYr11Ddfg9LoJyZvWW3ff9pCDeOZpAav3Oncqm2ckB0t9axXu5s6dr/xc+htEapiDn7\n0z//M7vt137hl0RE5PQqhEln72iJJX+UgrbcayYqWjuPiECT6foxiiGKiBRZtmOlg3N0uqtCjIcO\nHeK1sJ9cQ7pOv/fiT0RE5PHHgR6tzs/ZbSsVoKIJzrcnrfOQoyRO6Q5+9/EPfsBue/bZZ0VEJBIF\nGnbixL122+gIULErBQgxdly6FsMeIKRvvApOVcvgkR3fD7HLt25gb6d3aNvaDYzLA6NYC820IrRL\nfPa4/dgPhjqHzK+jfzt2TImISLaJPlUM8dMaJTVGKbK6bUQg1vn9DmUXWoaa7ORu7M3rV7G2elE9\n990rWCdeP54tcQM1TPsoKtrAs2yhomf0wTGs4WAW/Tt//SX9vQlEKu7dC/HUIR1W+drb/4+IiLxV\nw/xtrCon8sjHMa6REM/vTRXZ7uPzuy+MsasZz8xiGe8Luyg9ca30Hbvt/J8gAvXgp/6BiIi08ypD\n4t0A//MvvvkXIiKy/6hKoqy7FJF9N3OQKMccc8wxxxxzzLG7MOclyjHHHHPMMcccc+wu7D0J57Vb\n3Xek1JcMyFxEZNhQ2I3HqRLM9HxTQdqqsXeIxMZLFy7abbk8iMwT4yDSZQYUKlxeAtzp9QOi9hrk\ncSt8oGE9DT+0+dsWydkiV4uIeBg+EKp01w2ithUOizL05jEI3rkcQwSsKTexU0Mhy1dAbhsax/fq\ndSVerq4BthwYRoivyHtJp/V+k2kQbhdWAO/Hg0oUtkKRXSqAl0qa6+pjja8gQ3bhsIa0Zm4hfFQn\nST7Vt8duazD82E914rZBPraUwyuEsSsdJYMmIpQO4LiEjZpGxTLWRozkc5dL4fJSngTIAP7mNnwC\nK4QaILk6atT/s1J+rdDrmiEL4WcY18/5LBswuSURkWLo1SLSi4hsU9LCkqrw+xQO7jLsGPZgbgqb\nKnExlMD8ufKsfejV8GjLj3v3NNA/S00fF8Wa6nkBoVfaCtlbiQBekuMLxn3Gw+hfaQPXihuyFz94\nHdD34x8GMTRJ6RARkbl5QNrFIEOaRn3DRIahTEp+eA0ia7WLNdCj4ry1L0VEvAzjt1ivLGyEwEOs\nJdigmrjbSAyod1lrk/eQcWEM80ZfYqwSUKV8iauhY7CxjlBIk2vfSqTAD+JM2bGL+9Cl59Rba9hH\nJa6NSFDPjWQQ854mmXt+UUMAD+2D9MJSAeGxm3d0DKanqNp9HeGEW7e0zt0uyiW8ePVnIiIS6GrI\n9tQJ1l6bw1oya0P6OFbr7Oe0QSzPMenjyhmkl9//vgfstldeeUVERDwM4/eMWpRHTuCMvfw27nN4\nTNeGr4P5W8hjrEst/d4jH/05ERG58Y2viYhIP6U1RET+6i//UkREdk9grA+fvN9u64zjc6fffl1E\nRI49qFUedlDJ/yxVxndlNLnlvsMgFgcy+P5Lz79ktxVJE/CSQpE0Ehl85FgsLyEs9/FPfMhue/XH\nCHNvkhLy0M8pcVpIovfx3C+JkVDQh/nKMUFoeGC/3fa+4wgl+j0IZT3/0o/ttkmm6Zc3rDVEWZiq\nruFYHOeZh/cdMSoPbGzg+baLazi7qbIi65tYw24PrjnWryHUXA9nScqLa3WCep5uhPDfM2fxTDow\nos/oZarlr0TxDIqt69n3vgTW3rUZrJtLW/pMaNRBxzm6B8+QSkfrFbrcfM678ZwJRfReImHcc4nD\n0ZfQRI2Ka05ERG7dgXSLd0EpMI9/4r8SEZG//s4foZ8RDbkfoERFexn7aX5VJSMOVffJFTktf585\nSJRjjjnmmGOOOebYXdh7gkR5vX6bEC0i0u0SGWD67NLSkt2WSOGN2yLumqKJFopTLALVMGvgpSkx\nsL7B1FyDIGyRlKd2gHDdFn3D97MuU41IhkmcjrCeWoseb9Ig7G4RzSjxe1VDoDKTATLj4SurVYtJ\nRFG3TQpwXr2u8g67iOg0eK1WSz18lsyyRTZXV+G1TE4qWS63Da8oSRSmZ4jg+az6eHTwvW714t2E\njSoU1sxtG8KRTF+PxYFyLCyq6N4UyXxNVoP3utWL9xMxaZHEW6wrkpFmSn6rCw82ZyB8lmSE1XOX\n8d7v8eEeej3cX8WoEJ8gclVvMf3eSA+35AiaJJ2bIp1WSn6dA9wy0t8jJPi7OP9+Q4zO+lunhn8b\n7xDNxHrze+DdJML6veI6vPdIAOu77Jq32zpdphw3cZ8BnxJTexTgtObR79e2dq/7jn62eooM1CuU\n0iCZe0dS1/DlOvbKlVsY/wO7tZ7X5iz22gr304HUEW1bAukz6iMSFVZPtMk1123jPo1lJr0trOsy\n6zHGjMSQDlGtFuv+edq69ksV7JXWENos0Vt/T73xdoGJCB0gRJsbeqZYaHbVg9+9NKMp0kFKVAjn\n9vadObvtRgl7fHoI6eiGwokU8/D+y24iUgZ6e+YWEJPhKaAkrrDKdNy4AxHDI7vvERGRpXndT5tz\nIP+GKS5Yaui+WJtF+vye3SdFRGRkVL3qWzfwe8fuRXr3wqp+r10ACtYiOrl7ryLJGZ5v+RtYgwWX\n7pkbtygYuolr+Qzk49gJoA3+YZwznaLume98FyT16ciUiIj0/Pq9k6wtd/4W+nLj36oo6NReEOXD\nTCh689nn7LZEGH8bp1RJyNAoKbJuYHsJ5+ERoz7ejesYT+u5MXtL6+pZST/HD6MvVy+qjMHsEhDE\n+04AKfMYQrNrMxS9beDcSKeMKAqTTBav4PtJvyJmP3npByIicuwgrrm+oXO07wTRyTtY8/kNCmT6\nD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xrO2Hoba3lyRPk5LXJQ13O498lpRcwK5AbFif5GMgYaSpFVvwf36w4Z+56cy/E09kqU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MNIUX7hEMbOQ7JHh3cAobnvIUg47BzcarZVPbjPs0eRqhzvEGJ5IoH9k0nDS11I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b7yginPNhD1g4DMT0ynM6ELth/O2bwjzPTereHidRvkR0ypa98fkwl7rt93op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\n/VQAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7fcca5f3a450>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Defineing a function which randomly retrieves patches from an image. They are used for training a dictionary."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def crop_paches_random(img, patch_size, num_patch):\n",
" h, w, c = img.shape\n",
" ycorr = np.random.randint(0, h-patch_size, (num_patch,))\n",
" xcorr = np.random.randint(0, w-patch_size, (num_patch,))\n",
" patches = np.zeros((num_patch, patch_size, patch_size, c))\n",
" for i, (y, x) in enumerate(zip(ycorr, xcorr)):\n",
" patches[i] = img[y:y+patch_size, x:x+patch_size, :]\n",
" return patches"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A patch visualising function which I borrowed from CAFFE tutorial."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# take an array of shape (n, height, width) or (n, height, width, channels)\n",
"# and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n",
"def vis_square(data, padsize=1, padval=0):\n",
" data -= data.min()\n",
" data /= data.max()\n",
" \n",
" # force the number of filters to be square\n",
" n = int(np.ceil(np.sqrt(data.shape[0])))\n",
" padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n",
" data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n",
" \n",
" # tile the filters into an image\n",
" data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n",
" data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n",
" \n",
" plt.imshow(data)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Train dictionary\n",
"In this example, first we retrieve training patches from 100 images."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"patches = ()\n",
"for path_im in paths_images[:100]:\n",
" img = imread(path_im).astype('float32')\n",
" patches += crop_paches_random(img, patch_size, num_patch),\n",
"patches = np.vstack(patches)\n",
"print patches.shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(2500, 7, 7, 3)\n"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We show the paches collected."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"patches = patches.reshape(patches.shape[0], -1)\n",
"patches -= patches.mean(1)[:, np.newaxis] # subtract mean\n",
"vis_square(patches.reshape(-1, patch_size, patch_size, 3)[:100])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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IU9LnM7veAWaFaKfX6a81QtWUvxaL+vq1TPlyp6PHYLWq32/d2jUya9QbMnOapoR30Bx7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\n",
"text": [
"<matplotlib.figure.Figure at 0x7fcc800d9e10>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For simplicity, we use Kmean clustering algorithm to learn a dictionary."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"kmeans = KMeans(init='random', n_clusters=n_feature, n_init=10).fit(patches)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, we show learned codewords."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dictionary = kmeans.cluster_centers_\n",
"dictionary /= np.sqrt((dictionary ** 2).sum(1))[:, np.newaxis] # each row has an unit norm\n",
"vis_square(dictionary.reshape(-1, patch_size, patch_size, 3))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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ZR2knbGew378HCiI30Mzs9m/dLWv6R/Q9Mjaqs7tWggRvAAAAB80SAACAg2YJ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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7fcca5f3a690>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"FIrst we create an instance of OMP class which is used for sparse coding."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"omp = OrthogonalMatchingPursuit(n_nonzero_coefs=nonzero)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We show 100 of training paches coded using OMP. Once `fit` method is called, sparse code is stored in a member variable `coef_`."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"omp.fit(dictionary.T, patches.reshape(patches.shape[0], -1)[:100].T)\n",
"plt.imshow(omp.coef_)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.image.AxesImage at 0x7fcc8039d9d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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68ZUrV2Ziy5Ytc4/dvn174XmMdVwZAABIBgAAkgEAQCQDAIBIBgAASeZ9pbu0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\n+3YAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7fcc8b412350>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Applying sparse coding densly and reconsting original image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First we load an image."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img = imread(paths_images[11]).astype('float32')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The function `view_as_windows` in scikit.image will extract patches densly and store them in ndarray with shape of (h, w, 1, m, m, 3) and then we reshape it as NxL matrix where N is the number of pixels h x w, L is m x m x 3, m is patch size and h, w are height and width of image respectivly. Then we subtract local patch mean."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"col = view_as_windows(img, (patch_size, patch_size, 3)) # im2col\n",
"col = col.reshape(-1, patch_size * patch_size * 3)\n",
"col -= col.mean(1)[:, np.newaxis] # subtract local mean"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By using OMP we get sparse coding of image patches."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"omp.fit(dictionary.T, col.T)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/usr/local/lib/python2.7/dist-packages/sklearn/linear_model/omp.py:694: RuntimeWarning: Orthogonal matching pursuit ended prematurely due to linear\n",
"dependence in the dictionary. The requested precision might not have been met.\n",
"\n",
" copy_Gram, True).T\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"OrthogonalMatchingPursuit(copy_Gram=None, copy_X=None, copy_Xy=None,\n",
" fit_intercept=True, n_nonzero_coefs=10, normalize=True,\n",
" precompute='auto', precompute_gram=None, tol=None)"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"After im2col operation, image size has been changed so we calculate the shape. Then, we reshape it into a 2d grid maching image size."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"shape2 = (img.shape[0] - patch_size + 1), (img.shape[1] - patch_size + 1)\n",
"size2 = np.prod(shape2)\n",
"print img.shape, shape2, size2"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(299, 450, 3) (293, 444) 130092\n"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"z = omp.coef_.copy().reshape(shape2 + (n_feature,))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We show some channels of sparse code."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i in xrange(9):\n",
" plt.subplot(3, 3, i+1)\n",
" plt.imshow(z[:, :, i])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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FTd41IAzyHpuAv8CU31O9Xu/pyjyTKIpC2BmYqMrhjBBireM4p4UQ1wCgyHcn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nr40pbyCPyYexQqGgJRKYEyWV3Hn+Xh4heqLohZSK8LynoVBI511RJd1UQwfcPfjo\nZa7W47FW7JZ5ohG9TC02D1uZ+3etkVME8FnHcW4HcDeAP1BK3Qbg8wC+6zjOYQDfW3kPpdRRAI8D\nOArgQQB/pZTaEV6v0dFR+P1+7QYsFArI5/OIxWJoaWnR5cVsQ8GJ5LHHHsNHP/rRRpp+3XjllVfQ\n0tKCZ555Bj6fD6lUCtFo1Lr5vbFlY4ITnKzUktV1ZusWwhRcDIfDnsKZgDtBnSEpfiYn9atXr6K9\nvR2Li4uuCbZYLCKZTLqa7DJkZOLQoUNIpVI6T2lqagp9fX2udYvFog7pSZup5Ua7/vEf/xEjIyNa\nu+nYsWO4ePGiXn9qagqJREIno7/nPe/B1NRUhXRCOBxGc3Mzpqen0d7ejv7+fgDlnKv5+XmMj4/j\npz/9Kebm5gC4vW8yd8301pmVlaZ8hAl6DGdnZ11hPLk97z8TzOmFTCaTWvFchh94zPn5+YpJw8yR\nAqAFPEkyvfKpasQNP08cOnTI9jK1qIo1v7yO41x1HOf0yut5AG8C6ALwmwCeX1nteQD/aeX1IwBO\nOo5TdBxnAMBFABtvAlRnlEol3d3+qaeeglIKn/rUp1xJ3vLH7rd/+7frbuNW4Fd+5Vd0rofsI7iT\nxdS2Cls9JqSOlJzkpFfB9DZRbJP5L9JDIqu+rgWZo9TZ2YmFhQWd7AyUVfTlxC1Fa83Q78zMjMvm\nbDarPURyOfOMzKrBWCyGQCCgGwwfPXoU9957rz4OQ2/UuGpra0M0GsXQ0BAmJiYwODiIfD7vEtQE\nyt662dlZ7REjURofH0c8Hsf09DTa2tqQz+eRSCR0c2EpOAq4PVLymng99a4lGRGPx7WuF+81CZO8\n/7I/YiaTcTU6JqSqujl2vSQ0TMJNj9Z6m73vhnni3e9+d6NN2PXYzg/2NT8FKKV6AdwJ4N8B7BNN\nKMcA0A++H4CslxxGeUBte1AkkD+Ef/mXf4lAIIAvf/nLAKCfup944gk88cQTusz0RsHv/u7v4jOf\n+YxOXmVFj0V1bPaYkAKaS0tLLkHOQqGgiYtMaGbunpw45aTNMBLzBExPiUm4iGg06srpSSQSuuce\nSTcALfZpJkK3tLS4wn9mDzoZaqP+kxfm5+e1x/fHP/5xRb6U4zhIJBLI5XJIJBK4dOkSHn74YQwO\nDupQ49jYWIXUQjabdRHSVCqFoaEhhMNhjI+Pa2V0wC2sGQwGMTs7i1Qq5WoyzPtieuaKxaImSiQo\nZv4aUL5nvIdy3JmSBLIwgK18vERbvciQJNNetjJEXC2HrhbcqPOEz+dbsyfdjYY33nhj0/a1WQSo\nERWltVbu1USklFJxAC8A+IzjOK5fMqc8wteacXfEbEy1cj7NMYSwvLyM559/HktLS66n7q985Ss3\nZA4RcywYJrLwxlaOCVaNklQBq2KbDMcEAgEX8feqeCM4+ZoinvQGmd6N7u5uXV3HZVNTUzr3JhKJ\nQCmFWCymw09epFuSnvHxcaTTaQwODuqxJuE1eR8+fBjHjx/HyZMnXUQIcLc9KRaLSKVSGBkZwQc/\n+EG8+uqrCIfDLg9NZ2en3pbnury8rL1t6XQaZ8+edSWFmzIOJCdjY2Pw+/2u3C6vsULZCJJGWVFp\nXi+vSUJWZpoSBfRahsNh/bsk7y3JHdHU1KS/I/l8HslkctPH9408T3zjG9/Q/RZ3A+64445N2xe/\nhzutYIm/i7XgmjXtSqkAyoPjq47jfHNl8ZhSqsNxnKtKqU4A4yvLRwB0i80PrCyrwMsvv6xf9/b2\n6pLkRuGTn/wkgHL1Gn90SqWSS6E5EAjg2WefxZNPPgmfz3fdOhXbEfF4HJlMBk1NTfjYxz7WaHO2\nBP39/RUtQNaDrRoTTMoulUro7e11VYeRBJGAFAoFF1Hw0ouSkPIG5nLHcVyfDw0N4fDhwzhz5gxC\noZBuLxOJRHTomwRhreNGo1FtNxPFvWwA3GGmlpYWzMzMYGxsDLOzs4jH4y4iBKx6aGSD52QyiYsX\nL2J2dlZ7VoGyUro87ttvv61znOQYvv3221EoFDSJmpiYwIEDBzA8PKzb2wQCAWQyGRw+fFhvJz1y\n8lqsFU41892Wl5f1A4wZzpPrybwxehn9fr9LmdzchscjAQPKcgnBYFB7OYeHhzE4OFjV3mthq8aE\nbOx+0003ecph1AMf+MAHrus3YyN47bXXEAqF6h5WPHv2LG6//fZN3+9Ok9C5dOkS3nnnnZrWvVbV\nngLw1wDOOY7z5+KjbwHgLPsxAN8Uyz+ilAoqpfoA3ALgVa9933///fqv0SRKgm74T37yk0gmk/rJ\n2+/36zJiAFqY8/nnn7/GHncWHn30Ua3O3OhqxK1CX1+f6/u3HmzlmLjvvvvw/ve/H/feey+6urpc\nE6npSQJWtZ2otu/l1QgGg9dMHvZKFFdK6RBcOBzWlWcyVwdY223P0KE8Pid9ABUVevwdmJmZAQCt\nZt7W1oaBgQEUi8Waws0kUfTYmeTtlltuQaFQwD333FOx7djYmG6nk0ql9I+/vOZ33XUXrly5oklt\nLBZDLperqKqU7VnMCjqvh7ClpSVXo2MvBAIBxGIx13rRaLRCesL8LjiOoz2K/E2jx6ypqQk9PT24\n5557cM899+C9711futJWjwn+NYpEAcCPfvQjvPqqp4mbAi/5jl/+5V9uSG7WVpConQDzd7C3t9f1\n/VsL16KIHwDwOwB+rpT62cqyLwD4EwB/q5T6BIABAB8GAMdxziml/hbAOQBLAH7f2WGJNszHePbZ\nZzWpokuceSvA6g/ab/3WbzXM1q3Aiy++iFKp5AoZWLiwZWMin89rpWu/31+RF8PvHiv42DaEE7qs\nzOMkznYxMkQkc6O4nZc3JZVKIZ1O6/52wCo5YHWg4zgV7m8enySEx87lcvD7/YhEIshmsxX5Tqyg\nYw4Y93PmzJmqk2g0GtUJ2CySYK4Z3/O8l5eXtbc1FotpDyA9VDMzM9i3bx/279+PyclJNDU1uXr2\nyZ6F4XAYc3NzSCaTmJmZQTweryBsPDYlVBiG5L02vUgsEiDx8vIyAe4wLj2JfNCjd5LeQn6ulMLc\n3Jz2ehWLRSQSCU8P4QaKTHbdPLHZoKBsPcGK0PXg1ltvvWGrF6/nK7gmkXIc54eo7rX61SrbfBHA\nFzds0TbBk08+ia997Wt6onjqqafwF3/xF2hqasJzzz2HT3ziE402cUtQKpX0BLiTO3dvFbZyTASD\nQe0lYN88YLVVEcHJnNsw18krcZyvSSRkRZ8MF5r3+o033sBNN92EdDpdVWjT1JLiPjgR83NO4vRA\nkQh0dnZW5D5xe5KhXC6n1c8JSRSVUpqQmaTJ9OgtLy9rGxg+BMoeqv7+fgSDQfT09GB0dFQ3P04k\nErrHpjyn+fl5xONxLC4uavIrwebTJHRe/fSqNaP2Ok9JhPmbxDY6DCFKL6EU6GRYUm7v9/s3bXzv\n5nliJ2Mj97+W6t/diG2t3dEIPPfcc/jRj36Ev/u7v0MoFMITTzyBp556CgDw6U9/Wj/Rb1ZTyO0G\nhk9KpRKCwSD+5m/+ptEm7RrIprP0MBDULwOgy98Jep2qVbVQHgFwT7KcpKv9oErPh9SxoteDYA4h\nk8h5LIbqWFk3NTWFqakp3TdvYGAA4XAY2WwW+/fv1/uXBCgajWJiYkKLWRJcx0yyN9uekMwUi0XX\neZJEMcTV19eHrq4uTcrYY+/cuXP6vvCc6YGjPZRv4P2ijAhDo2tJieRyOb0fJu9LmGKrHJv0NDHR\nXeY/STA0y/u3vLysRT1NyO+fxe5CtRZQ0iMLbG41342EnZX9VQd8/OMfr1j25S9/2VVyzqdQAHj+\n+ecRDAZ3vCgnUBbm/PCHP4yTJ0/C7/djaWnJPoHUEbLUlgngBMv1WfYuGwnLqhhJQuhpkpOm3+/X\nREeG82QYia/ZfgVwV9VJwuCVg+VVRl8qlRCJRBCNRjUR2bNnDwYHB3H48GGcP39ee55IgmhHe3u7\nKwzI5Uo03pXH4XnKELUXmeF14Xf87rvvxqlTp9DU1IT29naMjY0hHo/rBHuSMr/fj+7ubmSzWcRi\nsYr+hlJE1Qy7mteaXqV4PI65uTmdTiDPR15fnpOc+KS3ke/ZA5EJ5cxVk/dcvmaye7ViAIvGo1qo\ndzNQ7XdeFm1YVIclUjWAHikv3CiVbd/61rdQLBbx1a9+FeFwGKVSCY8//nijzdowksmkVqfeaeAE\nxxwfWVEXCoU8tX7kpMjwrCRQZt7M4uJiBQEh8WLPO/ngQPIjE8S9vCyy8fH09DSi0SgikQiampp0\neKm/vx+pVArDw8NoaWnRaumEzBXiZ2Z4kYSxWl4DQ2kyXwqA7jc4Njam28BcuXIFDz30EE6dOgWg\nnAguldulTbyWly9fxsGDByuOq5Sq8CbSHhmmk++pUM5mxdFoVHuGZU4aiRpJNHOfeF9pG3PqZGUj\nz4NE2pRTkK+t7Mn2xFaRKIvrx64K7VEUsFaRrd2Cr3/961haWsJjjz2my7g/9KEP4e///u8bbdqG\nsVNJFHN5AGilcrYDAdy90gDv6jmZmE5IFXJOwOZ+qFG1sLDgehJVSiGRSNSUhJxOp3VD4tbWVk0I\nCak2Tl2egYEBl/CkWaHIEmSvCZ4q4F6TDL008jNex3379umwxcGDB3H69GkA5VYxR44c0cf0yg+b\nmJhwkSizUo9hNB5X6oLJ9QB3yBQoy4+k02ktAEzPN689jyWJpFRON2USzOvGAhKGIk3iZAtMLCzW\nj11FpJhPsd4WCJt9/O2Eb3/724jH47r6MBgM6tePPvpoI03blaAnxRRilN9ZqcdikgupLyQRDodd\n+UvmtvRScAKW+5CioF5SCRLt7e2aKLHyT6KlpUXve3JyEouLi0ilUp75UQQ1qLxywJRSLnJp5oqZ\nhFGCZDGfzyMcDqOtrU332uPxpDewpaUFc3NzFUKdkrTIZsJm8r8ZpgMqW/8UCgXEYjG9HxI53it6\nDKW3kYRRnreszDQT2GUI1/z+XOv+7jSYLY3MZRY7B9v5vu0qItVoyDYZ2wHf//73EYlE8NBDD+ll\nwWAQL774Il544YUGWrZ12M45XwzbAauTL388ZP4NJ1GvKj3qP3nBTDDmpOnlxTC3oV21lAjfdNNN\nAMohKHOflA5g5wBZoUfIirtqGlgmSaBnSp6Pea6mlpNEMpnUjY/ZExCATlJvbW3FzMyMS6CPHh0J\nklx53mZivunZY+WlCfldJclliFbCi2CSjLEQgfsyrzW3l/vYjj02qyVDXwtyLMgHgmtBeiLr+QC8\ngYbRNxTWus9e962W78XCwsKGvz+1YnfftV2OEydO4MSJE65lDz/8MEqlEh577LEGWbW12OoBdT2g\nhIGsACOhWFxcdLUbAVYnZelxYA4QQe8Pt5c/1NQToudFltFzPU6qDDVJmD3+gLL36J133qmo9pHE\nYmFhQVfNyXOhTdIjVyqVcOHCBW2bXC4Tzfm62lOr4zg6bOVFGMfHy6LbmUxGv2Yj4dbWVkxPT2No\naAjHjh3TDY2Ze5RMJjUJ5vWWHiGZw8T3wCpJzmazWuBXQn5XzabO5r7kOtKzSEV6uS8pLMz3PLb5\nHdsuqPcDkBRMrecD8I2SB7XR75BZSFHL+rWsY/aZ3GzsWiK1WXlSzAfZ6XjxxRcBAP/0T/9kQ3oN\nBL0TpsSAnBz5tJzL5fQPlizvZ+JyNpvVCd5MljaJBidnqqMTbJIsk8tJVmhHPB53bXPkyBFNQtYK\nYREmCZJhOG4/OzuLw4cP61wnVuN5kSiz0tG0gQ2eTU+PCZlLFgwGUSgUXFWFkUgEmUxG34f5+XlN\ngukJSiQSFSKogPtHnL9B1AEzIeUIZBiO9xdwe494HDMvzfSohMPhqteJUg7bGevN49rIpL4d0zB2\nEq7Hq7nVpFl+92sJF9by/dm1ROp6461MTjXzJXYqHnnkEbz00kv4jd/4jUabsquxuLioJ9uFhQVX\nkjknPD4tkyQB0M225bZSl4iVd16ExtQgYlWY2Z+P6uH0WOXzedeke/78eUxMTLhEIteC9HCRDFED\nikSgubkZmUxGe3h4HZjrIwmVfJpn7pS5nJVxPF+TNEgdKa4zNDSEI0eO6OsfCAQwOzuLSCRSkQS+\nuLiIpqamirCm3NYLZpNhLpOJ6/yc+lQS0qtkEkjzvbktz4FSFtX0yLYL1tuzbSOT+nZLw9iJoGyI\nRC2kpJ65ULU4VGr5/lyr1163UuplpdRZpdQvlFJ/uLL8vymlhpVSP1v5e0hs8wWl1NtKqfNKqV+/\n9qnsTBw/frzRJmw6ZK6UhTe2ekxIr4P0VKylIcN1OPmb7wHonCTCDAkBbukCQrrZ29raNIkyCQG9\nRu3t7TqM6NWyxjwHM+fKVF43vWKEzIkiIZMTLEkZAC1/IAlFsVhEOp2u2K881szMDNLpNPbs2YNc\nLodEIoFEIqGbIhcKhaq98ebm5jQR9aqgXCsfTd4bqVgvYSaWSw8mxUD52VrbVjvuemDnCW/ceuut\njTahoYjH4/o1vbe1kJJGV9VvxCN7LY9UEcBnHce5HcDdAP5AKXUbAAfAlxzHuXPl7yUAUEodBfA4\ngKMAHgTwV0qpG87r9YMf/KDRJtyQ8GrkWg0NHGxbNiYCgYDWjUomk/pHh7pCsmRehnp4LeR7MzRI\nQsSJNRaLIRAIIJvNIhwOa+kDuY6JdDrt0mMiurq68NZbb+njsVJPKqib3hKpk0VI7SeuK5scy/Uk\nuG+GfLgPqW4eiUT0dq2trS47zfPl+2g0qkN09P5NTk4iGo1icXFRe4y8PDgMA5p5ady/Wc1YLVzH\nezs7O6tbCJkgYZO5dfSs8TOve7qJT/52nvDAjdqTbiNYz297o7ERj+yaX17Hca46jnN65fU8gDcB\ndK187FUn+wiAk47jFB3HGQBwEcD6WonvANx7772NNuGGRLWebl5oVCnsVo4JGb6it6NYLOo2Igzd\nUSdKVlv5fD49AVcLH5lkqVQq6RAGwzokYXLypx3m5M9+dH6/H0qpir55ZqjN3NaUJpBeJtpohuhM\nJXN6mqi1xTwoHgMokxpJQOQxs9lsxfWS1V1LS0uaFDGRn942hvAoPUAtrrXAHnlmDk61cBVbvOzd\nu1fLNHiBNvO/rA5kmJYgsSIRvN7kWztPVOKoSHCoAAAWZklEQVTd7353o01YF7q7uxttwnWjkRpo\nNT8FKKV6AdwJ4NTKok8rpd5QSv21Uoq/sPsBDIvNhrE6oG4I/OQnP2m0CbsOZtPa7YLNHhOs7mK1\nGOAmRTMzMxWucU7ia1VlEdLVzm2BsrdKthUhyeI+qD9ltiXh58PDw7h69So6Ozs1kTBJEUEvlJec\ngkm2/H4/IpGIK7zJ85WJ3LL3nFJK/weAAwcOVBCQqakpANCaTQx7FotFbb/MRzI9f9LDxVAgtZzM\nJ2/aw31KGQb5MGA+BfO+Ux6imsfKBO+h2WrG3Df778n8uM2oGLPzBPD444/j5z//eaPNWBeGhoYa\nbcJ1Y725c5uJmoiUUioO4BsAPrPyxPEMgD4AxwFcAfA/19j82sIzOwSnTp3Ce97znkabseuwHVXK\nt2JMpFIp7amgwjywSngikYinjpPMhWIIiu/pRWKvPhIKqZVkIhwOuyrgSEQkGVlaWtKSCMvLy/q4\nJBum10i+NkmWzGcyJ/N8Pl+RcG/mXEk9raWlJQQCAS22OTxcnq+9QmK0a2ZmRud1dXV16WsKuMkO\nCcxaopW0lYTKcRzt9aNchEnMvEiUJMKmwCoJt1cIIhAIIBqNIpPJeBIpbsfvjCxgYAHBRmHniTJs\no/fdh2tSOKVUAMALAP6P4zjfBADHccbF5/8LwD+svB0BIH2EB1aWVeDll1/Wr3t7e3Wn+O2Mu+++\nu9EmWGwC+vv7MTAwsOHtt2pMvPTSSzqZ+8CBA+jp6XE1y5aIxWKYnp5Gc3OziyQsLS25vDZMqE6l\nUpifn0ckEkEgENBeGS9QEJPHJingcTjRJxIJXZmTy+WQTCZdUgbiergEJU0SRmJlqnObhMVLgBSA\nrvSj7YFAAKFQCOl0WhNJaRO9MIlEAplMBtPT0zpvanp6GsCqng3DX83NzZrQmGSWauPy+jPZ3AxB\nk8jQ4yhbtFBslWE36YmjrVxezdtEUppMJl3XxKuVEBEOh/HWW29hcHDQc5+1YKvGxL/8y78AKN/j\nvr4+9Pb2bthGixsHcsxtFQYGBlwCvGthTSKlyr88fw3gnOM4fy6WdzqOw4SIRwGcWXn9LQBfU0p9\nCWVX7S0AXvXa9/3331+TgdsFr7/+On7pl36p0WasiZGREfh8PnR0dAAoN2NVK01UC4WCftreaYjF\nYshms4hEIvD5fJ5ltetBX1+fi7i/8sorNW+7lWPikUcewTvvvKO9KV4EKpvN6uvR1tZWcS2y2SyS\nySRGRkY0OQDKpcgMU5keD6Bcrba0tFSh6GzmRQFlstDc3KwToIeHhxGNRrV3SCZ6k1gxp8isnpOJ\n4X6/X79mvgPJCPOfSBRMzammpib9HWlubsbp06d1qxraAax6vGSo8uabb8alS5d0iM/0AAUCAc+W\nOcxdk8RK5kvJ+8fl7GVIL14ul0MwGEQkEtEkjtpV0vbJyUmEQiHMz8/r0NzExERFRaNXIj5JFPPc\nmBfG70Q6nUZPTw+6urq07f/2b/9Wcd+rYSvHxH333VezHRa7B/VQ3+/t7XUR93/913+tuu61PFIf\nAPA7AH6ulPrZyrI/BvBRpdRxlN2x/QD+MwA4jnNOKfW3AM4BWALw+04tPSV2ALY7ibpy5YomSqOj\no9i/fz86OzsbYguVoDcLDHddT9hhE7FlY2JkZAR79+7Vk6jUhGJYTerbTE1NoaOjA+Pj465k43w+\n7yJRUu08kUhgfHwcra2tyOfzmpQxrJPJZJBIJJDL5ZBKpbQnhAgGgwgGg5qYzMzMwOfzufLYvLxS\n5meAO1Qnl5vCmrSfnixTSoFyDJFIBBMTExgbG8P+/fs1SSuVSsjn84hEItrDJDE9Pe2Sh4hGoxUK\n8fI6yMrHbDarE9B5HOp3ScIYiUSwuLioyRv76tEjNTU1hVAopMkVz4tePCneCZQrKNva2rSXiqDH\ninlV8jMZOqbdwKoAYjwer9AGqxF2nrDY1ViTSDmO80N451G9tMY2XwTwxeu0y2KdKBaLGBlZ9Y5f\nuXIFnZ2dGBwc1EmupVIJBw4c2HJbNpNEbTds5ZiIxWKukn16jjjRyUkWKE+aMzMzej3mxrS1tbmq\nwuRkmslkXJ4nrjc7O6v1kXgsALh8+TLa29uRSqV0mFB6wXw+n/ZGmdIFwGql3cp1cHmqvDxU3Jae\nlEwmo0maV05QU1MTJiYmcOutt+LKlSsugVyphm42IGb4TJI5oOxlymazaG9vd+USURRUkg3mkvF8\nFhYWXKKokhvMzc25cswYmmBhQHt7O7LZLGZnZ13J3wyJmsnj4XBYSzAAq+FWFgsw/0mGDtPptN53\nPB6v0I2ian21qs9qsPOExW7HDafdsZvh8/nQ1dWFrq4ulEolDA0NoampCV1dXdi/f39dSBSxb9++\nuh3rRoL0yrBdzMLCAkqlksszVCwWtXdqbm4OyWRST7js3QbAtQ2JiQzXyT5wJFGSeNHLSRIlJ9+p\nqSmEw2GEQiFNijhpy/wngq8lsaoGn8/nCl2Z3i1JwE6cOIGBgQGXJ3TPnj0AVnsEmj0JSf54LeXy\n9vZ2XL16VZ8LySvDjFKQlCEGJqsDq9ecpAZY9fpQ60lKE0g5BO5DksZYLFaRP2ZC3md+Z+ilk30a\nZVUoqz0ZzpOK7xY3BuTD9W5FPWQRLJHaofjFL37het/T04OOjg5cvnwZV69eRVdXF7q7u+tKnoDV\nljljY2Pr3pYT/N69ezfVpp0EhoiCwaAmROFwWHsX5ATMyTeZTFZUNnJClDk0srquUCggn88jGAxq\nksRJn5/t2bPHRZxMDSNKAJg5T0CluCYAndckQ3teBIlobW1FPB7H1NRURRsYud13vvMdfb7vete7\nAJQJVCQSQTqd1rIE9FDxXGV7F4qeMr+Q/3ktveQkzEpAJqjTFqUUYrEYFhcXXfaaJExC5nARvLdc\nJu8DSZHZ0iQcDiMajWJ8fBzxeFy3DCKBisViyGQy2tMlyZVFJRqpUXQ92Kl5sZuJesgiWCK1AzEw\nMKAnDHP5wYMHXZNAvXE9TZw5obPx7W7E7OysFno0Q0HyP+D2pDCx2kuwUa5Hj0QoFNLVeJJskTRE\nIhFMTk66PpfEgQnP9EQBlW1szDwpGQbj+tIDx8+kRpTf79dSDXI5ABw7dgyvvvoqOjs7df7T6Oio\nzhsbHx9HKpVCW1ubDmVKdXh5LZk4Pj09jUQiUeEtMz01oVDIJVHB69Pc3OwZwguFQpiennbpYvl8\nPlfjadon3weDQVdo17wPPp9Pk0RTw4phwsXFRZRKJZdXSza0lsfa7g2LG4VGahRZbH9YIrUDwUqC\nS5cueS632JmQ+SnhcFhP7oC390JO2Aw/cZKNxWJ60qym3G2W5pNEmeszbCRDfjJ3S1bTMb/JKy9K\nwvQsyfWlh2toaEgfn4nmnOyffvppvPe9q4LYhUIBbW1tuHr1KoBVAjg1NaWTuwG37paJ5eVl3VcP\nKJMRL3LKkBlJD68Nj2Fe24WFBbS2tmJ8fFxPyvl8HtFotCIMzio+AK79M3+LemA8Bu+5WYwhG0+H\nw2GXiKoJU5bBwsKidlgitYNx6NAhAOUf/6tXr+Ltt9+uabvR0VEtVGixfSD747FdCz0ay8vLFW1F\nZLNh8zMp7ElI4gO4iZEkFoFAALOzsxX2TU5OutTR+/r6MDMz49onAFdIz2wDA7jJ0lp5UtSqSiaT\n2ntD2Yrvf//7OHHihA5pkSxQH4v5XgS9cAxfJRIJF/Fgddzy8jL8fr9OqO/p6dFEhR6clpYW7T2l\nV65QKLgq4kxZAm6bSqX0PeY6XteQZHBxcVFX4BWLRbS2tmrpBrOSj2BunXzNey/XZfiY14dSDBYW\nFuuDJVI3AKgddcstt1xz3YGBAVeuCHH+/PmtMs9iHSA5Yo4RSRRfS+9INY8Twf559DKQECwuLla0\nJ5GeinQ6XUFEKAqZTCbR3NyMTCaDt956yyUbQLvlNtSPuhbMsJ88PxKvaDSKyclJnD17FidOnACw\nShgzmYzrOLOzsy5BToLeoEwmo8OBgPsa0pZgMIjZ2VlcunTJRRpnZma0B5DtdICyFzAUCumKOrlf\nU5uKNgBuNXi+5vWXUhPNzc0YHx/XDZ9NSC8WqxJph+mJYsgvFothYWHBdS0smbKoBdtEjqYCjfCq\nWiJ1A+Dy5cs4e/ZsRR9AU6l4dHQUvb296O7uhlJKq3tfvnwZR44cqZe5FlVgTo4kUCxzZzWW/Hyt\nrupTU1O6JN+E9EYB7omWE7dcVigUoJTC6OgoZmdn0dHRgYMHD1bsV5IZU1qAOVHV9KUYImQIj56e\njo4OVxXi7bffrrebm5vD0NAQ7rjjjorrJyUbSEC5H68WMNLDJ6/RoUOH0N/f7zo3epjMa0ttKH5u\nEhivHCRpQ7Vm3AsLC8jlcmhubtZyJgTPO5/Pu46XyWTgOI5LxJbnlMvl9HbhcNglaWF6Ny0svLDW\nb08j0YgHAUuk1omLFy825LiySu/ChQsu0nTw4EEUi8WKPoA9PT0AVktg9+/fr0N63d3demKwT6Db\nA5wczbCQz+fT3hB6aThRr/VUaCYTe4GaSIFAAEopXe1F3SU58TNny+fzIZvN6jDaWt8fOeGbVXoy\nsZzvuezmm28GUH66vHDhAoAy4QdWqzoHBwf1g8E777yz5rUgoQqFQlX71BEkGPQYjY6OAvAOoTEE\nSoLCaz45OamLBqSyuNdx9+zZo4VNq+UwkQgyf0oSQV4zM/eL15M9/vL5vCZqfr/f0/tnKrJbbE9Y\neZntBUukVtDf31/TevyBrwekTbJKL5vNVpCm48ePV92PLIGVcggs6V2PREKt16me2I42bQSczDiB\nSxHGaDSKaDSqlctlaMksfQfgUjYn5MQpGyETgUDApRc1ODioc6ICgQDi8TiKxaLeliTCDAOSTMTj\ncU/vhqzUM6UTYrGY7iMIlAsokskkrly5gnvvvReDg4OaMPX09Oj18vk84vE4JiYmXK59riulDujV\n80oi94JZEUkhzcXFRUQiEQwODmqCwvtCMkrdrlwu5yK2Miz75ptvYt++fZ5J8LLgACh74PL5vKv6\nEih7+/x+vyZiAwMDWkgUWPVeksx5eQUpMmoTzqvjenp0biakvMx2sUlit9m0I4lUd3f3putj1HKR\nzSq5rcCZM2f064GBAXzve9/Dm2++6VrnzjvvrHl/fJqWGBkZweDgICKRyLq/XLttgNQTZtjH1Ckq\nFos6VCcnYpKVaDSqk6mlujzJitTC8fKuUFcIKE/0IyMjLi+PaR81wyYmJlAoFNDc3KzbywBlBXST\n5LFnHiFzmGKxGJLJJLLZrJZeIOk6fPgw3nzzTVy9ehWZTKZiLMZiMczPz6O9vV3nlVHGQV4D2WPP\nFMus5onhpEXvkilcaYbQ0+m0JnW9vb2YmprSOlXyWrJdTU9PT4XHkejs7KxoFUQiJ9cNBoOu1jrD\nw8MIBoNIJBKuEDG9jFRUB1a/N83NzZicnLRaUmug1ia29YS1qTZspU07kkgNDQ1VNGWtB1glJ3Hu\n3DmcPn163cnap0+fxo9//OOK5ceOHdOvR0ZG8MADD+C2226ruo9Tp07hpz/9adXjyMathM/nQ09P\nDzo7OxsumdDS0lJ31fWdAApKmmrmDK01NzdjYWHBJVfAqis5SVLgk4KeBFuaRKNRLCws6DysWkvg\n9+7d6yJZoVAIs7OzFf3oCBKa9vZ2tLW1oa+vD/v373d5hdLpNK5cueLajoQwk8mgu7tbe8ruuOOO\nNe2j947nzHOamprSulT0ALECjtdT7gNwP7iwsTIAV09EmXN2+PBhzM/Po7u7W2uiRSIR5PN5l4eO\n14/9+WiTtEFWT4bDYd3aRRI59gGU3kJ5zvTG+f1+3XOQ0gjA6vdmfn5ei6xaWFjUjh1JpIit7Olm\nViMRpqL40aNHcfz48XUla586dQrHjx/H+973PgDAD3/4Q8/1pNfNPC5QDufdfffduOuuu2o6LnOl\nGinYaWJmZsbKMawglUppTwMb4JrK5E1NTcjlchgbG0M4HNY6QZL8LC0t6UmS/eHMybGpqcmlRQSU\nyRDVzrktsFoFJnOhxsfHXQnK18qzI2kYHh7G1NQU+vv7MTo6qsv8eRwJMyGeSdEPP/ww5ufnUSqV\ntI28Ti0tLboqURIL/m9ra6sQNS0UCigUCppgEPSsSa9uoVDQ11KGPXkdW1pacOnSJYTDYWQyGU2Q\n8vk8UqmUy0PX1NTkum5sUiwr6nhtSTjn5+fR2tqqk9qBMsk0iaMU1+R/kvN8Pl+he8Xrb1aGWtQO\n8/tqsXugGtF0WyllO31bbCs4jlOZNFJH2DFhsd1gx4SFhRvVxkRDiJSFhYWFhYWFxY2AHR3as7Cw\nsLCwsLBoJCyRsrCwsLCwsLDYIOpOpJRSDyqlziul3lZKfa5Ox3xWKTWmlDojlrUqpb6rlLqglPqO\nUiolPvvCin3nlVK/vkU2dSulXlZKnVVK/UIp9YeNtkspFVZK/btS6rRS6pxS6r832iZxHJ9S6mdK\nqX/YLjZtBhoxHlaOa8dEbTbZMVFn2DHhssmOifXZ1pgxwe7s9fgD4ANwEUAvgACA0wBuq8Nx/wOA\nOwGcEcv+B4D/uvL6cwD+ZOX10RW7Ait2XgTQtAU2dQA4vvI6DuAtALdtA7uiK//9AE4BuKfRNq0c\n678A+L8AvrUd7t8mnVNDxsPKse2YqN0uOybq9GfHhB0T12lXQ8ZEvQfJ+wD8s3j/eQCfr9Oxe40B\nch7APvFlPb/y+gsAPifW+2cAd9fBvm8C+NXtYheAKIDXANzeaJsAHADw/wDcD+AftuP92+B5NWw8\nrBzPjon12WPHxNbfczsm1rbPjonqtjRsTNQ7tNcFYEi8H15Z1gjscxyHOvtjANi8aD/KdhFbbqNS\nqhflJ6F/b7RdSqkmpdTplWO/7DjO2UbbBODPAPwRACmG1GibNgPbaTwA2+ia2jFxTdgxUR9sm2tq\nx8Q10bAxUW8itS21FpwyJV3Lti2zWykVB/ACgM84jpORnzXCLsdxSo7jHEeZ3d+rlLq/kTYppf4j\ngHHHcX4GwFPDo5H37zqxXe2yY8J9TDsm6oftapcdE+5j2jEhUG8iNQKgW7zvhpsV1hNjSqkOAFBK\ndQIYX1lu2nhgZdmmQykVQHlwfNVxnG9uF7sAwHGcWQDfBnBXg216P4DfVEr1AzgJ4IRS6qsNtmmz\nsJ3GA7ANrqkdEzXBjon6oeHX1I6JmtDYMbFVsdMqMUw/gEsox6GDqG8iYS8qkwg/t/L686hMQgsC\n6FuxV22BPQrA/wbwZ8byhtkFYA+A1MrrCIAfAHig0ddK2HcfVmPf28Km6zyfho2HlePbMXFtm+yY\nqOOfHRN2TGyCfXUfE40YKA+hXHlwEcAX6nTMkwBGASyiHH//OIBWlBPTLgD4Dr8YK+v/8Yp95wF8\ncItsugflWO5pAD9b+XuwkXYBOAbg9RWbfg7gj1aWN/RaiWPdh9VqjG1h0yacU93Hw8px7ZiozSY7\nJur8Z8eEHRPXaV/dx4RtEWNhYWFhYWFhsUFYZXMLCwsLCwsLiw3CEikLCwsLCwsLiw3CEikLCwsL\nCwsLiw3CEikLCwsLCwsLiw3CEikLCwsLCwsLiw3CEikLCwsLCwsLiw3CEikLCwsLCwsLiw3CEikL\nCwsLCwsLiw3i/wMrWkZEpIyTgAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7fcc8b4123d0>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we reconstract original image by convolving spatially flipped dictionary. What is this flipped convolution? For each pixel of sparse code image, we get a reconstruced patch with shape of m x m x 3 so we average results over the reconstructed results from other pixels. This operation corresponds to flliped convolution. We do convolution by using matrix multpilication applying to im2col-ed matrix."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"col2 = view_as_windows(z, (patch_size, patch_size, n_feature))\n",
"col2 = col2.reshape(-1, (patch_size**2), n_feature).transpose(0, 2, 1).reshape(-1, (patch_size**2) * n_feature)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"invdict = dictionary.reshape(n_feature, patch_size, patch_size, 3)[:, ::-1, ::-1, :].reshape(-1, 3).astype('float32')\n",
"print col2.shape, invdict.shape, dictionary.shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(125706, 3136) (3136, 3) (64, 147)\n"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"col3 = np.dot(col2, invdict)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We calculate shape of 2d grid maching reconstruct image size and then reshape into it."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"shape3 = (shape2[0] - patch_size + 1), (shape2[1] - patch_size + 1)\n",
"size3 = np.prod(shape3)\n",
"print shape2, shape3, size3\n",
"reconst = col3.reshape(shape3 + (3,))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(293, 444) (287, 438) 125706\n"
]
}
],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We show the reconstructed image. Note that we subtract local mean from original image patch so reconstracted image is also localy 0-mean."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"reconst -= reconst.min()\n",
"reconst /= reconst.max()\n",
"img -= img.min()\n",
"img /= img.max()\n",
"plt.subplot(121)\n",
"plt.imshow(img)\n",
"plt.subplot(122)\n",
"plt.imshow(reconst)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 22,
"text": [
"<matplotlib.image.AxesImage at 0x7fcc7e251390>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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YazV/Hiu1PSrblxnHEBRdNzBPnuBHvNtD8Pxf//B/46c+9WfRuw1D13N9fcndOx+hMwZ8\nQHeamxdrLt85XgG+c+WbMQRbdrAyDAkkZGYgux6yAiJb5dR4tBjp+44QhOUepwmlNeM0obfwwgu3\nef7O83zoQx/i6vKadx8+4tHjR2y2G/b7EWONGC2LnuvrjShHndmXcDCG0sOQZlZhSuQdBFRk8AXw\nysuvlPcoIIyWxaqAMTMCbZtUNqBhDRoQp46Y1lDmYgZTR8wDKXYvQlSJkaG6gzIYieX90r1MExca\nQmLUNdpoYoi89NJLKFQxlrz3TOOID4EurXlKJYCV+690aOp/Vfv2QA6opmrw5LWpjZutv0N57s4I\ns5SfTUFptxYaxBK2IHppmoT57/uBEALjOHHvpXv44Eu7dl3yXgR3aEgqhbFG2M3cjpkdS0yUQrVL\nSJH8btXzkRpHgY46sV+mjIfcvyEE5tkJ4JOLpP47DNto7nRk/Nb19OU8brMOfEa35CEbvAeEJbZG\nvCDOe5wLbDdX9H3PMFjG/fj0y7ZN9iz3wLdblFJRKYPWOe5Hgm6rv17idPJC8Cw6r8a1SIC21hof\nI0ZFtOq58/xznJ2tePvtt/hTP/anePP+G0ybHev1OXPwXJyteXB5yePHj4kxcn19ycX5TUIA02nG\ncYexmhjA+8h+Pwl4SApGFJdYVsYYAQRBAuaz5eJjwM8CdrKCL4pVCcMk8Uz2IHapgoTqijl25dTB\nFegXnbTd5AsjBjVWqP2utTa54Mb0GVgrwd7GGFyYsbr+n1mMfD1tDcMwMO13xYXYAhnnAhc3b7Pd\n7JmnHRFP31uK+0gplLbCoEWP0lbibxo2rij6I5Ddut3a49K+pvxdj2sBWopk3QkbplRlZUwnMSbG\nSFtba9lNI9F5zs9lrEjwvWZObbIft/R9z431WQnoDsGx2e/o+x5re3Q8ZHdaVjI/XwVEh8dUXowQ\nVmi/3zNNkyQsOJ9ivVrwaA7mR2U/5bkEhMaj9pLxWOPC7EE/EzUhuqeuKW5sT/SZWe0JZqBbrvnU\np36ezWbH0FnmaWK91PzWb/86Zlhz9c4fEr87sva+oSil4t/6W3/7mYrkmKV51ucH5yTQIQyDsAiL\nYWC33eFmxw9+9Pu5/dwtPvrRH0Cn+Xi92fDVr73Gm2/eByIPHz3GGI0xdW2SS2uc93jnMMXdXtfS\nDF4UrcGVxkjSPu04a5NmnvVOx6EJJbYqgjEpPlBVBQfxcI0p7ATpWTKoL4/+1NpI/YjMUMcUL0hq\n1wyuiJRYsfzM3guTZYQul1AJ74WdatYbY0wFFOl3TAo/A+IWNGZQVUF2s4Y3bZuBTT5HK4U2mvVq\nhTEm49O6HObvF3hQucIMsLz3xBCKDpX4VVXu3SXGSgCNasBcBdFa68oYpeMlxumw82sbZGn+10on\n4EVpjIO2SMAsJuAkbFj9zIdQAHPu6aoacrvJ37mdWo/De8vT89RaQySTFh4fhIXP//+v/8s/eM81\n7ANkpFSJ2RDr6elA3/bc/PtwEmtB4i4StMNayzD07HYjm82GJ08eoazhnXfe4SMf+j78uOPluy/w\nzqMn3L9/n4uLW1xeb7HK45eSGXj37h1e+/rr8iwxP1cT/K1bhS8h59l3jpIFw3t/4MapVogEB2cK\n1jmPUjVjr3XpSTPkY7oGWhaJaJ1YlRCIOoOVulBny+Cgza0pgCnGiEEdgCWCIhwEPMcyIQH87Ji1\nliBwJBjaWkseXqthSYyBad6jVMAaW5R0SFRwyC6mDBqCSrR8y9TkRbgu5MJICb1tdI11Uko3wKF+\nXylpO7HopI/6vqfrjLhsE5DJ7rvcbvv9nls3Lkom53a7ZbU6A2DcbeiGnuVyWdrbJ6tmNayYy8KY\nLbLD4HsVEVaQvJiLFSXPrNKYoizYUQWGZc9y1eFdlCDZEBl3+0LXH7O6bRs+1aZp3oRQ46GOrT0J\nkUhzsSgtXxYorSxBBwgB5x1DZwnjhq+99mV6O/B4dlxvN7x47w5Db3l0+YjvSckKmvcHUIcuHPli\n/p5Oasl7nwIERRkMi4HVas1+P/Huu4+w9jUKQ0hkv98xzRPWGkLw9H1XgFR2Z6nGPZJdca1tXgCA\nalx1+fPyqzJRoVX6zfHMUORnL2CMZyg5sosqiOs81qDkCj5adqpp7mY9OwhPyI+b1xMVMwmSxmwg\n5iWtAMUKLDKgmJOxAohnoVlPW0YvqtZlW27ePGdt4dgwdaVvgrRy8JUxzCDRGoOxJrkX6xyWPKR6\nw8xQRQ71IzHispsTiXcKIaCNQSdXXX6PnNwUQgoQb4yx4zWj3CODndTubRsV0NWApKADOuqDNUYr\nAWk+SnxuDNnVp5LnQhhSpTQmhPQOySVITH2ZGzmzl+04aZOA3kuacUMeW8Kgaa3RncJHCZ4fxxnn\nns5Eb+UDA1IQcE5YAwEXhhirAs8un9ZiyROndetY2zF7l1CjZK3duHGGxK04+qj4vS9+nsePH/JX\n//xn+Pf/7J/jrest8zjym7/zOR49eItbN57n/oN3uJomvvzVr2G10L8hemKA6gZCfPvJFRdDoOvA\nz5KxlunslgFpLSgfpaSDTVkA7fu0gEc6NVmqRpivDLYqc9IxLBfs5wnTdWy3W7r47EnQMlP5Xnbo\nmXb7FHPgMUan+KtD5stajY9OFkvBNszjJGBESTyFD9AtBlarM8btjiePHyRQuyAEURJ93+O8JwQI\nSvo/Bo2Pk4CaNEFVckF5NyExXToxl9V/L0Dg2O2V45Q6zm6si8WV3zlnV6IPY88y9eyJqBDZ7a+5\nsRbQFPzM48ePWa8v2E07lv3Aoj9jGDrm4JnSuGvdict+kMVYyXuqYwZKTOf0TDOZpQshEBToWEGj\n1hoJo1eEGNBWoUyHiophkGwn7z3b7Z5pP3JIYutkrGTXRCyfibvUgKrPL88o7LDKQDrFlqiIBD7H\nQIgKrTRGy9R1LjCNOyJw/7XP89LLP8DldscrL73M9eUj9ps9C+3Zfwsrw3eD5Ll+qHiajFp4D+UU\nC9BQSiWXvypjO8bIfpwwxnD71g222x2PL5/wpT/8Cs/dusluv8cHj3Myxs7Wa2wCAia5nqZ5JsaA\ndyElcsj9qwGYFXReczLtUf/Nw6iwLwUMpVglDsFF9jTHfJ8YikswtjovgTUBeZntEVdkZshCqPeX\nzw7d3M/sjBQvpbTCxDbbLIGWEMq9IxSWwxphx/OPTTFQ2d3ZZhFn0EZUqCaXI4PKYxBaGZNQniT4\nkNpG2BZrDMNiIQDKpHbLF89gMTdIrABynl1qRy3ux8RSxRRCQoQYYvF49JlNjNIfIQY0WgBWbsPE\ncIn6yqC1juu2uxNWLyKlfmIdNw3wIl0vZ/LF5hkqEJM1JQPuvKYLsLEoVbM753nGu9AA+zo2W1bw\n/SWzi7G5Z8jDqMTfias8MvTd+17tAwRSWWEc19E5lOzqa917h3FDLg1u8bvP88w8+xR8qbCmZzAD\nfpz4J7/5OR7tPK7vuLk6497du/wHf/Gz/JN//s9ZLpe8e3mFUYrVasV+d433FfmHYBCjMRBVpmAN\nxFRvJ8o0ci4QiCXQsDA5uU6S1oeKPNXR6oZegt2urgt4bN2Bub3yj112bPZSgkBH0CGgU90oOScj\n7ArklFKMu31iRALLYSFxakqy2pRWqJBilBKw6vteYtWKhGIZikVnWK3OMMawu94w7vZobRmGgf2Y\nApVtz5ji4cqzaI2fQ8n8iHiClxGdcAg5kFqo3naC1etkQK2Upu97zi/OSkB/bre8SM7Ko9AMw7IE\nYmagZSJEFdDKlEDNzWbLYlihVOTs7AyDAOPJe0LILg5dJqG1lv0sMS7BTfT9QoLnUQXUHdD4jUtX\nKYniqgyHARQ6WbGZ1YsxKyqX6p5Fzs/XcL4ui9c8Tmx2W+ZxJgOqvJgXZo8IMSswILGLWXL7lji9\nctwndzUY26Skx8i0u+T1r34ez8Bu+4Sz5YpoHON2+60sC98V8pSxYjRG18zRGEIN2I5Fu7R0RVJR\nCdSkmCmlNfPkmOLMG2/cT8x0JOD5+ptvsNtJjbeu67l77y4A67MV2+0ebYTfikkJ5LT2fOuSvKCC\nlAcoyjlURqEA/upTys+Y17Caxi5AMMaIVbbMZWM0Bi1gL7+6zoqugg6tq1uoACSlIDM+HAGoyDOP\nx1jda9HHCgQVJQEmt3irYqyxjOPEbidZkkprYtehyAHbFP2S+4pkDMXYzNU8OzKoUjnAWn5CegZh\na0LSS4ZFZ7G2S32jEniJaJ3inaIqgCMzebkNu87mJ0pGmXhInHcH/Zjx8X4/4txhLUMpQWSoSSap\n25Gx0taVkyxSASotYBRj3+LKmkJKgpBnFa9DBTgtwM1JC1pL8LztOlyKXxOmKqa1PIfxiHehH3oY\npG+98+K6jLGAwzJenpIWcLXvkJ+tdGJ5V7EYLQr3jOs1Y+l9P/0TkNZaO6YV23TTNiYKKAOipR69\n9yk2JTKFiQAE/4QX773Ei6+8zB/8wRf4P3/5VxiM5c//hT/Hr/7Tf8qt23f44qtf4sd+6GN09+Va\nbp4Zliu222tm55jnplhojCVIOoaaeVUmQ7IyYjOB20VXUetClTidBJxy8c3spsrvn+lmiaUx2N4w\n70esUpAYjeVKssV0EPCVDF2UUqkWlsQhBQQERmWZJicxYUYLzerlb22zQjgELIdlFACtuXF+k3Ec\n2VxLrFnfLyQGywUWi54YVS2XkKwMSKAiETSlzUp/qmqNFRBIAhGQFyhrDTdu3GCx6CUeLcUwlWye\nTuOnObFTHVoPeD/z8PEl/WJAKUffdbiG0eytBM5vNhthc7QE2UcMUUc8Eas0pl9WkCyrhyye3iUX\nplicBIVSoZwjLFN6p+wyLmAyTdm0cOgQcTEQgyrsEVEjyQmRGOW9asyXAMN+MdANfWnP/X7P9nrX\nLGI5q49mbh2zVjLe5Ly2LpciZiYlj+WkbL33zNMeoz3TduadzRWr1YKhP2O/f/wtrw3f6dLO7xgi\n3WAT2zxKOoqvBkgZ1/XbBwQQqqaYx6ShlFIHwcGLpWQO5XF+fr7GOc9ms0kGiC+sjrAKac0kKf4c\nWpBuqvIEzM+n8nO1xQkqI5FdNi0Dc2gY1HFfAopVumIOT4jVram0xjtfxho0JQXS9471Qq6nVfVg\nZUHKe2TlmMGOqixKZoIUis245erykv04ooDFcingopMQkeAD3rt84UJzlNl6ZPdn1r7pRWgy1vLa\nL8DBSHmCIMZkJbikLqDSqS1iBZV1+GSdmNi1lAkXQiiGtNSBS2xeDIVhyglEMUY8NYv3mMSoRmtt\n16qL6zqR3XDSTgkM+lrOxlqDSSZiKZeQxlQpl4GQEkPf4+a5MGECprLzWz3V5kZrVCcGwxSmxJI1\n7fWUNACqPVTGeD1cDEkl2ZHfiOD6wIBUO0Gy8jv2x0IFTC0rlb/fyuHnslgIexB5+OgJT3YbaRir\nmP2Of/RP/jHj9cSXv/YqZ8sF7777Lj/wke/jrQfvsNtvuHFxwWa/IWpN12U3UHqmqJI1Dy74Mnmg\nqRyeBq62pkzs6sKpgYDG1gwbECthnmeGQQLId7uxoZdlgZl8oE9F+WRyDk3Qc/GdlQmTJwtQi7Up\nxTxPyR2gUGmyZaWQ296L2j9o8wzuFv0aIAUz1iD7afZ0iwHv86R2GFsXRedzFlnuW3MAjBWmTGSF\nSRaJtK/3DrTEOl1cXDAMqYaOMoQwp3NyzJlnSu9oTU92f1hrGccdq/WC3X6fwKRMdu8zSJPzrZYK\n6wGfas/kMgLC6kl5Bi1V5o0GJ5Xdvfc4P5csO6WbiuuIZdgrw+RDcq9K2/om9iuzWMRUd0w6AVSQ\nmk2xJl08azHMx9brNcZIzbF5nBqrrJ071YWSy2RkI6GCK3lnpSw6uVcLm9CwVyE6TNBopVkuzvHW\nfc8BqeK6aNadeXbkTKPWLdKudZkBLAmzmU1REpdjUyFg7z2RgLUdMQaMNsTgubh7AcCTyyuursTQ\nM8bQd7aWWmmX/WKX1HjUzOgSKZm4MqZTNl3WWRlskUdAYnTqZQDQpjknK2mXmdQc75LWUKVwKf1d\n1qHanlrLOqDCEQg6YPRIIJMC0nJcTqFfYm3X4D3EWBhxiSuUshObzYb9fs9+PxKCZ7kYODs7Z7FY\ncHFxIWxcq7YkAAAgAElEQVRNWiuzW0oKTjZsj0LiIIVIq6wGKY4zSFhDBg3Z6Mh9L6SHGCM5djSG\niHdiXNqUWZffKV/D+8But2+IhbzWJ4Mu9blWJhlJms7q0nbCSFLqi+WnKmwTres2ZmRVPs2PEgK4\nORl5ybWXa1KFGJkmh3d7IrGsvVKINoWoGIMPKWNvvs42dGKYIpBLvdRixlmXSd8KG9yrvpRWaEHg\nMTPVzsOGZ6yDuZHi+lbVbf5e8oEzUlDjoeBwgTo/P+f6+vop9qmeV2vw1O07kvIJki2njeFqNzEA\nvXGYTiyCl++8zOcffpGz8wU31mvuvniXf/v5LxbG4f79+7iYspSCI3pNNCG5+5RkCipFmGsqfgh5\nAsuMMmmQZKtEnk8UbXY9ShCboPMQHN0wMOiOaR7pUvcUkNV3LBY9ezenZ5P01nnvhTo3ovhp7pGt\nlOJa8lI/I4O/Nv4MKPWohGmQ+Kxc/yOqXJBUcfvOC8zzzJMnT1AEhmGJUhEfpZiZUpE5BjqdQIRX\nZfHRadEp7RYhooEMBj0Sn+MhdigDfbL2rbUsFgtZ1GJksxulpIAP+DCjo2YYBiCgQmCwhhgVOni8\nNmjlWfSWbtaEnUMrccfGUTJ1sCoBIWmrHZNspdKOu2iSyzfFW+lYQEXL4BljEkUcCFqBl4XLdJrV\nasF+OzG7QIypiCtge8mKlMVXWCIXhdywSqMx7N1MdBFtB+69dIe33nqrACoQHG1SbJnoF0W/7BmG\nTgCmi7z77rsc1wjL7xezZs/q88CQCYAvVr7ENgowtLpLdL3DzwKiHzx4wHPPv/BNrwXfLVJcSgeW\nutSCyoDGWpsyet2BEVgACXk8JYtYqxI8nk6DPDcV+BCZnafrOilBUsotCOvgfHK/KMQtUpic+rxK\nCROkEhMi4zbTKDI5fQpCVroxTuORpV/RQBpjvrCTcji7hlsglcZjiT/JMZuigPO8z+OsZN/RgIjE\n1BRMlV1NDbirgEnWvnGaUi0txTzNPHjwgOvra66urrFWM44j1hhefPEenbUoYBpHri6nBEJErwyL\nQRh7JbFMwWe3pMcY2yRPgUlJPXHO7SigMSSQkw0PReNdSUyfKnFhkf1uLO63GKXKuklMXgzC8mR9\nI5fV6E5KO3iXQk5i4hgT8MxV30uR1ASQDgyxA/zRgpLEYub+NZrOdlKfqwAt6R+bwmKkaLQwZtM0\np/kgVzXJ+K4emAppKqOa0VU1Ug7qpTVt2FkjLuWjufqsudu+Wz1eMGP5LAPT95MPNGuvRY1Z8bSM\n0zzPB/FCebGC6l7K7EqtmSO/u0EU7jRNzMFhbc80O9QcOVud8ebb9/nYxz/G62+8xuPrS975/cd0\nQ08XRWFFrVDzjFbgjcFFhzEWSg0pifGJPuBVZLFYALDb7cTK69Ki5RVRH9bAys8p7ypbtJheqtFG\nrZgTTeoDKCNZD7YXF840TdjO4kaPDyptWxPFLddJ6YYQQPvEGCTLZE5FRuXmNVW2VQgtc1XYkxjQ\nQcBIZxUzgVsXd7l88igp/8CwWOCRDDWlwGjFPHuM6QgElOnAQzAegsYiFLgLjli2QEmxaD5bp8LM\n3Li1QmvBxXm/wXEUN1VAM3SyYG29lCy43m1lYbSa5XKJUR0u+BoYGQ27zYb9firjTIIaBXSOpU2E\nfo8xYrsFnR3oB0twUiZ0HEfqXBQLTKa1SiA6LehNFfXgUzzB6Nk4AWhFEac2d6PGzTuu47bMicWy\nF+DdGUL0Un5imnDTyJe/8lXWyeVT5lOUmJr9XA2Qzg6EEPFhwmBYn93AzSPjOKdnyOxTm5xQg20h\nxfnJi8l9INX4EgXqo0MbjcXi3ESMGhXg0bv3v+X14TtdnjbqDsMN8qLcxnMeM4atKNW6+hPb7SSg\nONd4C8S0c4CM+eAEDMUQkLzRrGwoyk6UWizKIT+Pyf2qVLO1iC6APq8bJrEtmXVQKgWLI8UxZZ2o\nLFepTVc4LFF1lTFJFyc/T2VZcmzZs9oqJ4Vk915Oz68ARF46t5FzMq4319c8fPSY7XaHdx43TXT9\nwKLvOb93l5devEfXWYZ+4LnnnuPGxQ0WiwXP3b7Nw3cf8vDRYx4/fsz9+/cZ9xP7/U4Ar9GoVCn8\n/PwsxTGZosOyZyGzSRnwVKYstxt459DGYFOmnrywwXuJ7TxOtpqD9Ju1VtbxELGdSUb6RN939H2f\nikTXzOYybssYrYxq28YtS5i/cwg+JKMNJAMvF/zM7GHuC63EqBXDthrpOfA8M/e5xECMUlsRUtwq\npq6xxAOAn68DKfs7EwFp/16jc5Ja1rOHYUEtuKrgqb5fa+xkAPp+8oEBqXaBaTMj2iDC3a7GdcQo\nAb9XV1cNcDrM3sqS44KMEXYhethdXWP6Dqs63n28ZVCKhw8f0ncL5hjw0w6bFEUIgTmIU2tO1r+w\nR66wPEopbG+KGyZn4VVGrdaWaveTOh6U1uoyWbJ7rtMKn6w8Ywy6Ay1+HFRUaB/xszAb8zwLu7Hf\nE1wFILaXulK5oFoIUpcou7cEgEZCditGyVpTMQWeqxrc6JxHGbB24HxxgyfXV/g5oA0My54QHCvT\ncbZa8/zNO7z+zhs8CiNdZwhzoLeWyU90MYIRQOFjAGVQUehd532JK4ghimt1s5H8MZVAlNFEl9qk\nlHsQwN0by17BankmzJS2PL68ZhgGjDFcXl5hlWYxdGmLja6MN6UsMagUd7LkyZMr2Z8sVRD3c8QY\nzXY70hnLNIkfv7ikyQHvtV+DN6BqwLZ3sTBXxipWqwXOTWy3+8Z613SdFAR1zjE7h5tndpvt4Xyx\nRupVmZ7lMODxqY9DGUMGxaLrCSoVu0v1xZTsc4RnxsfAzZtnTJNju92nhbVmRkKTJJHn6VHiQzs/\n2zmYC4B6P8E3SB3+bpe8EB+LWM7HFvDRd0nulKgKCG8Diw/iYxIQ6jpRoFMuZhuFsqxBzzG5cJpY\nmsIy1t9ZmYpbqjINmecBmriWKjl2qXw/ZqVWrxmpzy+KM39e3yWmpJb2uqEBG9Cs65UgTe8cmvet\nH8UYU4FJcXM57wne4ybH0PfcvXOb527fYUyZkS/eex6XignH4NlutrjZsV6vWSwGXnnlRbrOYoxi\nGJa8ff9ttrsd291Gguq9ZbVcyvxNm7477wTces8wWFl7U/2qvL6V90h1uXTa1kX2RyV5KKS+VQHi\nCHAJqazLMAyS1KBCCj4H51QpeqlV9nTE0nht2x6OQhJ6zh3U9Ldqx80h+QFtDKsq62AGZG52pXq6\nMVLk080zPsZUUV1Ea1UY0Ax6SjxdrOMms3vJ8izvkouu5kxFay1WGeb5mAU+BIfyLk1LNExUO+ae\n1WqtfGBAqu7R1u5wL8piGAbG8elKovv9vmYRqeT6aeSAsUKVBp3cDD5KjEuvQUuK8TiO2FTHSVCz\nFN6ytkdF6I1Y2T5V0Q0xEo006Bw8KkSGYXiqSJ1SSoLNI9iuI6ogLJKQIOVcUU6gDBgjmRzz5LGd\nhShxBjkwGR8JLtdyCeUeaFWpUwxhdsnFeFhfKPt4Y4y44GVvvUyn5+fWKllKh4U8rdX0dsAu1mye\nPOH2YskP/9zPcPPsjL/0536BV175EIvzNdN+L0WIjGFzvePN17/C1772Kr/ya7/G73/p90SJBy/7\nFAZR6j7Ohf3SStymILWblstlCrrUiaGMdKbH+5kYpW+vr69TTafU19Meowzz6HD7GT9OZLevV4Fd\ncGgzSH0rE9hu99y+fZsnj69wfmK1HBjHmXGcD8Ckd+J+27tJ3kOlLJUcRKoOQXLEF9dEDgCV7kh7\np/UpG0Ql6r1ZLFfrdQHfLjGkc5jZ7XZcP7lmnvY4ZnSv2O0d6+UCtCyyXWfK/Jgmh4+RcZ4Yeomh\nIWo0gUVvuZ4mHj25ZOh61us12+11BYJhLiyhxEUdFkLMc60yEJXFRJm0n1xAqaxADufq94oold0N\nVcHo4tKtVu6zYjYiwh5mCcEzTuKeCzGWejsCnrpSDdx5R5hlTSlxIagaoE1MsXk1CaZdC9psLEiq\nJQVA15T0mkRwsB1MAlvZFZTdMValGK0cSJ0NjOQDzmO7EMPSGLQHizKsvpVyzxyrVV2NVbnlc7zz\nTPMsRWsTs9X3Az/4/R/l1s0L5lmSeZarlWR8ec9+t2+qgEeMtczzxJNHj5nmWdxTRM7XZ7z40ot8\n5MMvMc8zb7/9kN/93X/D5voKay1n6zO6viv1hsZxrC4nkkszHrIhIUTGaaaz9mD8ZJeoSfUAYoxo\nY4RvTP76EGGxGJjnGZcqgs/zXNrEuZlc6qKOPxmr4oLMGfPtQKhgtzI0LUFRuuWgLyo4k/PzO4ZA\nYcSmUTwpXddh0vv2vQT1t6WOchZoDqRvGbI8WiszKrecnaPrOrquY0phEtM0JTZ/gZvdUx6r2ib1\nXfI75jbIBG+xL95HPtBg8/z7mKnJwcv5nOy+Oy6FkOWYOo8J7Qbqhq9iHc94b4QKtZqL9YqPvPIh\nfuP3PofL6ewhEmZhQMZpRqeBYTqLz5ZLYm9ALPbMVPlcOyXWwGLnZsyiEzZF+RI7kp8rW/x5wjjn\nMVYWTNPVmkfBhzQopQhpDSyPKeNNdjbf7/cHLF1MKF5rKaaJ7CBYvnvACoZaZyq7lUII9P2CYbHg\n5Ytb/Hu/+Ff58Z/6SX75V/8ZH/7wK/zQj3xMgre9pxt6dBBlbc5WrD/+cX74J36SB7PhM5/5eX7z\n1/8Z19fX/OFXXxVL12is6pm9w7uZG7dv8vjhI6Glp4n1ep0WYUXwDtP1OOfotEVrAdaTc/Tes1wu\n2WyuBEg41SxYEQhSn4qANr1kFqpY2kylcgeoHLclkz8EShaRTNxcD8an8eQbyynPQE1OJz926+TJ\n6n08+CwvDrK4Ka6utrJVzfma5WrFvNsjNcksF+c3eHLp055fVuIhtNTHEuAlcXzeOwiBgE7V3AW4\nBhVxAXpbn2/2jnFy3Ly4kSr9K3IGYJphxJj3eBQ3bP5uGb/QvJ8ESufFThcQ+b0jx26PAyXTWP3i\niooJnNT2yOepBkwYY2XvOyWut1yGI8eERCQLKqT1rXUb6+ba3jcuHJVjkxrwm++Zb5z+V1pJ1q8S\nJR6DuKbrO6rCqlRWSkB2KY5LzR7MyrXowTRPCqhMoM8aW91CSva7y4HmUnpDFX1+oDcyUEuv4hKD\nO88TRluU0nzm038GFSNf/vKXGMcRKc0i9xyGgXE/prhaydAL3hGc44l3AkRRCbwEHj54wDRNhBBZ\nLgc+83M/y5f/8FXeffQQa3Up6NkPQ+qrun1UTKxcq7+EfcrV3QP73b4k7BAVbnYFzMbMaqU6VES4\nvsru1roBfQuAlNYYVQtKZ/ZIxi/kjd4ryH/WOC9/JVCegVbWc+m+6eTMUsmaUYuNQmS33bFTO4a+\nT1mE/sCwaJ/FGCNGRHL7aaPLtY9j9UII4h7Vunk/GffOObq+QyElIL45EWbtsB2+Q1178HS2XjvZ\nszxlTTWAqT3WitaaJ0+uyFlzeX8zYXVmnrt5k0dXj3mwveTr/8+/YtAdQamy+7qLDhhQ1hAmyTjL\nlKX3sv9Qpw2Td3iq0kQJ4NLIVinRR4ZhgTbCqngtdaTy+fLcSdEhAeHKCPM19H1iutICbETBtzus\n574NXmNMlGrlShgu8enkAnIO72tcmUqzIXK4MKlUlb1Y0wqWyyW/9Nf+Mr/wC3+ZbnHB2fmA7TQf\n//FPEIJHE5i8o9caqzXL4QxlZ0bnCBM4N/Gf/I2/wjR7PvsLf1Fcpt7z9//e3+PX/s3v4LxDR8Xy\nfHXgHjVW4cOMNT2dVuxdRKfFTXeyNc1mNzJ0msk5zlQuQCkVnruh5+pyg9GavrelkrmPSkoGeMc4\nerSyvPP2AyCgiOioGcfsihLLT4BDGz8mgFTaLYGudgiWv/VTYzeNasZxpuuOM0ECbh65mmbQikeP\nHvLCiy/Q94tC+y8vlizXCy6vHqMwyWBw7PZ7UAK2IiqVsDDYrNiCAZ0X48h+ctw4vymxbiFirOZy\nu+O5O7elnMXV9mBRUsqW8SpsSQXg8v45XVgJ0EwxLL3tSmzE96ocrz/Hxl5WMlkptucBFRBUvHDg\nPgOqWzUdy2URYogVuGUGFYWPktFU+jBdU+6XDsSGZcrMVftOSsGBMkyv0VwnMy1tW8hPfrPD67YW\nvuCy/I6VkX1GC6drH7V3y0oREzvnkmIPLJcDd194nnffeYBWGms7bHInxRgZ9yPeO2pZCFXaOr/w\nnPbXtLmsSmqueRy5uHGDj3z4Fd59+JDgvRjagLEWY2wK5o/NOx4WH82Ga3GHxlQyJRln2c2X272+\nt7SvZBhL2Eftx7q2t232bCDw3ozTMYAqnZfBmOIgu7u9F2QXXQXMeXcJH4J4UKIQANbawkQ6F8t2\nMT74VCJCSAZZV9RBG9Q7ZE8SCVQ2daySMSL3Moyjb57tCMQ9daTx7X0D+UAZKX9k7Rz/nc87tv6O\npVhL6W+tNdoqYipNv16viTGy220AzaNHj1idr/DzxKpboLuecbNL+9BZYuywncHNAWWtMCIhlsGs\nDExuxihJjacwTBrnAn1vhSEIHqUiu02OP5EU3zZ4XinF5Cd6o5lTILMxRqhhLwn2weUA+0M3aF7E\novIsh4E5pf8rJdaIMipNRikXMPupWC8tS5KvZ4ymM8JuBDQL3fPf/Z2/w8d+6mdZLC3DwmD0gCES\njLAWftzTxSVWzxjb4YNCYRk0uC7SdbKJb4iRYd2xVgP72fGf/d3/gvX/9D/zf//qr2BXA+vlkgcP\nHmC1xJadnZ3hvKfr0qKBR0ewnWX2gf1uwjnHerlkmhzvvPMuWkvMlnMz281eAhpDYJoqy5TBTZuk\nIH0jBUhDLk6IMEsy7uScHDNVs90q4H+2tPFEh/vhjePIYnFOLZiZC7CKOyxbr2+/9QZGdzz//F20\n1myu96goVPa4nxmGgd08s+yXJT5unGdQCtvJImKsVFHX2mJT/a/9fkIpA6ojhpkUrczjR9doDXfu\n3OHBg7eTNV3nXswLWPMuCnF/EJHtflR2XQQm/7TV+b0gB0DpPf5uJY+3sgl0mryt0ehTtfIYpOhv\nLqgpIMFV1xeRMFXG1ZQ4Iwk8V1p6JAfxJqpKxhYVWEUq64zK9ery+iJMbquRpRtVYY/kcCzfyf+3\n40U1a00GIQ0OgngYL0vz/VaJtdesxzKQUFjTMZmZGGG/29MPA5/46Cd4/OgRm811is1xjOPEVm1L\nDStrLc552ZR+tUoKWdFrg/Mzs5MClzu/wxqd9uU0GG0hwvO3b/PC3ed5/OiRZE1bqZQ+DENhbiRO\nLDRsUwWQXddJ3SWtUtgGaesY3wDvQwZGNftzSjvUGlwqAfZcDf2QbTpmf1qXVs3qbHqn6K18fhnP\nSjdb8dRYrAyQJfs01PEQgjD+Yt8TY2CeU+0/WwP0OytAd3ZO1sR0vxAyuM/NUFtGK804T4Qgnol5\nzrXGAsb0zNPM6Ce6ztL3XXIlqoPxdDi24tHv47+flg+UkcoPn+N3MtUJhx3cVufOYowRhe+yG6ZO\nxn4hxSlz6YccbxVcRFsJDLZW4bVmP48wTwTviM6jbc80jhhzLqmbbkSjmNO+a2KR62ShA9TFMISA\n7bvyHraX+KgubedhVGU7+r4v7r8p7fHj3AQq4lwkuLRVglaolFrsGjdKHvTWGubk7yf7xINKqaN1\noZznWWj+8LTyL+DMOWFu7IKb/ZLPfPIT/NjPfhqDotMdcY5EM+N1xHsFXjMHzfmqS2BSsegMwVtm\nrxhUh/MT3jtst8DPLhUENayGc/7z/+rv8NnP/iX+6//hv8U7YfpCquaL7dBBNisRy1UqpCtgnDzz\nNLHsB7abCU16x+jKu4q1ltnClhGp4yWLtKmAKxd8USR5n64WqD+9Z2XbH/HgmuGorev4DQlw9wfj\n/Ph7WfmEOPPWm6+V87pukGD1eeb6+ppuabgcd1KnRUkmo/cegyKmDaittZI1qHQqxOeJfma17tls\nZlSM+Dhx8+ZNdrsdDx+/y/N3X+Cd+2+n56qbGh+MndymSbkeV9PPbo1aVPZ7Q94r1uIAcKrqwjdJ\nsVQXGIVBynFQIQS6vi8aq81QlvR6SuZSJKQsWVWUFckVktmCbHi3lnZUknIuRTtzQcjDNSWdmUBz\ndunl+VBBkWT6KfIeZQfegvamSqVqZG2WnWoYjVTBmkNlXeBeZrdCqAW4FM2uE4GLmxfsdjvcNPHm\nm2/yp3/iJ+iU4vXXXmOxWIq7O8J+csyTsEw55naeJ66urvnQyy/x8OFjrLXcuXObN9+STaFtZzlb\nrwCDyuEllsR0WD7+sR/mH//yL4veIdIPg7BK3qdaVIrOdGgtJVOkTlQ2plP7KCVlaWh2sigMWQ3C\nLk2rdGmXujalQsqpan3LdLUg6unxmq9T2/xZ52d3WT43gywBidnt3xr61e0NslIGJd4dU1i/WDaJ\nVoWqrO5vsQGqwZsWmkKZKSiB9SUkJY3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zu9k7Lr0bPy/kXBix3eNfxVCrabyUa6RnyG2o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U3epcKLcubuj36dwzCC6+i63fsqlcISI94FnNHF0QyK6CAq+h/Ga8zqsVhOh2uWZSF0HUTB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\nz7gUUcBW0Gz/2AqoS3Ekc4nefn8psi66lrz9u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XM6ncpzTbm32WiRm9sbzqeJUJpktLa4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Iu/jEXnSmasGpcr8DLSWXW7iy+YzBGUnzASQtAM6G+fHZm8PclCcpQ1LHdpvZnjAdXc4i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\nb6Scc84558r0N6z1L+WCJ+ufAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7fcc80349450>"
]
}
],
"prompt_number": 22
}
],
"metadata": {}
}
]
}
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