Skip to content

Instantly share code, notes, and snippets.

@jakirkham
Created February 22, 2016 05:37
Show Gist options
  • Save jakirkham/c5622e41843e6dafbcb7 to your computer and use it in GitHub Desktop.
Save jakirkham/c5622e41843e6dafbcb7 to your computer and use it in GitHub Desktop.
Comparison between NMF, DL (with various non-negativity constraints)
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"============================\n",
"Faces dataset decompositions\n",
"============================\n",
"\n",
"This example applies to :ref:`olivetti_faces` different unsupervised\n",
"matrix decomposition (dimension reduction) methods from the module\n",
":py:mod:`sklearn.decomposition` (see the documentation chapter\n",
":ref:`decompositions`) .\n",
"\n",
"\n",
"Dataset consists of 400 faces\n",
"Extracting the top 6 Non-negative components - NMF...\n",
"done in 0.626s\n",
"Extracting the top 6 MiniBatchDictionaryLearning...\n",
"done in 0.737s\n",
"Extracting the top 6 MiniBatchDictionaryLearning (Positive Code)...\n",
"done in 0.581s\n",
"Extracting the top 6 MiniBatchDictionaryLearning (Positive Dictionary)...\n",
"done in 0.729s\n",
"Extracting the top 6 MiniBatchDictionaryLearning (Positive Dictionary and Code)...\n",
"done in 0.524s\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbUAAAE6CAYAAACRTMzQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBvOlNhgMBoOTwf8DYAhPGXpIdeUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ee58690>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbUAAAE6CAYAAACRTMzQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10f89b1d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbUAAAE6CAYAAACRTMzQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113475c10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAf4AAAE6CAYAAAD3FjCHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOCPMP/7BYDAYDM4I849/MBgMBoMzwv8Boss3YsAcxFoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11531b150>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAicAAAE6CAYAAADN8PIFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXm4ZVdZJv6uqlRVKlOlqlJVmciEIUJs0AZRpAFlENsG\nkbYBBUFEhbabwW6GHhRIUBDt1lYUoRWJMv+aVmlBZHIAaUBt5sEwJJBApZIak1TGqlTt3x9rv/d8\n5z3fWnvvc8+t2sn93ue5zzlnD2ve+67v/abUNA0CgUAgEAgExoI1x7sBgUAgEAgEAhaxOQkEAoFA\nIDAqxOYkEAgEAoHAqBCbk0AgEAgEAqNCbE4CgUAgEAiMCrE5CQQCgUAgMCp0bk5SSj+VUjra/n2b\nc/7h5vwjzfErUkpXz9OolNLXU0pvNL8fYerg366U0l+klL57zjqekFL6D3Pee1nbhur4pZTOlzbf\n0bb7QymlF6SUTnHumep7z/b8VErppwvHj6SUzhtS3hiRUvqjlNI3j3c7hsDM/zOOU/3npJRuSSn9\nc3PsClmTu1NKH04pPXYF6p/p/5jWqvNeuS2l9M32vfIzKaV1zj1HU0ovG1jPC1JKT3SOvzyldGQ5\nfRgLUkqfSim9aIHl6buz9PfXC6rvkra8Jy+ovAe283uKHN/Q1vOSRdSzCKSUnpRS+mxK6faU0tV9\n29b+LyvNy28ut10nDLj2ZgBPB/ByOf5T7blT5fgrAJw2Z7t+tC3TogHwPAD/D0ACcC6A/wzggyml\nBzRNc80cdTwKwP+Yo31N+9cXrwTwbuTx3g7g4cjj84KU0g82TfM1aZf2vQvPBLAWwBVy/D0AHgJg\n18DyxoihYz4G7ALwvQCuOk71/zKAv26a5lNyfDeAxyM/R2cCeCGA96aUHt00zd8ssH6v/8/EuNaq\nfa+sA3A2gMcAeC2A57Zjss9c/70AvjWwjl8A8HcA/kyO/wGAv5yn0SPEKwC8MaX0hqZpblxAeVw7\nFp8A8EYAv2+ODX1XlvCNtr6vLqi8BwF4GfIc38KDTdPcmVL6XgDXLqieZSGl9CMA3oG83p8H4MEA\nXplS2tg0zeUdt/9LAOvl2E8AeD6A/7Pctg3ZnPwpgJ+E2ZyklE4E8G8A/G/kl84Smqb5+ryNaprm\ns87hBODKpmn+of399ymlzyAvph8C8D/nre8Y4Oum3QDwrpTSawF8HMA7AXwXTxT6Phfal+q+zguP\nA1rWKTVNc7eRHFNKJzRNc1ff65umOQTgHzovXAGklLYDeBqAJzinDzVN84/m2r9Bflm+AMDCNidD\n+n8c16q+VwDgnSmlP0QeizfCjKFctyw0TXMdgOsWVd4iMXStA/hzAHcA+FkA/3259XtrJ6UEANf1\nnYOU0vq2nD713an1LROpUtdxeScU8GoA72+a5vnt74+klDYDeElK6bdrG82maT6jx1JK/wPAtU3T\nfHi5Detrc9IAeDOAC1JKDzXH/zXyJPwJZDJaGv7r5jdpumenlC5PKV2XUjqQUvrzlNI5cu83eqo2\nDrafS/RrSumMlNLrU0pfTindmlK6NqX01pTS2eaaK5AZn3MMDXW1lPF77b13tJ9vcmjei1JK70kp\nHWzb/NIebQYANE1zFYBfAXD/lNIP1PqeUrogpfTmlka7I6V0VbsI+I/lEQAeqlRnSumZ7e/zTFkn\npJR+JWX10Z3t5y+nlE4w1wyZq6eklP4qZfXAwZTp3Rk1Rlver6SU/lM71ncC+O62Dc9zrr+snb9N\nfce0ve/ZKaXPtBTlnpTSG9qHzV7z71NKH0sp7Wv79fGU0g/LNRyDn08p/VpKaSeAO1JKm8y4fk9K\n6S0ppZtSSjtTSr+dUlrvlGHVGn+UsurgO1NKH2n7+JWU0nOcvjy6Hc/b22t+Rp+rCn4aWar8QNeF\nTdMcBPAVAEtq25TSme2a39Ouuc+mlJ4m7duRUvrjtu93tOvkz1NKZ3j9H7JW2+fqk86YnJlSOpxS\neoE5dkHKz/juth2fTin9aI8xqo3J3wN4PYDHpZQuNHXNqHVSSg9IKf1ZSmlvyqqhK1NK/6k993UA\n5wH4SdPnN7bnLkspHZWyTk0p/a4Z0ytTSr8g11Ad9fiU0u+0c7Qn5XfEaXLtctb6P2c9Oj7tOrw2\npbxjaJrmKLKg9bMDh3ohSCl9IqX0wZTSE/n8Iz8DSCn9Qtvv/e0YfDSl9Bi5f0atk1J6R0rpqyml\nB6WU/m/7rH45OWpJKes5AH6v/fmtttwjKaXtyVHrpJRe3a7pS9o+3Jrye/lp7flntfUebM/PqD7b\nef5cyu+KG1L+H1jVXKRspvHtAN4ip94MYCOAQaretryHAHiTHL9v+17Y3bbvmpTS27vKG8KcXAPg\nI8iqnf/bHns6MlV5q3N9iYb/zwA+hrxwtgP4TeTBeKS5pkTfr0kprUXeCN0LwKvaut9trtmC/I/v\nvyLT12ch09YfTSl9e7uTfgWAbcjUG+ntOwEgpXQ6MqNxOjIt/vm2nU9AprAOt/UkZDbpirYPjwdw\neUrp2qZp/rjQfsV7AfwWgIdiIrFO9T2ldAGAf0SmBn8JwNeQX3Y/2F7y75AX1xoAz27bRarTm4M3\nIbNdr0Sex+9ry70QmRmz6DNX90ZeA78G4C5kldUfpJRObJrm96eLwzORKf4XIs/b1QDe1bb7d0yf\n1wB4FoB3NE1zE3oipfRqAP8ReUxfBOCctp+XppS+r5nkargAed6uQlYxPB7Au1NK/7JpGv1n/l+R\nx//n2mvvwGRM3wTg7QCeiPxQXg5gf/tZQoOs7nxr287Lkcf3dSmlKylxpJTuh6zq+ASAJwPYgEwT\nbwLQh216LICPt/80qmifqXshzwdSSichP+ubkNfAt5DXxptTpnvf0N76lva+F7bX7EBWlZ5UqOrn\n2373WatvBvC29pm90hx/Wnvd29q2noss8V6PzPzsBfAUAH+SUnpC0zTv6ep/Be9FVsk8FIC7IUwp\nPRj52f1qW/9OABcDuH97yRPbcj6DzDonAHvac1N9bv/RvxfAdwJ4KYAvAPhXAH4zpXRG0zS/JNX/\nFvIa+QkAlwD4b8jPoP3neQHmX+tfan8/B+Ydm7LA8CQArzbPFJDXzHNTShc0TfMNb7xWEA2A7wDw\n68jv92sxGefzAbwBeX2vQ56Tv0wpPapDwm8AbAXwxwB+oy3z2QD+MKX0pXYD6+FPkN+nLwbwOOQ1\nCWRm0Puf2yCvi/+FvCH+NWTVyJtSSpciv1teiPxcvQb5vfP9vDml9FsA/i3y+/mvMfnfeF9kYaCE\nS9u6vyjHv4K8ju5XudfDT2FCZFi8D3nsfg75/Xgu8rquo2ma6l9b4REAFyEv+n3I/6TPQv5H/Ujk\nATgK4JHmvisAXG1+n99e81dS/gvb8s80x74O4I3mN8s/0n7ybz+AH+po/5p2MI4CeIK071rn+le0\n/bp/pcyXt215hhz/HID3OX1+VqGc9e3511b6/ibkF/iOSnv+BsBHKnN3Xvv70ra+l8p1v9he9x1D\n50rOJ+SX2u8D+LScO4r8D2y9HH9EW+ZDzbEfaY99d9d8yVjfBeAX5fhD2rp/pKPN7wfwZ87c/WNh\nXI8CeJkcfzeyikDLeIb04wiAh8s62Avg9ebY2wDcAGCDOXYmgNthnqvKeNwK4Jed41cgvyjWtn/n\nIqtEjwB4XnvNc9vfD5N7P4i8CUjt74MAntsxJ9r/vmv1RAA3AnilXPdpAO8xv/+wHafT5boPAPhU\nxxjNvLfk/H3a8y+Wdfwy8/sjyILbhko9XwfwJuf4ywEcMb8f15b/dLnuD9p53yLtfqNc9zsAbqu0\nY961fhjAvcyx5wM4BOBsufaitpwf71qf8/y1Zb+icO7jbTvv01EGx+DDAN5ujl/Slv9kc+zt7Zp8\nsDm2sV2Xv9VRz3Pae3WMNrT1vMQc+9X22h8zx7a11+0CcKI5/uL22m3t74vb3y+Uen6gvf8HK238\nafvMybk9AH5n4PxcDeCjcuycth2PHjrfQ12J39kO7uMBPBXArqZphlpLqwHY59vPPlb6/w6Z7XgQ\nsjHO+wD875TSw+xFLT35mZTSQeR/WNci7+gu6VHHY5Af0s/1uPa98vsL6NePpaa2n03lmscgv4xv\nGFBuCQ9v63qrHH9L2xbdZXfOVUrp21JKb08pfQv55XAYmdr1xvp9jeiAmyy5/BPyw0w8B8DnGmMX\n0QOPafvwtpTSWv4hS34HkfvONj8wZbXB9cjr43B7v9fmkmFXg9n5/zz6zf9tTdN8ZKmgPCZfkXu/\nB8B7m6wL53XXIzNZVbTs30ZMJEfFuZjM1bUAfhx5w0r26mEAdjZN83dy31uQX5qUqP4RwItTSs9P\nKX1HV7uGoGmaO5Bt2ZZUSSmlfwbgAZimjR+LPA8HzbyfgLw5eUByPOIGoPp8ppQ2IjOPb7HztAw8\nDPmfhVLeb0HewD5Ejnvrb0PK9kZs43LX+jsA3IQs9RLPRn4nqb0M19vZqMA+n+0zuih8uWmarzj1\nfU9K6S9TSjcgj+9h5LHu8//gQGNsRJqmuR35n/BKeJW9z9SzB8AB5H/2d5hryCLeq/38ofZT33sf\nRdYGPBzHACml78eEpbO4Hlko/Y1WPXVR3zIHbU6aprkFeQE/o/3Tf3J9sF9+86E+sce9X22a5lPt\n3/ubpnkq8kL5dV6Qsv3Ca5FfTk8E8N3IL/rUs46t6G+N7/WlTx0EF1jNQ2FIe7qwpVDf9XKeqM5V\nSulkAB8C8M8AvATAv0DeOL4ReROrKPXzdQD+TUppc0rpfOR/OK8rd8PFduQ5vgqTf7yHkSW8U5DH\nkWqADyGr7Z6L/MJ/EPKLwZu72tx44+P1W3HAOaZr5yxktaSizyaV5ZT+Yd4A4IHt3wXIrMOrzPkt\n8Put6+TJyIaQLwbw2ZTtJHrbXfXAmwGcl1LipvnpyCyi/Se6HfldpHP+65jQ8vOi6/ncjPwO3bmM\nOiy2ANjfzBqiXo+8toc+n8te6+2m6woAz0oprWkFwfshqx8Ut7efG51zaNv0CEzmiJ+Lwkz7U7YX\n+iByf38e2SPnQcjqjz7vah1jYPh7vg+ONE2j5hGHMPuu4Hix/m3Ia2Mnpp+BO5E3tLX1z7LVJm8N\nskrX63sJz0Ce/3fag012ePgBAJ9Ffia/1trxPKurwCE2J8SbAPwF8oD8+Bz3Lxr/hEyHEk8B8KGm\naazB0QUDytuLTEUdCzwO+QX60co1i2wPF9uZmNahnynn++IhyC/wf9E0zcd5MDnxIVqUGKI3IVOb\nz0R+Ad+K1qZgAPa15T8GmXb1zgOZcTsNwJOapll6mbV2FkPavNLYhfyPV7Gjx73s6+bC+cNN03y6\ncv9+ZJWGYmqdNE2zF9n98HkppYuRVQCXp5R2N02zbO+5pmk+nFK6FtmY9CPIthXvFJZiH7Jq5dXw\nPSSW4w3T9XweQKasF/l8bkmznjLzPp+LWuuvA/AfkMMcPBHZ+9AztObmaa9zjvh/yJuDlYDX/scB\nOBnAv26aZukf/TIZtTGB771HALjNOV9iT4Fsa5KQ1f3WS/Ri5L3Bl/o0oGUQfwzAu5qmmXHtbrLz\nB43ivxPZjusNKaWrmorNzzwRYj8I4P8D8Lqmaf7JtmGOsoZgpvzWgOw7MD0BJ2FitEo8y7n/Tvg7\n/A8AeHBLIa8Y2pf5LyLrxWtGWR9A9hio/VMq9UXxEfibyp9EHp+/7VGGBV9ySy/SlD1jfmRIIU32\nFnkrslHXswC8rWXphuCDyP8ozjfsmv1jHByOk23zfZCNHseETwD44ZTd9QEAKaWz0KOdTdMcRt58\n9qZQBR8GcG5KSdUIT0Nmc2ZeWk3TfLXJBpsHkJ/JEvquVeItyAbcP4y8CfCM7e4P4EuFedd3wUzT\nvYNt35+DbJvhxlBqKf6PIm+eaoxZ3z5/GNke4kly/CfbMj5ujvV53y5krTdNczXy8/Vi5LlQQ3eC\nXk1frpR1q87RkLbMAY7BkhF5q4JcqQ0SwQ30kLU+Dz6AvBbuVVj/xcCVTdN8FXmunianno5s+N/p\n6dfix5DZ6U5HkCa7H7+4/VlVBQ9mTpps/a+dASp+3T3Q594E4H4pJVJf25AltW/HpLNAflm9JKX0\nX5Ct+B+J/EApvgTg51JK/xZ5N39H0zRfQA7K9lQAH0opvRJZj7sN+R/ucxzqrQ8uSil9D/KLZxvy\nLvdnkF/0T+m49+XIEtDHU0qvQvbWORfAY5umebrpy8+n7AZ3FYCDnu61aZovti5cl7Xsxscw8dZ5\nW9M0arXtwc7Vx5DtOV6bUroMeYH+IvJmcWgAvt9D/mfQoByzZmNK6cec419rmuazKaVfB/C7KaVv\nR37R34GsG340gD9oN4EfQn5RvTml9BvI+vHLkI0ax5TO4VeQ1+0HUkr/HZnG/SVkir/TAwd5I/rg\nOev+I2TPkz9NKf0SJt46jwLw7KZpmpTdFD+EvKm8Elkg+FFkFcL7K2X3WqsGb0b2Ink9gGusrU6L\nlwH4ewB/l1L6XeRgWpuRX3wXNk3T5dpq3ysnIKvTfhD5Bf0FZPuKGl6EvKn/RLuevoW8KfzOZhI7\n4ksAHpZS+lfI87e3sOH5S+TNzutbu5EvIns1PAvAq5qmscxJn3fmItf67yGr0w4hq209fG97/hMD\ny15JfADZc+WtKaXfRmZ6L0Meg5XEl5Dn6PkppbchbxBrbOUQLM190zT/1Pbr91uB+u+QN0bnI7PI\nr2mapjYf/wXZs+01yF5GD0b+f/qrwjS9Ell1f3ZrD2PxDOR1/cGZhuYI7q9C9kS6Ctlb6ufaNv5t\ntZc9LHBpRX9R5Rp6XKi3zlXm9/ntNc8q3Gu9F64G8IfONfZvL7Ir7JOlvBORbU5uQDbk+j+m7pea\n605CfrHua89Zz6IzkF+GO5H/wV2D/ECua8+/HHmxrZG6S33m3x3IdP2HkOnwk52xnOp7e+zCtq27\nkam7rwL4b+b8DmSXwpvaev5a5u48c+0JyB5JX28XyNeR3VnXzjlX3w/gk8iqmK8i67anvBDa644A\nuLxjrV0J4O8L565w1gD/XmOuexomm6abkV/wr4Gxmkf+p/+ldiw/j2w7cQVmvctmxqD2THBdOGWo\nt841Tpl/g1nvqEcB+BSyLvdryA/1nwL4ZI/n9ofaNXqeHHfrd+7fgSwJ7W7r/wyAnzDn1yPT/Z9v\nx/lG5E3CUzr633utmnv+oT03433Unj8bWZr/JvIzthN5g/TUjj7qe+W2toz3IKsYT3DumXqPtMce\ngPye2Y/8HHwJ0x4+lyBvlm9p73+jt17aY6e065XvnisBPL/Q7kfKce95X9ZaN9esafv2jso1HwDw\nv7rW1rx/qLxDkFml9xfOPbUdx9uQ1RdPRFYbf1Hm6AhmvXW+XKjrL3q095eRN6uH27K3I9ukHZH1\n8asA7nTuvw7A/5Rjj23v/z45/kzk5+8W5Gfr88iu5kUvT3Pvk9pxuR35/8FLnGt+Ffl9st159g4j\nu5WXns0/RmZobkEWXP8KwPd3tYsugYHAcUVK6RLkl+jPNE3zR8e5OaNEa4D8NQDvbpqmKtG3Ks+v\nALiimTZ2DQQGI+WgZe8D8Kimaf7WOX82sufXo73zgcBQxOYkcFyRcsTZi5HZm4sAfFuzGLfMuz1a\nqvVjyBLUOciqlgcgx3/5Qo/7n4ocPOrCZtodMRDohdb1897IAb5ub5rGVRWmnOjt/k3TPPpYti9w\nz8U83jqBwCLxs8h2A1ciqw1iYzLBicheKDuQdfn/gCy5dm5MAKBpmre1Eu0FmMRHCASG4KXIqtLP\nIKuNStiFcec3C9zNEMxJIBAIBAKBUWFM3gmBQCAQCAQCsTkJBAKBQCAwLsTmJBAIBAKBwKiw6g1i\nU0phdBPohaZppgJfxdoJ9EWsncA80HWzmrDqNycA8IpXvAJr1+bkmIcPd0W7DpSQQ2sAa9ZkQo5j\nqp88r9+9ewn7+8QTT5w6tm7duqn6N2zYMHXclsv53b49p6056aQcgf+uu3KE74MHDy7ds3dvThFy\n66234hnPeIbb58suu8w9rmCbzzrrLADAxo05qvWpp566dM0pp+R0H7fckiP333TTTVNt5ufRo5MA\nsfY7MBkTjgX7ZcFjR47kiN46ByzT3strWS6vueOOO6bO35PBsaUTAceAc2jXjkVpjbzrXe+auee2\n2ybpUQ4cyAE6S+8kzpuuAe8aBeexz7WKmhMFz/VZDzqObJOWb9vK7177LWxfOG+sh+dYDz9rY6L1\n6rUnnDD5V8p6Dh06NHUtf/O8N45s68aNG/GiF72o2sd7OkKtEwgEAoFAYFQI5gR5Z1uTPgL9oJJQ\nSULxJP+SVOpJhyrFKwNw5513TpUJTEs2AHD77Tm7O1kWMiiWbeH3nTt3dne+ALaJ9fM3P1m/hfaL\nnx5zosxI1zha8BqWy3o8yU7ZltUMzhnXGcE1BEwzICXcddddM0wDmShgPha3JOkrlAEDZhkE/fQk\nfX22S+vDe78q08oySu8NDyXWo/Y+13tqzIk+PyV2yfab5fBZrD1XpXLi/1EwJ4FAIBAIBEaG2JwE\nAoFAIBAYFUKt0yLo6sWBtCVVAV3GZPZYycjPqmg8I097Lz9pgAZMVDRUr6jBqGesy2NUAQ0BDV5V\nbaVt9ehbHuMn16aOqz2n61eNWrV+YJbWVmrelump5FYbOAYcS11LnHNg1ojZw+HDh5fKpBpIVUV9\nYOdWDaJVDVFSnQCzhqlD1CtcZ6V17d2r74GSWsneWzJi1bbbsmuqTWBW5dvHMFbrt2XzvaPG/fzd\n53/NPOvgnoZgTgKBQCAQCIwKwZwgWJNFoWQ4V5O8uiQSwjM403lbv3791HErtfI7pSSPKbFl2Gvp\ndtwFK8HSaLIkwZLJsRImjSEpebHNdDeldGqZEzVm7eNeqm1QeIZ7q5kxIXQu+XnrrbcCALZt27Z0\nLd3CrYGrYu3atUtzTXauxApaaP2eq23JjV+fRY+V0HpKLr9eOTpGyp5615YYGY/tK71LSmEM7LVc\n76Wx0TGy0LGuGbnyvaHvJ3VprjFR8bwFcxIIBAKBQGBkCOYEeVd8rHaqJUla2+P9tsd19612CX30\nxCsF7WMtYFLJ7VgxxGaCElLNfVbtB9gO69qrbsBdsK6kDMzFeSEjo67Dnj3Lvn37AEyCsFEy78Pw\nDVnHZF1K8xMZy31wfdEugONkbZw4z7XnPKU0Y5vizbGufbU98mxO2EYNWKgSv9c+fZfwtz4r7IO9\nVu0q+Ox4jJCyfCXbtD4B49QOyD6zahtUulavs/0q2VypO74HtUHpYoy6zq0WBHMSCAQCgUBgVAjm\nBCur3ytJAda2gShJWSrl18C+eJKYBi/T8udBLbS0Sgoek6JjX7IJsW0sBVxSDxV7XSnUfU2SpPeF\nN1ce7PzoPbQ9oLTtMWhsN5kSXrvSrF5Iaf2ga4WsBGGlZ85/jXU7evToDHNi50LtNhQs29oOKSug\nz5HHDnjtsvUqk+IFRORYaD+UUanVXWKMazYgBMeAz6wXgFHHhNAxs9A+l4Ie1phdgu+AeN76IZiT\nQCAQCAQCo0IwJ8cIKrl7IdzVZoJSCXfrtRDQGt+gFktkOczJEH2wSmueLYgXRhuox/ZQaUxZENZj\nJVkeU4lWk3R5Vv5eiHkPlqXSuA+lkPTWm4PX6jiFpDUuMCaJpjywa5jrqca6HTp0yE1JQJTsxtQj\nxbOvILq8fzymRm1B9P3krcdS8r6anZSyDaVElB4Dqm3mHGg8I/td2Up9FvvYdOlz66Wh6PLMi+Sy\n/RDMSSAQCAQCgVEhmJMWns6wayfdx+qa4K7ZsyPQ+9X+oc/OXvXfnqdJl+1CHw8flQps+RonoBRH\nwELZIWVFalEVtT+8ltKqVx+lmJNPPnmqDI03Ya/tSiVfixKp8U7UBsCLNaLJCDnG3vywvewHde4c\nL+tBQpS8JHSsvWi5JalPvUHuyeC43XLLLQB8W4ZSZGCLu+66q8pslGy4uD68dc561b5BGU4vHkgp\nuV3NY0XtcErxijwPGO1nyaOoxgxp2z3bEJavbKmysvv375+q3+uXlukxJzzHZ5P1KGsbDEodwZwE\nAoFAIBAYFWJzEggEAoFAYFQItQ4yDaehz/W7hz7qDw1c1If2Jt03JFEU3U894zxC+6jlemqqUhIu\nj8pW41b99FQM2pZSQDXP/bhEi2rgKWDWqJjlMTS9Z5hLatwmdKvBUs5qgKuGsfy0BrGkgTlO/OTc\n9gHVhqyX6itrmKlqQwZ7oxpJA2gBE9qa48i2qqG3XVOcn1oI97sjOJbsn6pUgcn6pfGsh6NHj7rP\nBKFjy3r52SedQUk1VAvCps+t3mPfD2y/qqtVreOpY7oSXGpyTtsWVdFwjamhKjAZLz7HqjpWl+l5\nEn3aZ7SUQqIUyiHgI5iTQCAQCAQCo0IwJy1qjMMQcJfO3TEliz4sSymd+RBjw5qRFaUb9rWPIW+X\nG6M9XzKO4z2s3zIaNcmxz3mLWqp1tolS0Z49ewBM2AI1kLV1d0n+LGPTpk1LxzjGZ5xxBoBZd0YN\nfQ5MJHBN9Ld582YAwIEDB2bqViNgbTPH2jInyuIwSZ0acVpjXYbj5z27du2aKsszwD1Wad9L7u0c\nc89QeTmGuzq2HLfTTjtt6RrOK9eZh0OHDs28b6xUXUp5wHXBZ91zsyc811rbZu9efY4JL4iisg4K\nL7x7VxI9nUe7DpXtUIbVCzLHcdT+aZv5HNj1wrkuBa/zWOHS/xANYx+oI0YpEAgEAoHAqBDMCfKO\n2gsf3ReeO14pLbZKuvZaZQl0l27vGcIoaD3KYGgbbX9Uuii5odpy9d6S7nW5KCUW9MZYJSu1t+D8\nkyGw32sMwObNm6s2B2wbpWrWS3bEjoUyJkMS/VGfTgZI9fdW+mZ/WA/rrTF1bPfpp58+Vc/NN98M\nYDLWVsod0o8udtBzyVVmoZTU0Uqq89gTlKABubZu3bp0juusFsCvaZpi8kpgsibVvqIWloBQdlSf\ncXXht9+VDSu9w+w1Q1CzQfPabOvXZIcafK3WRmWLdBw5F56Nl6Ys0FAAnqt06X9KBFXsh2BOAoFA\nIBAIjApRwYXXAAAgAElEQVTBnCDvwrt2833RZZ/gBSQrSfXcYbNMq7dVvew8tjKaCl3tZWy5peR9\n1pNFbUuWY7/TJwx/KaCZeqoAs8m/KNFSEqJEfeONN87c4zEjxOHDh13PJdqhePYb9riVrMni8Npt\n27YBmKxJDbBm+8rydOxr65p1k/0g2F9rp6AsAe+lnp6fVhJXdkXXkufZQ+iaVInZlse502B1ZHkY\nLM22ex57GK4z9ku9qqxnDlm3mqfXkSNHeknRLJ9jUHtHlcLHqxePx4p0Sfhe4LaVZAE8r7ySR2DJ\njsV+VzZT56/WF30XK2tnWVr1ytG1HcxJPwRzEggEAoFAYFQI5gRZ6hvCmCj7UdO7Ugr29N+E+vl3\nxQywx1S/riGmPYZGpSgtk1I/MJFKKbVROqWkbKVrSg+ULiix1qTUUru1fx6DUtLtalttnzROi8ZE\nsW2lLUZN+t2wYcPSPXY8qbfesmULgMk4qn7b3sM2Uho788wzAczaqVh2hyG3yU7ofBF2/LrCZ7OM\n888/f+nYOeecA2Ayx7xm3759U+Xb9cb2Wi8W2x+r21eWTcP+s619vNGIa6+9dqrNQHciPMJ71jSc\nOteOx2zyWC2mRd90EiyrdL2tQ2N56PNTCh3f51plK4ByssBFwitT2Qm1K6m1UeM9ca2V3osWHBO1\n2/PYJG13LaT/Sozb3R3BnAQCgUAgEBgVgjlBlqY85kQ9BHSXrLpLYNZ6W3WS3L178SDUd7+mA+6b\nmtwyNaVr1S7B8zAoSUhekiyOgUpxtQixXfB04xoHQSUfew/7pDYHlOopBVsJhuXVIrSuW7fOZWq0\nHpbF+rx09/T2IIPCTzJQN9xwAwBg7969S/fs3r17pq8WrMeyP16MFQu2yc4XI+my/WwLGRRlimw5\nPMdPjSoKTMZfY1J4sXGIkkecovZsd8Xn8K5lmzjHHFs7xoxJU5OIPRaojwSu8J5x7bMmsfQit+pY\nqJ2Px44oc0sMiQo8JIFq6V7212MyOE86jpwv9fay13F985NzpmNi50Btn0peTxEpto5gTgKBQCAQ\nCIwKsTkJBAKBQCAwKoRaB9P0qlVpKPWuwXs8SpO0N+8hTU0q2FMRaOhxpf8811g1klSjUM/oqmQM\nqNfaQFXsmwYf0oBNwKxbn6q/+kBVNB5Y/rnnngtgMtYcY7rkWmqZ48QxVldA9s8aA2u5Hk4++eSl\n81SxANPGpMAkBD1D3HOs7Hrj2qEah8ambDN/2zD26nZeCnjnhddW11jOqedSzmNUPdEQl+1n+dZt\nVylw1nPddddN1QfMri8Nzb6owH0Ey2ObONdsv6de4T2aZJNrxgvRXlNveKqqefppDX5LCTM5vvrc\n2jaoqlPfVZ4hNee9FHK+9hxrm4dAVTEcN3VAAGb7qk4J7JeX8JLPraom1djfhhtgPaqmJ0pq+8A0\ngjkJBAKBQCAwKgRzgryT9hJUqWREKUGDA9kdsIZTVqmXu3MvsFfJ8M27h23iLp/upcqOWInZk9Rs\n+1XCteWp+50GPrPt57io+2wflCQt2yYNQ00Ghb9p6GYNRzX4FOeD9dFt1zInHI+a9HfSSSctsTJ2\nfDU5m4YT53E75yqN0V2b91x88cUAphkNJuBTN3AN3GXbxuBkyibRmFVdmoHJ+mIiQ37u3Llzqiwb\niExdbjkv6tZtx0ONaGtMQldAtT6GlupeSsbLJuzTQGYEx0QTAQKTAHo1lJ5Hoq9k7YULUCZKk855\nLvpkTNRdXJkHO9593JtLUOPcUn9tHcpKlIx4LfRZ4HNVMor20h3wXo6rJvC0DJmW2+WiHfARzEkg\nEAgEAoFRIZgTTO967Y6fkqy61nI3zR2w3WmrO2spRbvVa/Ia7uit3h6YSJwaAt0e447e28l3Qe0V\nrPRb0tN66dzVna+UULBP0DqVUq3+m3YbytCwLTZ5H8EgZWoHoXY+VgrlmNaYk8OHDy+tGVsv20TG\n5/rrr58qn/PvBXjjOmC5LEPZN/ud7Vdpl2WwTNtO1aefd955ACbMipWQ6TpMkGni2HAcbYC40lx6\nfeea63KNtygxD7pma/Ongc7YNrJxwMS+RseY4LrTYHO2PA9d9hhd7IOG+AdmbUv4TLN/XEtkuuy9\nnANN/KcBHW2f1I2+FATSm08N3KfMjGc31xXszUs2quuE5WtaCF0DwGyKB7Xl8ZKPlt69wZgMQzAn\ngUAgEAgERoVgTgReqm3umtVTheetBMhz3ElbFsLCC4rFHTt1/+oR4dk06GctYJOyHyrNeFKHl+AP\nmEgBVvJSq3eVSPqAdVPS5/jZNtEbh/YBGipc9evAZExph6KBmdQmBSgzQBZ33HHHUv3WXoXjQpaC\nUjKv2bFjB4BpKVw9RdgfrgMyJ543lUq7XA8aKAyYMCPqSabeWrYe9TZTmxle6wXl0zFRDxJ7n7IS\nNZRsTby5LEETGrJflhHk2JEVUrsN2t/YMfbskBRr1qyZYRbsmlXbD4VnJ6e2EBqiXYOG2fr0naXM\nsDeuym6ojVWfZ18DVurzZudZy9c5VmbUXqO2M8qEqS2bbRuv1fe5evvZ+hbtYbbaEMxJIBAIBAKB\nUSGYE0HN+6QE6xGjCctKemNPN68SEiUxtoOMgYV6EqikZiWjPjp4bXMpIZvGyrBt0dgHGifGjrG2\npY8ErZKcJvzjp5XaeA0ZGY2LwDZ68RFqbNShQ4fcMOoqUWkof0rF1r5IpU8Nl07Gw9q28H7eo7FL\nPA8Lrj0NdU6GkG2zc8PvbAMlSN5TCzPPNnFOOSZWt8++903MByxGMtV1xjVjY9aQdWPfNSUAP217\nPGZCsXbt2hkGwDI2Gv9Ik915sW302SOUZWHZlvlU1k0ZPK3f3j8k8Z/arui9HBP+riVhHALWp/Uo\ns2Lr4zllKJXdsc9KJPFbDII5CQQCgUAgMCoEcyKwkkufFNp6XiVySokslxKnlRApeamlPXfwXpI9\n1WuW/P69SJdd8NgeSsaamK2PpKueRFbKUJ27WsETVsrWJH0cU0q9lB692AO0D9DIjuyXZXWUuSj1\njfdabw2WQ2ZDo81qZFVgYs/BdrN+2i+wLM+WhmPAsWU9ngcWv3Os73Wve02NgWdLxfazj4xvwjax\nH3ae1GNDbVxsP9Rjg+VwLFba06EUm8J+V5aNY68JDYHJOFkGRnHnnXfOMIce06LvDmUAbFv1mNrJ\n8bgyeV7fPZsWvUfbomyLxzSo16EyM3rcvpPVPqQPlCHUmEPqUeW9/5St4phoJGN7TWB5COYkEAgE\nAoHAqBCbk0AgEAgEAqNCqHVa1AzXhkBVMlouKUpPRaOubhp22VKHfY0BLf1Zukcpbc9VkHVr0DKr\n8tCQ/Xrco2+1Taou8ihWDSmtdDthjf04trxGqV1v/r0+KjZt2jRDbXtlaDu8UNbqzsp5Uare9ovr\niYa+HBuqWzy1iAZ341hoP72ElixfA5OVVAD2mKp1bD80YZyqR2tus/PQ6CXD4T6Bv9h+GgN70KBk\nHrwkoHYN6XpSlZeqdL369PnRlBueK7Eanaq6x96jz6mqBjXQmi1H26a/PYPYUj8VtfejzqOXLFDb\npOrrcBdeeQRzEggEAoFAYFQI5qQFDcS6knF1QSVJlUK8MOkqFSp7oEzEoqCuvjU3PbaNRnkMJuYx\nJyoZ8TilfMtwUHpUqb2WVlxdvDmWbFOfOVQ3bd5rpcKa5GZB6dtK0novf5OBUCNHC3UPV+nUc3Vk\n+erKrr/tMe2zGn7asdi6dSuACRPD+igp18KU63pW13JbTmmtq8GlravEUvJaTT9hz2kQOX0m7P1q\nWKkMkA3EVWIHLFJKM+vbCwJIKDNYk9rV3V7L8Ax/NTiZ9sFztS2Nfc09V68tjZV3vJQSYQh0zEvu\n17at2pZwF155BHMSCAQCgUBgVAjmBFli8ELE90lUpyjpZ5U58QIL6c59OfrMPm3XcOI13W4p0JkX\ntlmDiWlAKnuPuoxSgu0jGamUq4HhPP09pSRNDuglV/TcYxVr1qxxpXrVtXP8uM7YP2/MazZAtiwP\nvFcDWdm2leaddiu8144R280AbhqUqrbedP69QHusm22jTYtKrh6zVUoW6I2fzmXJrsJbf+rurKyB\n9yzUJOwNGzYsrTEvXIA+e+oW7AVC1Hlhf9WepM+zTuhats+Ijr3ac+hYaXvtPTpWy7Epmgc1lrZ2\nTWBlEMxJIBAIBAKBUSGYE2QJhlKPlZjm8eBRiauPHrUU6nqeXbpKOTXmpGSb0SdctGcboLYlHAtK\nyB47pfeqTU5NAlUpUT/t+Knum21TydLzbtKkhxZHjx6dYUVs3SyD9Wjispqe25NUtY0qPWvgQJWg\nbZ08pl47LHPTpk1L92hI89pYKzRAoNpuAJM1woSI7AeZGm1bV50WNe+wEjzvphKDpXMLTJiDmr3Y\nunXrZhg0L3GiMkQ65zUvE32n6Hx5Ady0DK5rTV0BzAb0KyUN9Nqgv0vMp/ccHyscL6ZkubaP9wQE\ncxIIBAKBQGBUCOYEWc/txXpYxC69tPOuSSzzJLfSOAPzJFDrIyWobpyh1QFg8+bNACZSLj8pTWn4\naNtulZJKunILtZngPfy0Uqu1BwAmkjpDkHvh+FlOjTlpmsb1wNLEfiyDtjVcWx7boiHoa3YQ6tmj\n0rbG8bD3kBmh1w6hobntPSVPh9pa7RMvg/NB761t27ZNlc9xs0wTx1RtMDyJm+iSSGsJ+9gW1ss5\n9tabplTwsH79+hmmwUL7o15bnhdSiaktsRM1zxt9jr24KqUUG7UEqMrecE40xL7Wa78PSTR4d0Tt\nnbNaEMxJIBAIBAKBUSGYE0zHG7AStmUFVhIlb4OSFORdU/JCqEElslo9CkrVVjJknA9NZMh+eVJ2\nKbZCKT08MCvdljxHvMiuGnlUY6Yow2LL9WBZByuVawwR1svyyRTYZIFqq6OMiZeyvjRXakdiWRC2\njZ/KutTGgG3gvCu746G0zuw64Nog00RWh4ka9+7dC2A6qirvVwm75C1mv3OulI3yvEvU64fjowko\nbX84LjVPr40bNy7Z1HhQO58Sy2jXnceIeGV4NimleCZqM2TvYRu4nr3x03sIZUdLjIp3b1fsIQ9a\nT41hO94Im5NgTgKBQCAQCIwMsTkJBAKBQCAwKoRaB5nuI61sKe0SRbpSNKBSrrUkXl5CLWBWJVCr\np6RG6qM28NxBSdPquKlxnFW3lAJpafh32w6lfVmvJky0ULWEGgp6LrEeba5ommaJ9vYMFBlcjCpC\nDbVvVYdqiEjVTCmcPTAbZE1dlDXpHjBrwKl0N/th69EgeTTkpJqlpkZUY2M1erZgeVR3cAxOP/30\nmWvZBs9Q05Zv509VMBwXL6kiwXIZlI7vCFV7WBURVZwa7M9i7dq1VZd/VUHqvHFO7LrT90IfQ1ii\nFBytZLhq28C2lQL8eaqnkiq6pH6x5bDPmk6hhpIrdinliEUpiN2i/xcc68BzY0YwJ4FAIBAIBEaF\nYE6QJTAvyFNXUqs+qEkqJdQM3kpQqXRIm2oGn119rblEq0usSoL2/iGh2tXA1jMU1XrU1VFZHjXM\nteXVQunv2rVrKXCYNdakQaeyIQQZAcvU7dq1C8CskammDPDGnJ8qSZKhsVKqGqiyDSrF20SGZHiU\nxZkntQNh50tZDo4lmRoaWVsmgmN60003TfWL8FyiS9K5MmuWjVADbw1KxnuscasmYvRw9OhR1w1Z\noeua7ITOhXdt13Hv2VdWUZ8D21a2Rdd3ydjVfi8ZwxPKjNq6dez1fO09WGKk+4Qt0DIWzXBwbDxj\n/tWGYE4CgUAgEAiMCsGcIEsElCKtBKBSb58gT4rlBAkqhXmutaW2+y/ZJShr4TE1JanXSjUaxl1d\nYTWIlL2/5E7tuSaWEhVqgDNPWtMyVDr0AqnVpNpDhw4tub+SDbH9oM0JQUaA560r8tatWwFMxols\nBdkDtXGw5WgYdA1nb8dK7Sp0jDmOdN9lP225teBiXfBsFzSAnkrV3jNHdopjqmu+j/Ssa5ZjU7M9\n4/PDMVE3Wnt/zZW4aZpe9hWl/ij756HEKhI11kVteTwmt8RWatvsc63vVX2eld30ArixTZwDL8Aj\nUQpiWHvflXCs3I/7JD69pyOYk0AgEAgEAqNCMCctuBO3adxLUjxRk6iHQCWHkieOF4hM26jHrWRe\nYilUuvNSzGs9NamN48L2lxKKWWggsFLAKQ86XuoxYNurjI+ySbYeXlNLBXDkyJElrxErbdNeg8e0\nTRwjG4SNAcdYn9qLqO2JLUfXjnr82LapjQnbT5aHthOWHSklYBwSRrzkDWLL17FmSgSOhRc6naHu\n2S8yKSpde2AbapJ3KUiYSt6ehM+x9dA0TTFoGTC7ZkvBBe24KgNVars+b/Zc6VnzWKDS/KunmTcO\n+gyqvUXJXguYzBfL4Jx7yRB5TFN7lIL4ec/7sQqTr4znakYwJ4FAIBAIBEaFYE6Qd8zcrXsJ0jSW\nhEpMQzwWCE9SUnsR3T0P0XNqPAD7vSQlUmKwXidqJ0LPBR0TYCKZUEpSpsYbYy/dvL3HG1tNcqiS\nZS0EuUqQpeSB9tqaTv/GG29cGkdPgu2yBbFSMK9RxoSfZPXsPfyuHhyca86XXQcqIaqkSO8XyyKq\n9w8lYx5Xbx4PGh7fzrkyWBo3g7Dzw+8lqZ3MT83+SqV29s8L4e95dNl7LUOj4+LhlFNOWXrWvHdJ\naY3W1qN6eJXi+/RJpFlas3ZOlOHknGjSQLtmS+NXmk8vjot3zrvXO1eKBeOVsVJeOQovyeFqRzAn\ngUAgEAgERoXYnAQCgUAgEBgVQq3TwqPZ1dhrkaGFa8HFlgMtwwbSIh2rQbjUnbJWnhrS2fNaLs+p\nAZ+9Z54+q5pIDd40iBTQPwieVXXpeHnYuHHjjLur/a4h/NXI2buHKBkwWzWMqo1UxeQZ2GkaAe2n\nF7hN1QR0n1bX6BqobvECE7INDLJWMj71KHcNikZwrKnasveoobWqk7y+q8s9r9EMzbZcqxpT3HXX\nXUv95r01dS+hoQ08Q/mulBueylJVNLadFva8qkR0fL02ckx03rReNawHZrN9l4ydPWN4Ddqo7wvC\nM8D1At4tEmEAO4tgTgKBQCAQCIwKwZy08CSzLqbkWLmXLQdWolUDQc/tzh631xKlQEbAREKhFHis\nxkdDtytbod/tPSoV2rHow5Bt3rx5SSKz/VXjPjXA5KdlttQotMREWZQM6ZQdsdKgXksJklIpx8oa\nhbItDLHP/vEeMileG9VAmfVZRoPlMMEfz9GglOvOGmtznZYS8el1th/qpqrGkV4AP2WpNDy+HeMa\nE0KsX7++aJRp79XgZGqk7t2rBrZ6jRfgTN+BmkSUZdp3AO/hs8dPddf1EmpybpUhJLPCT2tUrC7K\ndj1YeOtQ30clI3kLHWMNjxAJ+lYOwZwEAoFAIBAYFYI5Qd4NazAmYNbmRNOqLyeE97GCFxhKf1NK\n9SSwIezHWNJ9ezYghDIalAK9vpcCj2l5NWlbpXoNA2+ZGrXjoVSoLthWQmd5atdTsxOgqzfZCn4y\nfL5lNAgyI5Ri9+3bN3W8xpiwPI4Bg815LqIMBKd6f9Zr1zP7XnLXrrmjq4uthlK37wEtR5kUSviW\nUVA2wMOWLVuWmLM+QQZL7uke26vMha4djy0oJXWsBdpTmw/es3///ql6vaBoJXdrrnuPFfGSOXah\nZPej/fMCTmqfj5VrcSCYk0AgEAgEAiNDMCfIekxKGp4+VX+rNDDGwDmexEKpidKpsgee7YTq6Gvo\nK1XYIE6q114pqBeDSkSeVFiyybE4+eSTl8bTC8JF5oRjr0yNZ99DFoQSH5kHz/ZEJXSyeSr9WulR\nmTL1ZmA4eBtanyHt2TZKu5T8re0MwcR8LEeT6tnUCmoTpN5Hymx4fS2xL3aM1etI2RaPLVO7ELU7\n8KR59rHGup144okzCQK9BJf6W1MteHYjmshU7WQ8Wxj1ZtF6OUe2nzWW0pZlz+tcK+tXG7MSq7Mc\nKDPu2SiN8R1/T0cwJ4FAIBAIBEaFYE6Qd8pe6GTV22sIaE+vPDYPHstSUJKlRwSlEErFlJy8VPYl\nBsXGg6BExHFSfTTv9WwNVHpaBGxbPSna1q/XWdTmdP369UsMgF0HlOr1XpavicuAWVsTJr1TuxLP\ntkElZl5L+xJrH8VrOA+8hgyHp89XDx6uoR07dkydt2NABkNDwqs9hD2nXjlkfDTBoe2zjjWvoWeH\nZWg0nHopZLuF1q1eaTU7iJptxPr162cYE69+fe/0YWw1tQOv1d81+wp9VrxkgfpeKD0rtl+aBkDj\nLdX6VWJ1lsNiK/vjJTjs07blQNvvvYdWG4I5CQQCgUAgMCoEc9LC0/lSYirZQ3jSTl+PFe8e3T2r\nFFLzvOG9JbYCmEgo9LDQOBqenlylHI2b4TEnJenMs4NRCW8RHlBeqnXVvWskUErZtm0aT8LDunXr\nlsbGSujqyaGJ5DzJVePD8FO9QezaUuld403wvFcP76G9yPbt26fqtWtJJTqyLBrF07JunFtd1xxz\nOyZqS0DmRNeq502n5dMeRu1LgMkaZdvU3spjAJSRUa8Wjy2o2XYQJ5xwQjUyrbIdpTgdFrp2SjFR\nvHv1ndUn2msXNLaNbYPaUHW9bz0sx/ZE323KUHnl9o00PS+4Hvg+Ws0I5iQQCAQCgcCoEJuTQCAQ\nCAQCo0KodZApR1KMnuutUr59DGLVyKukhgG6g33xWkv5qmtgye3ZS0amCfOUzrQULFEy7PMCgimd\nrsnVPOM4nmPdQxLKKVim7Yeq7dQ416PVeU3NWHfDhg1L52lwDMzOP41Oa5S1zr/ew35Zt2A1eOVv\nVe/ZsjmXVH9oUDZea/vNeaCapaS2sL/VPV/n0gbZUvdY9pFleOvBU41ZsAz7rNFNWkOxazK6WgI+\nT8VUgmdcaaGB6myZnBdVq2jbvGSIpbapu39tPZaSBXrXqGG2Hq+Vv4hwAvM4Iqgrtmf0WgrCtmio\nwflKq4/uDgjmJBAIBAKBwKgQzAmy9OJJGqWQ1soMeEF7iFIKc29nXDI484y+SgZgatBn+1UK863G\njp4RbSnhn2c8RmlJU5LX3HSVHVJJso+UqmNqDS6VIVF2xWNOvCBXittuu23pHkq69jslcjUC9AxI\nS2G01T3YjgUZEw2gpayPZ6iq7rTXXnvtVJl0BQYmrAqNZ8mg8JP9tWyLtqnmslky5FQWz7JGfd1H\n2UYAOPXUUwHMhujXsAHW3V3ZT52X2tqsuRKnlJbG2EuWadeThY5nH2m+KwihvUbP6bNSSwyqAR5r\nyQm7WJ6VRomJ8t7ntXFbBGgAq+/M1YxgTgKBQCAQCIwKwZxg2gXUghJkSffKHb/HCKibsUolfVz5\nFLXkalpGze2v1AZNMGevJUohvL02lNK2e26aHOuSG7KVbkrjpG7JnsuyMjQqmQ91JQZmE9sBE4mZ\n0q+60bJeOwfabrX98JgTrU9DnHuSe8kOZu/evQCAPXv2AAAuuuiipXt0LjlfGr7es3FajrRZc40v\nSdw1d37a2Sgrxv5xTCyTouHW2XfLyMwD+97x7Ge0XmWX+kD7pwyRfXeV7LI0FYN9RngPy1VmkrC/\nlfHhGi2xZbbNasu1SHjrdSUT/dn5VducsDkJ5iQQCAQCgcDIEMxJC8+qXL1NPIkc8K27S9IbJRVv\nd94lEXnpzbUttfq7gslxDGpMkDIPns1EV9AoTyooJfSq2RMoO6VSm+2vegVpMC7PfqgWUpxYv369\nG2hKg+JpsDKyLZ4Hlto0aHh220Y9p/OiXl3AhN0orQcyAjfccMPSMbZXvVz2798/1b+VRu0Z8eYB\nmGZz1INHg+OxfMuK6JguIlAgkOdZvTSsNK1j3TfA4xBY2xv2U9NQaLoD+84p2aPUnh19nyqrqfZh\ntXdliSG2v5WZITy7Oe/3SsFjrY51G8aMYE4CgUAgEAiMCsGcIO9SvZ0qd7bUQ6tUwPO6I7dQiVYl\neNYP1C377XX2+yKsx1VSsmwFJTr1WFC2onaN2qB4bda6+/RLJTCOaSnJnz3HPus9dl76hOtet27d\nkiRtpVB+Z3wOjSFCydyOH68pSXjeb/WI4b2sX+2j7DXaLx6nR4tlIDjGbCPX6pYtWwBMWJZjKfGV\nvJvYNi8lBa/hM12Kz2HHWJ+1PswJx67Lk0fj7dgxV7uhecZW7ynZkwCT55MeN8p+eGOjEr+2VWMr\nAbPrW23g9NPWwTbqM6/nlVEGJqwZn8k+z/dKsFWE7RfnvWaTuNoQzEkgEAgEAoFRIZgT5N2q55mh\n3h/KFnh2ESrNq861FDF2peBFolWUIngCs5IfJTxP8lImqcTI2DaV7DnmSS6mUpMdY50zMkK1CJa1\nGA0WlAptDA4yDPQO0XguXhRWjl+JAeBcWIaN1950001T127evBnAhEE5/fTTl+7RBGtsK9uikjMw\nyzSwH4yK6zFdKqmyPl1Dtu5SkkDP3oZ9UzakTwTXUvI+7z2gz3SJ1bP2KxpdugSOkRf7hf3jNTXW\nowu6/tSezitP7aI8ZlXXkmfjBEyzTfqe0Xcl54DtsWVpvCBdA1znXgwdTbKo9Rwr1q9mo6brcDUj\nmJNAIBAIBAKjQmxOAoFAIBAIjAqh1kGmHD03V1XjqNGcF5pe1RR6r1KLFkrXqktsHzdKNeCyNLi6\nt/ahh5XqJMVaC/Klrnvsu+eKqG1bhKGvGkra8kml6qeXxNEzqFTceuutS+Np1TqnnXbaVPm6vrzQ\n+EqRE7yG4+epghj+WlMs8LxNSsjxUaNcVaF4tLO66VJlQ5WGp0pTQ1LPVZ33KwXP4/z0XKI10F0f\nqMqgllxPw6zr/HBMbFC1Pq7VXepCdc8tub72gbrKe88iy9WAepwLz0Vf1Q88R3Um541qR68t+h5S\nNUtNdUyoOskzwFXDfF1T3pythKqH82rdxtURYKXC5N+dEMxJIBAIBAKBUSGYE+SdsyfJqqFlSYL2\n3IaLQ0oAACAASURBVIJLxlaeUZm6aVISVJdYz81VmQtNVW7ZA5aj4dZZnwbaAoAbb7xxqpxSIDp7\nTCVCNT61bVJj3OVIhYTHGukYUnpRF2I7x8p6eTh06JBrXMixUEaj5Fpu79dgbIQnFSqTpYZ1ZEfs\nWPBaGr5yrfJaL9Ek14EygNdffz0AXxrkPTrHaiALzCZ6ZN007PUMzCnhL0e6VVbEW9dqPEuQHfNY\nnT6S78aNG2eu855Xll9i3/pAk5V6ARdZHueHTCDn1JPq1cid12pSRC9QpSYELbm42zXFa5VV4dgf\nOHBgqn/2GjW4HRK2YBHQd4Jl2rrCB6xGBHMSCAQCgUBgVAjmBFk/6tkplBJU9WFUvPDugC+FqS6U\nUqSG1vbCRqsUoqnrbX/UzoU7d3WZtpJKKUCS2gjYPqnNjAYgs7pdywIAvoujbZvXZy8hme2XPae2\nDBqUzZNGPWma2L17N7Zu3QpgOuQ562Y97LPabHj1KBOkkqVdU5xvQqV7toksBjAJnEbmhAwAWQqd\nE9tushX8TdsCwkqDXjmAL6nyWl1nTEKojBewGHsADajm2ZxwTPVa9tVLDqcJMj2sX79+hjG0gfzU\nnojtqAVr7Muq1MrQhJDzMDXsP8vyknCqW7AXrl5/awA1dUH3XPTHAr4LOJ+1sPzBnARzEggEAoFA\nYGQI5gRZqqV0YHfcuvsuJYjyAuaUErB57IEyFyolesHeSinKVY9q76GUSwmQErMmNLOMjY6BSnpW\nwtS+sv0s10vA5dk3aLm2Pq8tapvjJXXjOKlthHpc2XZ4AbkUu3btWhojyzjRO4Eshdq8cH48lkqZ\nJ8KzRSnZQ1D3rmwcMGFRyKpQGtX5svXrGuTYcA15IfzVK6iGkqTIsfU8olYCHguiY0uGiddw3Lz3\ngB0PxZo1a2akaFsv0wioJwrH2huz0nOjz49n+1a6dh6GqmbHwfb3LbcPizAP06DvnJWyPeEzT6bN\nY9VrgTBXK4I5CQQCgUAgMCoEc9LC28WrxKT2EJ5XiIYfVr2qFwK7tGNX63zPS0PtFNTivZZwi/YD\nKkHYe0o7eZZlbQA02ZyOhScdqq5V2Y9aUkSyDso41eKTaHwTbZPXtpr++siRI0tMhGVBWD7LIMOg\n0pPtF8dPvbVU0rQeFl2SFs9b9kK9MFgf22xjUijUa0ZtRfbt21dtz7zwks4dK2idGp/DYyH6tHPN\nmjUzdmV2zZJ101DtGrLds10oMSj6rjmWiRoVJbZUbfAsNA5OKfZMn36VQvp7iSK1zUNYFpan8+Yx\n4RG2foJgTgKBQCAQCIwKwZwMQEn68KKwlmISeDtvSp9q96BSkNW38xpK3nqPJwWU2qBSlhcfRJkS\njZViyy/FdOkT/VCZEy/hW1fMEs/zRqVdQm1o+thzWKxbt26GJbNtUZaC8DwTlAHSmCieRwcjvyrL\nw9/qYWL7pf3Tz3ui/lul8SF91Gdbo/F6qEnwdu7pOWXXEOdO4+0o+2eZvS7GQN8BK82csB7PS03f\nP947C/DjB+l7tU9E3hJKbFOtTX2giUjVdsiz9ym9k1cjgjkJBAKBQCAwKsTmJBAIBAKBwKgQap0W\nXmIzUvJK56pxK90BLTREMlEzvFQqr2aIqVSyqitIHXrJ7zTgnKo8PEM0lqehrG07+oaF7pMiQNU5\nXvAtTV6mSfw8Q2Xtj86td02NMrZjZcdC6XK66+qc2rXDelSNUwqbbq/RMN5UCXhqHYJjffrpp0/V\nryo1YDbY2vGCt3bmcQGdR52jBrA6l/ZZU4PNEth27x3C9a3B3tQodIhaZ+h1wKwRtJ0DtlGf+ZLz\ngL2/9P7Rejz1h6rNvXALfaFtXK5KpaRC1vAO9n2hqnYvMexqQzAngUAgEAgERoXYnrVQo0pgVpLU\nXbkXKpmSBCXW5aQ7r4VwVwOzUhttf9TVV5mOmpGcSvGehKJ9HNJXDaim9XpGx16yOXvck4BUwuM1\nXuI3Mmc16XfNmjUzYfvtd0pALEOT3nnGfmos29Vfe60GvPOSRnqh4IGJhE7jTMvYsE1s/zwGiGrE\nWGNBNOmdskn2u7oz15iULpbFYwfUrV1TBniSch9j6rVr185IzDb8P59Xsiqcd7qFe20l+hrG1sBy\nOQde0s+Sa74yebX6tP36XrJrbZGB4kr3emUNcSHmeHFdKsvsGdDrOziYk2BOAoFAIBAIjAyxPUOW\nBDSdNlDWY2qQICsdqTtrTeevUH2qSpie9FtyO/XsR3RXXpJC7BiwXGVdPNdbSjgqNZUCGQGzIfqV\nOWGZHnOiY61p22vMiZbrSUalhG8Whw8fdoOjqXs4r2GAM7bVSoWs+8wzz3TbRInMSyFPsFzaiKhk\na+/hMWUcvKSOGoada4jskvesaBoBZew8N2p1n9UxsOtZnw91ufXYvS4Jm2Pj9YNzpeXyt5V2yW7U\nbCDWrFkzY1dhx5nzrMkqa7Y28yTpK0GfcbbDls25VLdZLwQAofOj9iO15HcrFWLewrNV66rX2gzp\ntd56198c25oN3GpDMCeBQCAQCARGhWBO4Eu89rjqjUsh1+21KvGplNpnZ6x2EZYJUImkZKdg6ykl\nlFNp0Y5HKbmhl8RPvRfULqGPbly9drx7OZYqSSqLZNkClYCUnfKkYs+q3oPHnHB8yJQok0a7BStt\nk4VgwjfafvAaSuM877VN07LTRqRm+6DskSf1e320v5UVsfeUvDA8aZQ2F6VAhLYfpeBWywmYRXgJ\nIIegz/OdUnLtOAhlBsmqaNoBOydDmNq+4LPBT10DwCz7UWNBSsxCCR4L1Ccx6LwYws5omgpglkEu\n2fLZZ5/fNZHrakYwJ4FAIBAIBEaFYE6QJRHu7O2OtWv3yh2/1Tcqo1Dy4be76L47dXuPtlclMK8/\n6kGgVuS1RGIqlXrMiUpPpfZbiUHjFKjtjBd/Rm1OanEYFJoYkW320tCTyajFm7GSvB0LZY14Hcti\nfdbGgJIwEwmq/r4WO4OMA9ugkpi9h9/ZJo6txu+xUFZN66l5LKn9jcc4Kkug3gu8x6ZwILxUAH2h\nffWeGz2nYBtr66R0XyllBVBOy0BGjQwX2TGgbHOySFsUj4XT57bEVA5Brc01T8bSPfOg1Aa1b/MY\nq5JNn5eYVBlCL9z/akMwJ4FAIBAIBEaFYE6Qd60qCfaBJ6lxx0tpRm1DuOOuRQf02gf4Eot6NSh7\n4XnrdEVCtPWUkg+WkiB696h3k5UK1IOoFMXW6rmVLVIduGfToJKwjqUn/fK7J63bujx7C22L2rZw\nfdi4Fryf9elYqzeKd07jgqh9gm0DofY33pyWPCxqNjuKWjwJnVP1YvE8HjyPsb5QybTkgWPb1oV5\nmJuap5zGteGccs2QdSOD4pU3BMvxFCl53szTnnnit/SJ0TRPvV33epHA9R61HfTWkzLsnl3PakMw\nJ4FAIBAIBEaF2JwEAoFAIBAYFUKtg2kq36ph+obotpSeBqsqGXha9VHfQD8e3VpSCWnIbfu9VJ/n\nNqzuoEMoX1XnkKr0DGLVgFMNw6iuACbzRdWMurMStq2asJBlKMVq14IasXrwQlBbKDVNVQ2pea9s\nNZpVI0NbD8eH16qqS5MhArOujvxdo+JVzaKh4/uoNNTA11ub2g/+niclQh+UDGK7jlksMjCYp07S\nQIVqjGlVVMtxJa49P0OxnHnSfnru/QpVncyT2NBLQ9Bl0KvPUg2abNQ+k4sMx39PQTAngUAgEAgE\nRoVgTgTeDrnLUMxzIeWuWF1XvcROymgMCdBWMppUydP2Q9tUkqQXBZWEPEM3DX/NTzJRnot3KXFh\nzSWakn6JCfLC8dcMYpumqUpNnisvMDFi9JL4aaj7M844A4CfRE1dGVmfGlNaRk+la4/JKLVJ2TDC\ne0bU1bs0FsDsXCpTs2iwbSsRtKwvrCuxBzXQ5Jyq5N2HOSkZwdvf6rKuc36spHk18u8DbZu9t7SW\nlDHx3k9d7/7lJHK1z5DOdTAnwZwEAoFAIBAYGYI5QZYUPOmAO2pKJtZlz8ILqa12FpoEz0sX7yUd\nK0F31mQE1L3SS5Sm9VK6VlYBmE+fXpKqveBDJbdg2mTUJBe1ndG2Wnc8ZYXUZVyD5Nk6a/PRNT4l\nCYhjffPNNy8dY18p/XJe9u7dC2DCftg6NYkjbXM0WZwXxI736tqpoTTWnsTnBWY73mDAxD62JiuN\no0ePLs1PzY2b86TJN/W8PdcVlqB2r66pUuI6r7x5oOEDNNCf975Q+yX99JgTHbfSGraopX0AfEaq\ny925xtB0lbGaEMxJIBAIBAKBUSGYE2QJ1ZMK+ujiFWr/oLYg3k68lHRsiMTJa9UuwUrMqvtXOxjC\nSlNdEmXNu4AoBVqz1/KTkq2ySF5yRUpWqiOvhV/XOWUZGujKtmk5Sbi65tAGR2N9qvvnb9qgWPsR\n9ks9erZs2TJVvrVtOe200wBM+kX2xoZBHwrvGRkLY2LXI5mKeZL5LRrW5kS9TSz0WSgFH7Tok2RR\nUWI4S8EUgVl2TK9Rb0WvPn3f6fNm267X6jvNG8dS6hB9t/C89aArsSu1gJald6Z6K9pnRvsxNBXC\nPRHBnAQCgUAgEBgVgjlBOWQ97ROGMCe6Cy+FJbYSc5+EdX2huuuazrRPDBP1sFCWxbZZY5UQeo+V\n+CjRq62EhoT3Etdp+ZrY0LIFLIdSdB/r+0Uk4RoSI4O2JuwP28/+UpqyZSp7VGLQbHJKlqsMlK6V\nRXttHS94faf92PGwNSHWrl07U3+NYeA88bfHAqnNRSn+h9o/eNDEg1q//a7vLmVSvLhOGotJ7Ulq\niUI13UiJsfbKI7R8L2aJ3qPxkoa8s0tJTm37l8PS3tMQzEkgEAgEAoFRIZgT5F24la4I7nS7JEiP\nWSnthD2vEGU7lsOg9IlVUYp1UGubMkA1yUv1v6XYG8BEKlPvJsYW0cRvFqWYGN49pUSCNYlLo6Gu\nNE455ZSpNmo0W0/K1wiqysyplG3LURsWZV1sffPYXx1vqN0DMBmvMej0165dOyPVexGHSzYfnu1J\nKU5GKT6Nd43eO8T2SlnSriSj3r1qR+XZc3TF2amxH4SyjX3skEpRdGs2PaVkpjVW24t/tNoQzEkg\nEAgEAoFRITYngUAgEAgERoVQ6yDTbJ57l1L/XaGMgVn6m+oJUueegeKQIFhdqIVxLoWFVsNPq8bi\nOQ0W5Rnx6rGSKsUL28xjrLumolHat5TErxb+Wg1jPcr6WIeSPvXUUwFMXHo1CZ6n9lMjYF2b7KcN\nwa/qNf5mP2ksSjUTMJtsUetRo0lgdv4XoUqx81R6DlWFcPDgwaXvY3FvBnJfOEZeagJd+9pfL8gd\ngxdqWgtCVa2eAbg+XyV1kr1Gg6CpuspzByZUnaRutZ5bsNZXcvG1bdG5L41r7XkfEiyt5BTBftlU\nA6XwC6sZMQKBQCAQCARGhWBOkKU+jwnQoERkD2rBqtTVjaCUwx2yrYfHWG7JYNW61HWFVVaXXGDW\nDY5Q90MrHeiuX5khW5YamJUMwTzpVaUY/e253ZWkzhpDoxKJSnhWEiqFal8psF+UetXtlf20rJsa\nRZYYDsta6Nrh+tPgbB6Dpq6b6l5qx1ddQxX2GeG4k61RA1HPzbOUyK10flFQSXw5zFrJBdd+P3Dg\nAIDZVBgcv9qY69qtMatqEK8G4Z4BriZ31Hu8wGqlQG16nGXZ+vSZJzRpqrfmdLxKbfXSdyhrpO80\nu9Z03emcaFJY2wY+i6XwFqsJwZwEAoFAIBAYFdLdyTVwJZBSWt0DEOiNpmmmxNxYO4G+iLUTmAe6\nblYTVv3mJBAIBAKBwLgQap1AIBAIBAKjQmxOAoFAIBAIjAqxOQkEAoFAIDAqrHp/pTBMC/RFGDUG\n5kWsncA8WM0Gsat+cwIAl19+eTUx1iLjJXiR/0oJtxRepESNoqixSqy/vF5bivbaJyaBl8hL/fm1\nLV5iQT2m5dfiz2jMAya7Y+RFG+OB5xgtdGjskssuu8w9/ta3vnUpNoeNqPqFL3wBwCS53jyxUjQG\ni46Rh9IasnOqkYJ1jL1or/ze1Q+vfo1KSnjPgkb41NgTXgTVWgRd/c2+aUwcfjKGjI0lw3OM8nzG\nGWcAAC699FIAs1GNgUmsmoMHD+KSSy6Z6Sfgr6nt27cvfdeYL6yfZXNNW5Sinmq8IC9OUSkC7d0B\n+k7w4rfoO7EUf8eL46KJSVmGJjUFZtcW54SfN9xwA4BJXCFgsqZY3sGDB/GEJzyhq9v3aIRaJxAI\nBAKBwKgQzAmmpTEvQugi4UUqLaVGL6U9t/eUmAcveqUyIyopefk2+F0lL68fNQbGa6t3TvvsXavS\nND8pqVCy9OZPI6kuF2vXrnVzI5ExWQR0bm09Grm3hBr7p4yXRme135Xt0Aixtp4Si1PLy6RrvxaN\ntcSulfKv2PaVIo3efPPNU/V6bdm9ezcAYNu2bVOfFsyTNHSdkR2x/fFyzJTQlfvFi2iq9XFO9feY\n8hKV4K3TEmNSWtP2tzJMun543K4jRnbWcnkvI43bfFfKePWZ63s6gjkJBAKBQCAwKsTmJBAIBAKB\nwKgQah3BSlOXniGaUrFKR3sqD6UZVZXiUepK12uSLE+dpMaYJSNXYNbgUcv17tFrNTlgzQhUx0Ap\nevubRrKakHG5uP3225cMF6kSKLXXg517nY9SskWLPuoPRclYUpNFekbIun6VfrZzq/PhqYsUnsrH\nq9e2yavb/i6pbe1vql9Y74033rh0zemnnz51jrT8zp07AUxUOKTzgYl6ppYk1IOXdNOWa9vhJffT\nudMxqKlWSypcPjOaTNJesyg1qW1jSf1s26r3eOpmNWYtqYXVUNyW16Wirhl3cy1wjDif+/fvX7qW\nyR25lkKtE8xJIBAIBAKBkSGYk2ME3Wl7EpLuzumi6LEhuvvXcr0y1W2yJF1ZlBgTLQuYlTxK0oZ1\nu+sy6PVYEZWk1GBP7/WuWRROOOGEJcM2a+BWgo6flZDUJXWIC/si3N09yZigtKfrS6XsmjFhibGz\nUGm5xsxoGntNb19yq/Xu0fos48F+kEHhtVzHlIhPOumkmXusgWsN7BcZPlufSvyEffa03pLrq563\n46vPv9anDIr9rs8Aj/OeITnc2GaOr61PDafZRl7rvXvYd33meI/W5zGGpfegtsu7h88O3dNroQ7Y\nFjIoqxnBnAQCgUAgEBgVgjlZIXD3zF2z7tJrQcVU9+tJHSqxErqz95iTUrC0GnOibo3Uu/PTlqcS\nnUod1jZFJeOStGv7SYaB15ZcAq3E5ennF4G1a9cui+moBcHqg5XIKu6NESViMgHKTngsSEkS9+xV\nuGZKbvW1AIFkLpQ50XstSq74fE7tXPA761E2gG7jO3bsmOlrzb7GQvtr79VgXnzm2B5bhzIl+oyz\nf/pesvdov5UxsexOiTnhM6qBEW272Y+Sm67n9qzvKn3neOws6+E5fXdxLLzgbKXQCdrWWvBBguWz\nPmtLxPs51ou04bm7IpiTQCAQCAQCo0IwJwsGd9LUF3N3Tn0jd8821Dl30BpauyS52GP8pGSibEuN\noSmFCrdQOxJKJNSv291/V4hnTzJh3V4AONsm2/eSVMbjnp6fksg8LEcNfSVjwrOHuTtB7UXmYaI8\nrwiC60vtb7gueNyeK7WR8Oy7uJ6UVVF7Evtd7VS4pq6//noAwIUXXujW2Qeel5XaSmiZ6mVlv+s7\npOT9ZOdAGQVlijzGi+XwPaDPM++x80aobUaJzbIedsqgqe2bMtTA5H3ANvLdy/Dx+j70PM70vaTv\nX4/dUQZZ3+M2RQIZp5q35WpDMCeBQCAQCARGhWBOFgDLHnDnTmtr7tq5W+fO2O6aeY7lUHJRicIL\nd8xdOPXe3HHzWqu7VKmjFLvC7tq5+2ebasyJ6rP1Xi1Dv9s2KMNhdda33HILgIk0xvgiKs1YSZN9\nZ9KtWoj7ITh8+LAbv4Xzq3Eu7u4SURfz5EnIhErTXswSrleW0yduS9826/fatbYf6sXE55W/GRPF\nzjWf+77J8zx7LGVMOAYas8dL0Kg2TXz2tH/2Xpar7wct02MxleHSca6loeA9fBfoO8DOhTImpRhR\n3nrRNAA6r5wDOya63jX2kHpUev3hp7KNdv3ruKn9z2pEMCeBQCAQCARGhdieLQOexEyJSXfN6kVj\nd+cqxeiu3/O80Wu1LZSCvGSBhHrieKntVZer/fPsBkoxV9T2xPZDpSQyQfxtGSC1r+E1KvnYepSV\nor1K38R5JaxZs2apn5YFKtkccPy8+bk7oDTmfaCRMq1EzHJ4rJT88ljBrh22je2mPRnbum/fPgAT\n2xNg2v5kCDwbMX7ymdi7dy8A366MbSIzqFFK+Txb5pZgn/n8cD1rIkDroUfWUqPJ9pk/jQuknlIe\ny6V2eFqf10b1MtJ3cy3Bodq3aX+8WDNqB8OxLzHitny111vNCOYkEAgEAoHAqBCbk0AgEAgEAqNC\ncEfLgGeoSuqQNJ0ah6pRlv2urr2q7rFUpQZmooEqr9GgPrYepU1Jb3oUrCYfU3rY3qM0NMs/ePAg\ngFkKGJgYt5J6VbUOjQ3tPSV3XPbDjhOhRmqLUhesWbPGDaxXUhP1CXHfBc/4rqveeVALba7guNb6\nx3VA2PmzBs996ltpeCHaOR579uwBMHFF5XGqWwBg06ZNAKZD2tfgBeXju4L1s3yOFevluwYoGyTb\na+YF3wWbN29eOsa2eeHwLfokstO214yXdb3UzvO7tlVVMjWHAA1FwGvp+OCl8eAxjn3JOQKYDb62\n6ASld0cEcxIIBAKBQGBUCOZkweCum4wAP9Ww1EKNI+eRfrkLJ2tAqc5KAcoaqJGuhma2oNRB6Zfl\n292/GktSYuA9/G3L5/jQDZOfHBP+rklRlE6VgfKSxOnYLldCP3z4sOvWSKaJ/ZsH2mb2zxozagjz\nIdJnlzGwXatqqFpKvmhZK2Xm1Bh8ESzSvNC1r2PgjRv7zvXMeykRW1diZQT7wks3ocatHD91U19p\ncIxoAOxBQ8QPDVK4ElCWxXNR7rpXWWH2z3v2lSVnfZwvr14NTKgs42rE8V85gUAgEAgEAgbBnBwj\nqM7Vk6j66GVL0N25J1WprpO7de7kKe17rom8V6UBq2tVVzzamFD6oDRpJZkDBw5M1TMEKklq8jQr\n/VLS0RD6yw0jf+TIkZn6lwsyQWRI1NXRs1fiOUrxpQSK9h4NpMcx8gJL6boqMQ1eIkNNa+8luSPY\n51JAPfvccE1qwEOilsRPA5qRgeIa7bMuyASyzdbdfV7bAfvcqp2DBg8bAs/ltW9ZfVx8tZ5SQtJF\nQdOE7N+/f6Hll6D2JJrOwX5XVoXzyTn2Ev9puasZwZwEAoFAIBAYFYI5OUbQnbBnEa6S5KJ3zyX7\nB0pklEStNb4GLiI8yZDtp2Swe/duALMeOPOkA7dsgSbWKgW4s+OnzMyivEFSSi7r0yXJUWry0guw\nXyyXDAcZAhugifNCKZ6f1nMEmJ5TjgvrVilX0xAAE1aF60HvqdlJeV5tXVDPMrbFrkMNyMXyOX5e\nanovRDkwWQ98BqykX2o354f2AXaMyQj29dbxUJKm+bl9+/aZe9STR20l1CPFY2rYZo41PeYIa1ek\n824TmgKzwQ77oMZqauBIbZvXjtJ7j0ybetzY/nFMNKEhQfsbO448xvkhu6Oss11XbAuP6TiuRgRz\nEggEAoFAYFQI5mSFUUrHbSUJfledPHft/Kzph1XP2RUHwMJLR0/o7l/DVNs2qQSryfWW44Xkpb0v\neVp4Xkf8Ti+jIeNTw9GjR5faYb0YSsyMSuZ2HTA2hnpPUbLjp5UWKaHTvqfk3WT7q5IiP/Vey+rc\n5z73mSrvG9/4htu/GtRrx643tZlS+x3eY9kJSqJM5shrOMZk6uz6oISqLJXWY6H2KQqOPeuzbRvq\nrWWZITIYnGOODedPbYWAyRrSxHQa58SzL+O9Z5xxBoDZsO/87T3HylqyjRwbO2+sm/FitH61N7Lr\nsG9iQWt/xDlgG/ku03FkvyzTxveFxnvimHOsOEfAhDUle8k51XcomWVgMk8lFn01IpiTQCAQCAQC\no0IwJyuEkneORikEZvXg6gmj+mN7Tyla6hCw3K1btwIAzj333KVzZ555JoCJNKrRXq2kRwmFUoAm\netOU6Pa7Si+ait3rnzJO6tVgWQmWW9JRz4umaZYYolrcCY7Fjh07AEwkLu8etpHzQm8QSlNWkrzu\nuusAdLNSVr/N7xy3bdu2TV3LOaYka4/N41VFcH7YH2uPwbWjOn5iy5YtACbrEZiMjzIa6tljy2Kd\nmuRObVCs5M21rnY3CmtnpPYbfeHNo9pusX6OibWD0OdEy+OYaDwke4zrgkwQ50vj7QCTeVOvKt7L\ntcV1b9vP8rgeOebsJ/vVx0ZNPcBsnBBlw5RFYv1eUlaOT8leRKO+ApP3NtcN1wXHlWVZxotjos/m\nakYwJ4FAIBAIBEaF2JwEAoFAIBAYFUKts8Io0e2esaaqaEjBkho+55xzlu4h/UcVQJ8ASSVoYCpr\nEKYBwaiGIHVpDWLZFg0eRfWKuuHZcrTvpDy9gF2adIvUch9X1UW7Z69bt65XqHLSvhdccAGACR1s\n77n++usBTPpKSpxjoKG0+4D1WINE0tqcL1UjnXXWWQCm54ttY1+VgvcMLLWdmvjRzqmWp2uRKgwv\ndD/P8d5du3YB8JMR0sCb5bCNanTqBbqjQSPHj/0hbD0ldVEXLJ2vhtGqAvRUuhw3tk0NVNVI2Aua\nR0NOjomqQVgWMOv2XlKPWbUHjanZxpJrO/vN9QhM5lbBfncZL9u2cm3xWvbLPpPsO42uqS6ierGW\n+I99VnUc16BtI/uq6v/VjGBOAoFAIBAIjArBnKwQhriCqWSmSe8oQV966aVL99DIaufOnVO/l5Mw\nivVaFzfu6CkVUqryDCSVgSEoSVAqtNIhpQuVQmlAR/dcK62RVaHhLtvw5S9/GcAwo1cyCrxnfZea\npwAAIABJREFUqAvfnj17ermLqvsz59Ya+2k4dkpjlBY1ABUwYba0DZQKWaY1ctZklCyPc+pJn7yH\n9alBNiVMa+THctQdnMetdGgZEWCyRlgf1xYNgG2baLhL11RNUGfH68orrwQAPPCBDwQwkfRZD1kY\nG8SOfdVUAQrLQrBvfZmTiy++eKatn/70p2fKte0hK2HP833A9cV5v//97w8A+PznPw9g8szQMBsA\nvvnNbwKYrAsayCuz4b1j1DWb7yzO9Re/+MWla63brYWymvxN1q6GIc8tmRi2g+uHc2YZQx1rtuWq\nq66aKssalbMcZX2VJbYG+3x+hjJt92QEcxIIBAKBQGBUCOakBXexdge+koFwrI6SO+1SKnJKwXZH\nT5aFOmS1BZgnHb0GGrJ1qg6d9VlJT13kVKfL8bRumryHxyiVUcfLe61kzWNsL939+Mm+93FB1NTn\nlgnSwHYeupgqsiDKAHhMDaUwSu8Ex+Zzn/scgOn5sS6aHliPt7aUyWLfKdnZIFlsNyVEtS8iPF0/\n20ubKTJz9lp1IdY2UWK166DE1HGsuQ7seT5rPKcu3WyHXaPKGFDKVcnYzkuNZfDgpYng+Gvod2Vw\nLLNQsksho8Kx57q3Nhysm+VqUkTCc9HnMbIQmkjRYxe5zjUEgbps197DrM8GwAOm14nazHANqJ1e\nLUAmGVaOo9o3WcaD7zS1FeN75NprrwUA3Pve9166h0wMMc/7+56GYE4CgUAgEAiMCsGctKDU4CX8\nWgkGxdZTS3QFTHbcVoKhRKaSi+rMhyTZo+Rn7TsoQap0SOnUCyLG/nBMNQib522i46/SorUjYd0s\nl31VRqUGSjUqVXnospxX+wsLztOFF14IYCLRUXqy9/Ac69OxpQ2APV4KKKXeM1bPzzo5D7RXUg8w\nDyx3SFh2SpXKpFno2teQ414yQn5XryNN+GfrowSsoe85ptdccw2A6WfeS4eg1wDTz1rXMw3kuWEZ\nnB/L2JBJUw+V888/H8CEPWUfgImNkQYCKyVQtGtb7aH6PBv6LHO9c8y8dULGQIMKqndinxQT+mx6\nwct0njheJUbUsiBkSDRQG9kdL4Eix5ht4ziS3eGc2LlWxntR6TXuzgjmJBAIBAKBwKgQzEkLz96C\nu+KV1v9R2lFdKKU77t5pTW+voRRMKUqlD8+DQMG+U3K3diSUEHgvd/iUOqzkpLEqeA3bUvOIYV9t\nPA5gMh9eTAzqf9XTZwhzwrZ6Y9MnJsratWt7XacJGb/1rW8BmJaeqHfWNmlYbSvZsR+qN+e8swzV\nyVv0aT91+6ob7wOWr/PUB+wHJVObcJAMX5fdi2cjQe+RPhLqPLFx+iRws+fIMFi7Mtr3kBnkXPIZ\nYf9tSH+1w9EEnWyXeuHZazW8fJ9+8t3BcnW92fcq43zQ/oXvP36qF5Jl8jQ1Ba9RxsTOmRcryV5D\nZoP12ueLa4tlnH322VNleCHv+V0Ta7IftHO6+uqrl+7R/zHzJEm9pyGYk0AgEAgEAqNCMCctvJ2q\n7uCH2G90wUsDrrt/7sqpx7X6W7U057Xcgc8TaZASu/VYYd2UjFQasKDko3EMlEGx+ln2XceYx9Vb\nyN6vaek18Z8HjpPObU3CrZV36qmnzkQ+9cD4HJSeOE9WYlIpjf2pxT7g2Gr0XU3SZtvW14bK9pue\nUDUGpgvWNqIvNPKnXZvKxJQkZNv35bS/C/aZ0Hb3hWUi2VbOLZ9ljgFthbwIsQTXDteZsnJD3g98\nP1m2j+uCTAbXtyaItHF29H3GdW+TEAITNtgyJ+wfz3G8vHcXoc8G+6wxejQeCTBZU3x3qS2RJmm1\n5fJ9qFG8ySJZFjAwi2BOAoFAIBAIjAqxOQkEAoFAIDAqhFqnhRcESanxPihRyzUoJalhvj1DUjW6\nUlXAECM+3ku60xoJapuIWuApNbbjOLLNXj80vLu2xao21NhPx1rDpgMTapfjxXazzTXXz1oQtqZp\nehmv0fivlrSPY03anG1U41aPxue97CfHk2236qO+a4NGsMB02PjlgnT3EHdkT/3AudM51fE6VsaF\nth7Ow1C1jh1zqnVUVaFqiJrLL8eAY+WpPUpQFSjnzXMaYLmlttix4TWa5FHVdDYVgoLXMgghjYOp\n8rXrRdMPaGgGdWm2KnfPcNjW5xnfaxI/qqvUZb+GWt9XC4I5CQQCgUAgMCoEcyKwO3yV6vtAXQjV\n5bcPeM88O2xtay3UtEqjHuuibIjWayUldcnjb02FbuvlGPOcpl7X831A9suOjZc0D5hIh5QGPcmv\nxnbYsfLGmqBBXS2cuUr6amzINnoskrqQarK2IfAC4fVlW+z4lliDIdJ7H5TWyLF2x7T19R0vZezI\nTgCzaS3UYFSZSQuOCceac0lGx2MK1S1XUzvw096jAQP1nULDVdtGflcGg8+eBr3zUn2oizzdkz0X\nbmWNuEbZTzW+twa06iqsIekJLxkn61UWTVlv2x919V7NiBEIBAKBQCAwKgRzIrBSqert+0Dd0TSI\nGKUGK31o0DWV7r17KNVoADdKB54kxp18KfAU++4FMFL9LNtkpQzVP7ONyoJQsrDHVGqiVMNx9AKP\nUapR2yDPvVbDoLO+UpIue08f1+Qu9L0OmA1apokfPQldg20tB1wz1JEPgbXZKrE2i2ZOlC0aA+bt\no13nDPjF4IsMvqbvJcsSqL0ar1XJ32O1tFyWxXn02Lha6gbADyevLIHa3HG9K9Phgc8x2SUyNbXx\n1wSXBPtr3xvqhqwJYjVZIjCbsFDLILNsQyromAyxc7ynIpiTQCAQCAQCo0IwJwIreWqa+yFQjxGV\naLydsdqElFLCAxP9s+oxCVqT23tL/dCAUR6ro9d4gcHYbkozlMA1kJqVpihFaOh7ZWhsfTpOyix5\neltlLqzHgS3DMk0a5K0LNRuHeYJ/aXhtZYqAlUlKuagy5/FcuzvDSsh9GSx9Ju1vtf2gjYlK4hbK\niuqzoc+txwqr3RfXn/fOYtu0H3z/eGk0tBy9V70HvRQZHAveyzZ73n19Q8PXbOLYBvUqrJXDa/T9\nod5DFmoHs5oRzEkgEAgEAoFRIZiTCpajv/fChgO+HYPqelXiVDsMW45KBWpvYc+X+uPFBSFUd6tt\n8tgYshJkC7Zs2TJ1j2c/oqnclWHymJNS6Hlto/3OMaDEp/2zv/vEjOlrW6BjPA8bt9I2FRrSfx54\nNltjsgVZSSyin16sFCb2Y7hzzhPrs891F9OpHjf2XmUrS7CsI+dY7YvInPB5tvWoZ17JhsZ7V+pz\nq4wQ7bQsI9R3XmopBzSxpnrxWDaL13Ke1B5GmV8L2qGslmemhmBOAoFAIBAIjArBnAjsjnUeKVel\nemUyVHdpv1NC0GsJuzvXyK3U7Wq0xT72EpqG3EoOygyoNGOvVYlIbSTUA8deo7FQCI14qnXatiiT\nUovxQqlGo656Umht/vvEohk7KAlzXmqxWLpg549rktJln5grY7ZT4fiUGEjbd651Mghd8Gw3WB5j\neFxzzTVTn2edddZMOWqvoWu3K7qyB50T28/SWlEW2Hro8d2kifBYLu1G+NvGK9JxYlnKpHjJ+xax\npnQM+P6ytj6lGCVkkD3bO03YGgjmJBAIBAKBwMgQm5NAIBAIBAKjQqh1KiiFO64ZQZZoVHVd9a4p\n0YGeeoltYblsI41Qh4Qt19Dutn9Uq7AeVet4Ic41tL266doQ8WoMp+H+PXfq0hirsZrnEs1xo+FZ\nSQUFlIPVKYao/8Zg6Mb2apA8Tbw2DyxV7QUJ68IY1TlEF+VuDTepzumbwI1jZcePa5PHLrzwQgDA\n1VdfDQDYtWvX1L3ARF2pKmF1u9cAaDXonNTGgaqLkmoamHX/Zfkamp6w46rt12ePn9Z1v897uy80\n3IKn6uPc0xD25JNPnuqHpgOw/QpMEMxJIBAIBAKBUSGYkx6oBU4rQSVkDSZmJQo1FFVjK00ND0wM\nzMho0DCN0sEQ5kQNcm3bWCclMjW4s0a67JsmqGN/yJhQuvLOKVtVc+/T9is75QVhU9fkvinfS9iw\nYcPCjdiUASoFndPvwOxa9Rg7treWOG5eePO0WkJxU0IGJm6jfdMWeOEC+GyRweMzf9/73hfAJL2A\nTTOwCPZrCPh+2Lp1K4BZppXPmTXMv/HGG6fOdTEa9l2mqT44JrX33qLTJVh47CoZE86luhCPMd3C\nGBHMSSAQCAQCgVEhmJMB8EK2l1ByIVbJApi1u9Ckgfxt3fGoy+bOXV3r+oD1siwNlw1MGBNNOueF\nltbEYJoUi/dY90NKFUxqpi7FmrDM1qPuvyq127aplKafLMvWw74PZVOWC3VHJ/pIWmoL5LmUzuNa\nqeWW2uK5by/HjoR2Shqu3IPad6gtAzDLZKiN03LA9QLM2kR0gTYSVhI/44wzAEzarwzUtm3bpj6B\niS0V2QkyFkNch4eA7szKunK+2C9rAzK0DXb+lKWkfQfTeezdu3euOhYJjgGZNGVtNaCbh762Svdk\nBHMSCAQCgUBgVAjmZACG7MZVctLfVqLidzIl/CRTwl20F5JZJZQh9g9kNijxsT6rO+c1XoA2/U2p\njf0hG6IMSi2xIKHJ+6xkq1b9pXmx9fBalleSWqzE0keaTim5AbSG2PwsEqUQ5NaWQe2USiCrBQA7\nduwAMGGaGEqd9VFytfeQBeC64LrieNkxUs8uYtOmTQAma8myWCyfn2qjo2ntLRbB6tSggQf7wjIn\nynpxvNROygtBz/WtSQIXYR9lGVxNSbFnzx4AdbZxOSkcFFzDHGeuE2uHc6xRWofK+IbNSR3BnAQC\ngUAgEBgVgjkZgCF6aV5LyUVjiViJhpIkJRKNYaL2KsBsinANU896LAtSCvHM+pW5sW2hhMQyyLZY\n6bfkKaLj5iU9pOSln14MGI07U/LosVJoiVFQRsVK/tRf17Bp06Yl9sqONSXI4wWuFfUAA8rSM+fr\nu77ruwBM4moAk7X5yU9+EsBs+H9KrOeee+7SPZRq+cnyWI8N/X/VVVcBAL75zW+6/SCsXYeyapzv\nvgnsFg3LhnbFLhpSBqGSthcXRG21VsIzxHsP0UNlHi/BRcwT6++bLmC50OfKrkt95ytTol6MHoJV\nCeYkEAgEAoHAyBCbk0AgEAgEAqNCqHUGQA25ai6Z6uJL6pX0n6X0SgZSNaM9DVam9DdpeBoy2vZT\nBcQ2Uq3jBctSY1bWw37YAEcaGl5VWZ4bqhrJeq7DwDR1rS7dpSBfth4NxMTyNBy2N9Z0Zy2BY61z\ncCygWa7V5btmmKgu7JdeeikA4H73ux+AaWNO0vWc9wsuuGCqfqpzrLEk1Vw0lj3zzDMBTFxf7fxw\nLV533XVT51gG16yda3WnV2NnttkzwF4J2Pnv4669cePGmazWtn28V935eQ/XtKc6UqPZ5ahO1Ijf\nPosc+y51jpeJXMtYBI6V279mTPYCPqqKTf8X1MYsshMHcxIIBAKBQGBkCOZkGejjhqhMgMeGaLhy\nlbo8d1s1UOVvSvmUsuwOnDt1NRzUpHhWAlSJS6Uoy2JQOqK0SwlPDW6tdFgKNKYGxbbvKol4AdRs\n/VqnLV/H1t7TJxDSunXrlvptx4KGeTQGnSfwmYLtsZKnl0YA6GeYqInIKKHTLZ0MGDAZJ64vfnL9\n2UBgBNcT2RRKtZ7bO7+zHF7L8WNwQWt4qIbR6ravgeiAyfzyXv6ex/WbZTAdgx2DPq793lrwWAll\nx7w0E4Q+L8thTLjeGAyO9Vo33VJoeGUUbFs5t30D1A2Bx4zxfaTvvT6pMbrq8d49GvxPgyoqSxzw\nEcxJIBAIBAKBUSGYkwGYZ4et0p3VvSrUZVh35VYqoATJzwMHDrj1WkmMUg537Kqr1rbaY/q5e/du\nANOBvCgtqTtwyTW61DcLL+y2SoUqgWi4fHut1seyNMAVMCuperj99tvd9PCagoDSNcukm7Jtu44B\n66V7s5dETVmD/7+9c9mNpFqiaDQw4CWEeDcMmPD/P4SEhABdXkIMQELqhr4DWK7tlXHS1XZ1k8ax\nJ2VX5XmfTGXsE7HDIeXngDJff/31tb5n3yyoR19hRTrfJ7N7zC3tZF8t4Ed93333XVVtw4Wrtr5A\n9MX3Ua4fom7Uw/1D+929wT7yPmO/40uT943H06Hzteh80WB3mK+9MGXK3CSwtwf2LOPCZ6gTPbSP\nk9mezpfrEiJkDkO2L1/KIcBiOrmo7/3b9MdSBF39Zs/MoAx6DHMyGAwGg8HgUBjm5Dmwl7p+BUeq\ndDLwtq7MPID0h8BiseWSfgLZXrZpJgCrvovasS8GVgbnznlW7ygd+7RgQaQvh+fDvjIdc+IzXAu5\n+br8m77YuqFsrgXX7LFdT58+3USLVJ0sN6w1W3akmM8+Yu06Iur7779ftn+O5/8K3r+0T59TVI61\nNSOAVd35OMF6YPFTL3OdkRW2vKnHgm3dOb19TCjDPswy9BM2ymwEyHsAfxeuYewwN7BKjrzxGM9B\n7j/PCX3n/87fw4k/YXMYz94+gXliXLBMTrqY9wP145dCwkEzu1mGOVn541DG46467TeuYW35vmOj\nuNaMq1mWjnE9ly3PPbbyIeyScA7WGOZkMBgMBoPBoTDMyS1wDoPCWzNv7fa4z6iDlYUEOs97azms\ndDr23tLpE9YwfhDZN1uuWEaOvMhrfBaOVWPdi6rTebCtXbMVaRE54ukcb/hVsjSf3+f8cS0sxwpd\nxAz15Nl31WluYY+S6WJ+iPr48ssvr/XN/iVVW42PFZuX/eAaW66wCEiBJ2gHa9osmTVH8hr2FfOJ\nZZ5zzdjZV9Tn/ZxsgZmKVZqEXBczP52Ufv6effF9zz5mryYrwXj2/JU65J5lfVY6IH4GZBnuq1Ud\njK9LCEm93Nt+LnURgE7Q6KSiPDeqqj766KOqOu0Ls2T83qXtoF7m1+xmJ6NP/a5vlWIkn1+rlAGg\ni740c7ySsU9cIprvv4ZhTgaDwWAwGBwKw5xcAJ06IFaAfRp4a86zaJcxi9C9cVOGehxps9IfSFAf\n59Rme7I++wkQHdRZdbYMuNYMQPYbmDHpIhJsvax0TzodDWCLp4tEuEkZtupvtoHz9rS26RMWLOuR\nY6/qrUJb91ij9DHnzOtDWVv5Oa+db0TVad4cudL9Zh8a+1R1bVMfFnMyHWZKnFjNUUFuK+HEk13S\nSBIzuo+dppCZOepY+TLkePb8lTrkvWMlZ98rfrZ01/j+9P7rIm/MyPDJ79kejAjtwiZZByfnhjnh\nvqE95szRb8n6eT5XzFoX0WadIOZ6j0Wz2qv1izqmwwxep4xtnHPNQ8MwJ4PBYDAYDA6FeTkZDAaD\nwWBwKMyxzh3QiSGtRMUcRpb0pJ27ViG/eQTg8EkANXnOsY773Ak3QXFy9APFe5vEVIyrOwoyvd6F\ngQI7dJp270SOupDkqm0ys5zzc+byr7/+2kihV20pZPrkhI1JAXN0wTpwnANVTtk8duOYzc7IdpQ1\nnZ99oD6ocNYaCrtqS/HTHvVapr9qe9zmZIS5Dyjv9WfPW2Ctanuc4vvFzsgJnC5pl3lyP3LMdpzk\n6ILx5XyxZqsjtBW66/nOIoadyFyGfye4xvsvnx/eMw7nZx7SiZvvcESlDta4S1nBeOgrc81e8jOt\nc2y3FL3D4BPeq3Y+tWNsSh1YCJO5p+/MRT6b/Vw656iGa5iv20gD/NcwzMlgMBgMBoNDYZgTIS2z\nm954O2coynRJx6q2lmFeuxKiok+E62UZC/44hG/PcqMvlO0k3C3CdptEYmYnOpnvzvpMdGnvHUZt\nS2Wvr6ukX2k1reTxE6+88srGMqvaJkh03yy0VnViB7CeGBffM39ZBodEfnPSPurKeYUhWTkfd07b\nFvlzYreOEbRzqxmIZDbspGiRLcogGJh9cuJKh/5mnxxGShn6ylxbzDD7CGPi9Aa5Lvy9ctpdIefc\ne9TWdcewWjDNdfn/vM6Ot+wph+t2rCnfsR/5ZK5ybmjHc2/20muV11gugD7CoOTeMrNp4UI/n5J9\noozn2sKZ3bPmecKCzRS/iKSI9w3DnAwGg8FgMDgUhjmp62nv8w0fC/Om87+0Pny2awsNayCtbFuA\nTuvOm3y+nfOGjZXIpxN/pZWDVU1Zn9FjNaalSZsWzuosNLMEfvvvBKEs824Buk74aRU6THudLxDz\n7URdtnC7s/E9vPnmm1d15JraH8Dy/LSXVpqTA5qN6NKzm2liPn/44Yeqqnr8+PG1OrIPBnuWOlOM\njXnz5zmwbwb9TxaEe4xrzRZ1TJPP/f19J2xFPYzRPlQWg8t67GvicOpu/e9iAZspcVoL+zFlmduA\nOehE5bK9HKeZBTMIPHO6hJR+hpk56QTsLBDH3JjlZP/kb2Zcb/LxS5gFWSUSvS2eRzzzoWCYk8Fg\nMBgMBofCMCf191uwfTeqTm/0z+M5vfJlsHx9F0nis16fnadVspJcxpLAukHwqupk8dkaJQma05x3\nbdMekSQ5X/azseWKlZXMiQW6bF1j3eR88Z3nzb4mOV8+K3a0jBMC5nj2LKo///yzjRYxQ2LmhM9k\nTtyOBcGw1Dt/COaR9f/888+vtZNn8Bac45MoHfqRrAxM3Iqt2ANzijXbRU6xB70XLdnfieQ5KseR\nbHn/svcc/WO/ry5ig3byt6o+ysPt3QYr/wP7gnQ+UXeRQ18lK+T7TnTS/ii2/DsmgLmxD8oqGi/b\nMWtq36Rsz/t99Tzn92R5HEXoKKRLyc1fioH5L2GYk8FgMBgMBofCMCf199uqvb6r9nUSbovuTdvn\n07w9Y92Z4ajaJlqzJeGz4KqT9gIWMvURBYRlnv4Eli23j0tadSvriU8S6KXl4mgdMyYgrafVea/l\nvLOMrTKX7azPc86i//jjj6v1ScZpZc2vPqu2VhlzY+2KLiLGkV3oeOxFi9DeL7/8cq09WJKcP357\nHv0cYN8Z+pisAkycUzjgl2K/i/zOGi/2S8hxODLNflLMZ8egcn84Osz+ZFV3my9gBtBMF/OXe41x\nvQg59K4u5saaQHvRfY7CcV87mXxgXyezIE7rUbX2hzkHqzW4tA7JJPzbYpiTwWAwGAwGh8IwJ/9g\nT7XUjMZtgEXRRUrYX8BKhlhsWZbfYFdIZOY3cNiSqhNDYi0U62sk8DtwVEiXjBALH6uJtrE6sDbS\n298qlNbGYF265Gasi61Trj1HY8JRVcmS2E+kw19//dVqKzCnq8R4nWbEKloBK5D5y7nwWtrCo0+w\nCFXb5IAwafzP+iV70EXwnAv66CSVOQ5+o03mD7+SPX0grmWvMJ6OtaB+/ApWfj65dxzJ57Xt/IdI\ndnkJC7tTL05098YlGROeGx2TyDyt7rmOEaD8Sp+o02Ax7KvmftyGJdmDGZthOl48hjkZDAaDwWBw\nKMzLyWAwGAwGg0NhjnWEpGEto3wXqtShqkkB+7iD45CVNHNeC9VMGVPQOR4cYC1+RF0cAXTiZXZi\ng4ZP+tTHUg6/g0rPIwYf69AnH7ckRe/waTvUdRLTpntX6QU67DnEVu1LgbPOpsS7xGuW2ea3lex2\njsfHfDi5Wma+anukQd84uuHaDEP/4IMPdudgDz4msmBg1Ta5HMdHe3L//G0nV/abpfDzN4cOW8Qr\naXunEfAxrEXmsp1LHC+sRA1BJwJ5CTBeHzNnG/TJju2UcRh5lneyRacbsGBilnVYt6/Ne+So4bnd\nEfLghGFOBoPBYDAYHArDnAj5Bmt540vAYmNVWwvW1o8dSvNafsPqddrxdD61ZYz1YenuLvTSzqed\ntWjp/GR6sp10HDUr5RDPLiTSYmur9ekSGHaOr6syoBPXAq+++mobjmyxL8Zhx+jOadOh2PTJjEDV\niQUxG0K9sAYpFQ+DBqNhZ9RO8IxEbneBw9IT1I8jKdYzzpj8n87JdoZ0yK/HU7UNcbUYX5fEkf3q\nkHHCn5nPdBbuUigYuXeeB3uS+Jd4VrFnmUfG2SV3dPJIJw9l7ghtr9oygOxVPx+cwiDrtXO/n51Z\nhj1l2QVwF8G6uyD3sqUAjsr2vEwMczIYDAaDweBQGOZkB3cR71nB0szZjlkCLIjOhwILzxLWWDKE\nU+ZZLxar08+7jmQKsKqpFwu9SwLGb2aHLEWeVgH1wrJYhpq5yT7ZArJwlq3hvJZ6V/Lrnb/N3jn+\nRx99VP/73/+q6nqiwJz3bJf5NKOS/WcObGEyhgx774TGEvTpu+++u/oOfxSLXTk0N8dA27BvZsVA\nJwh2DlgPrHXGRf89Jwn2BtY0TAZ7K9fFrNSKtUxGgHWxRQ+jQN9+/PHHqzL2oenw1ltvbe6nPdwl\nieDzAAaVObDfUrdneZasUlfkc4L1cWi5RQi5LsvSFzNpFmxjj1ed1sAMtH0Ku7116ZDkqm2ywqp9\nf6yHimFOBoPBYDAYHArDnOzA4lt3kaIG3bmmBeCw9LAisQjTgjcDgwXmyAUYlKwPSwTr18xDWmi8\nwTvhm89+s01L2+8lKAOO2nGyri6pHvX63LtLvmhmybAfTtX2PLvD+++/f22Owccff1xVJ+vP/jGd\n6B9+PMw188knfc9op9tYduwvR014T+X+9x5xGb7fi36yL0v2HTZilYZhD04g5/uHec0x8Zul7p2e\nIftrXxPGgwBi9pV7a28+Hj16tJHP34Ojj/b20m3g6D32rqOU8n5g/lLssWobgZj3vqOd7GfB+PjM\ntWD9zMLSj0600ZL+9uHai9S6JJzEsot68vgeMoY5GQwGg8FgcCgMc1J/v8F2b8tY5i/iLbZLS+6z\nUTM12Q9bWlzbSZwDW8SWCO+0P5gX2AF77Hdn6j7Pd/vZN7cJM2PP/c5PxSnlbZFnO1hfK0ucvuYc\nd/4uxhtvvFGffvppVV3XBaEs1qfT3FvLJMdIH1gXn80no2EG43mwkgl39EReu2IPzzkj37tm5cNy\nG7BXmb9ccyz8LiKpat8XiH3HmmKlw7pkXZ0miPHs2bONH8feOtrnhWvvwpxk/9h31OcxrgiTAAAO\nUElEQVR959QCVVtNEp4H3MfMdz4nHDXoCENrmOQ96Wg3rx/3fI7L0VtEhvlZ1iVLvSQs1597zHo7\ng2FOBoPBYDAYHAzDnJyBl+U57TdqJ79LtmUVmWJWoYtYsRIpVk/nY+GoHOs25NxYpdGWURfBYLbD\nrFGnE2G2xn4pHWt0U0I0LLFsj7/3Ev89efJkY0lXbZPpMTdmhHJ9zCJxja3TLsGcfRcuYf3dF9VK\n+yyYFUlL3yyorecu0gu/Kj4pg69JxzR12jdGpxeSUWRm7qw23EWTnbtmtuKrtpF49IV2O38IvuOT\nKBmYMFiS7BfzuGIzWb/c5x4frBj3GeNh3vNZyRo4gaaZSuq4hG9hYqXZlM8iP18vqfR7XzHMyWAw\nGAwGg0NhXk4Gg8FgMBgcCnOsUzdToS9bEMf94bggQ3wdRutjkD3BJFOxPvLI9le0d+dY6jA+i8t1\nYnJuxwJuFmbK8g5j9dFQJny7iartjn3o901y4dDTGbLKcYvl5b1uSd9ChTssE3qbucnQZdPZjHkl\nZpfX+uhvFdKZ5fnkCONIDnz01ykR8viE+bdImI85ci35mz3I/OMI6yO8bHsvlLgTeutSILD+HE/x\nPePskojelNCyWzd/5xDt2yAl/UEKpN0WThDK/91xiFMTGBZofFGwtEIn2eAjoIeMmYHBYDAYDAaH\nwjAnB4TDNrswM6cG7xz5qq5bAxbdWoU7JsvAtTAYdv7L9mwRuN+dZUL9llBfhUpXbcWbgOvI9lZW\nk51200rs2I2uPO0m02ARPCdEo50udJm+4kzI/05nkG06lPP999+/9nvOJ9dQL1bnHuPA31jplOVa\nmKFOMMsMDWvZOVPjhPk8obVmPzwn2Q6slO8t9hK/M/dVpzXiWix/O1Ym67G357NeO7bnnoYpYZxO\nHtntTztPrxLJXdJx+t+A2ZxOmuFcdA6ql4STmoJkg/2sfFmpCo6MYU4Gg8FgMBgcCsOcHBh7VqMt\nnk7mveq6NWeRIawsh152Fq1TkXchbw7ltd9LJw9tloP6LTTVsReUsfDchx9+WFXXrSnPlxO82Ucj\n+7ZnXb722msbefmqre8H1zDXWH7d2TLzvwqnzj5ifeGv4qR0/J6WpsNp7avRMVNm3Rx63bE6ZjZo\nF3+cLtzTgnfUscdAmOnpJOgBfXF4KeHgFuzK+p3Y0mJ/OXbme8/X6dmzZ1dzwr7v0kF4DizZnver\nfRcM2qNfGWZ9F/ZhsAb7gj1hEbqq07p1CVUfKoY5GQwGg8FgcCgMc3LPYesUdBa5U4Y7uV4nzOQI\nnr1EZbbkzHq4jizjpFh7CeVsQdoKtO9G11/7WXR+I+fIgz958qQVb6JvrA++FE6JnuMyq8KcWIwt\nQSQJbAQ+IfYn6iKXPAe0y/zlmTjXmmHyvCZT5+gw9h3td75Nlkh3pEyyBCthPd8TedbvPmDF8uk9\nVbWVN3f7jC8F1M6Jmnnrrbeufs/18TgstmYWKaN1nCaB9TG71EWMDF4szEjmvWIhzFmXYU4Gg8Fg\nMBgcDMOc3FPYmjZb0fmg2PL2tVh+aQ2vWI+OOVn5wbhsnqc64sD+KT5fz/rs62Gfhu683z4Te/NF\n26tIH8ZEHak/4rlwRIB9H7JtpyLItqqua3AwHvtXYInBCHRJ/LDW8TVAt4N2Ox0O+xpRL6xL9oN6\nzah1cu/p+5B98/7upOjxBTGj5nFWndbS+41rHIGT33kfOxqo8/3YiwB58uTJZv1y35gx4VrWtIuQ\ncnQdv618YLoIwCNp19xHOELK+7BLsGofuBetuXIfMMzJYDAYDAaDQ2Fez/6BGYJLY6U/kLgpzr6L\nBrH2AfCbeLZpdsIRHV0q7zxPr9om7Ms2HVlDHzor38nNrOZIn3IcbtsRCHvJ1rzO9m3Jsl10kfHk\nyZOrNU2GhbVEE8NzjJ8AbEVV1XvvvVdVWwVf+kEfM6KDvvEdcwC7gtXfrRMMk5V9sbpzj64YJu9Z\nrPmq05qydkQUMa7Ov2elymuGI/uSvjE5ZuZiT114lQwz7wGzQnwyTx0rYT+uDvlbF3kDQ0I7rDFz\nzBqnBe5rrP0COp0i5mmPKbwkvBZmbqwwnb+9SHTtmTH0vk822AkF/X/nD+h7/L7qz1wSw5wMBoPB\nYDA4FOblZDAYDAaDwaEwxzr/4EXTaKYHs72b2obq2wsvc9gm7XTHIT428HFPUsBQ1haCghbuQiVN\ngUJndk6nPgpy2GYnDU7/KHNTUr8cIzCt362BxbY6/Pbbb1d1pEMsfeMoAzl5h51mvziOgK73fDGP\n6RBL/R9//HFVVf3666/XynRHhcwtZZ2QrEuXcC6yvVX4NOhCr+0Y672Z+9kO0fTXwoG5tsw/8+Sj\nk07ynn1gUbyV03PW0wnBge7IJ+vMEOGqk7gg69YdvzA+ROV85OQjsKzDv90GK6faTj7AjsUOAXca\nh6rrx6AvEz5CdEqJzuGctWBP+xgrnV5XofkPGcOcDAaDwWAwOBSGOam/3+Rf9BurHe+ex8nLEuFV\nJ2tuFW7YyR87gZhF2Bwemr95HB5PtmmJe9eV4zWrco7omx3mVk5raZk61Np96hiUcxiEp0+fXjkf\npjOonYLNOFkyvupkET9+/Piq7rzGTFfVyaq0debxpYVsJu4cx9+7wCJ2zHXKpTMO99eibF09qzQG\nTqqXfbFAIBa5w4azPjuSr8Kpuz50eOWVV67q4N7MveYQVD5hRTrJf/rPd/QZpsh9z3H6GXKbZ6L3\nUBca61Byp5Awm/qyZPXtuJ99snM66NJqmGX23u6cXnkOOs3FQ8YwJ4PBYDAYDA6FYU5eMm5jnXYW\nvK0aJ9nbezv3Ga/DaTs/BVt4vOF3DNCKJfJn1ZZRsOhaZ5nYAllZqV1IsfvoM+NzxOUSv//++ybM\nOvtvMSXYkU8++WTTRyxKrsFS/uyzz65dm+tjYTbasz9J9sMhw1j8nXT7JWHGJpktJ3q07xTfZ99W\n5/T4asBk5R6CIbHvgJP4JXvIvFjQznu32wd77MPbb799tbdgQ9KngnXhN9gQ/JeYi2zX7Br1v/PO\nO1V1Xco/68hx3IVBc9k93zRfA8zq7JV9EUgmyqHlnr/Of4S5Z4859UL3THOYcXfNQ8MwJ4PBYDAY\nDA6FYU7q3/GQ7qzflQhbF7HiKAb7d5jpqDq93a/8IZzavmp7jk99WKXpC7BKkEf/YQL2RNLMgqzG\nl32xRdJJwwNfsxdx4TIr2JrKej23Tk6YbA+/YQk7sof/O38ivsPqczLE7CPWoAW6EIH79ttvr7VX\ntRXHW4kWdkwaY4TRYN1y71i0zKxe5wfh5HUrpu7nn3++KuP5h2Gi3U6+3veFWRfPZ7a95zvw+uuv\nXzEa+Z3b9TWwZPgmffPNN5sy9rvif3xPOuE4JwdcMRbZR9/zNz3LzsG/JUBmIciq035hn6yQEY4e\n+8oXLu9J7/+XJYR3ZAxzMhgMBoPB4FAY5uQAONfKSCvFZ8s+5wRpudlatxaG5carTm/3nLdjVdBO\nJ6Vu7/uVTH7+5mR3jK+TE+dvzuId2bE3dkde7J0Dn5PSoGNNcjyOPKBPaKIke9D5lFSdrF0s6LSk\nmS/7llAvbMhPP/10VYZr8F1gDX3Gn/oS9Bc/FV/rFAJVJ2uS35zMr9O78fqbHekSotmPyFZnF0XF\nXuc35rTTtnGUDn1gH/OZ4+kihYw33njjik2iz3k/MXZ+Y03pe5dyAZ8VypotZY7Yt7n/HAW3wh4b\ndB9l183SZnQQvmErvyLWIp+7fs5yjSMsOyaca8fnZJiTwWAwGAwGB8MwJ/cIaZXYC95aKN25JlaS\nfRfsc5OW+0rdEKs7r4XJ4HzWmiv2Qajaqp+uLOU9K9t12E8h/15FFLmOrH9PZyGt8r3frfrqZHJV\nW40D+uhz/SyD34Gjj2BMGE+yLVji/s1WbyqUwt6YybKPQ+436k8GJvvYRcSYcTBbkfXDxFAPe4dr\n7O+T/XfEEnuX9UoGw1EsjmpyAsqcn47pAe+++26rXWOYoXHSzy+++OLq2q+++qqqTkkdAX1kXI4I\ny++YE9aA9YM12Ivmuo/MiZ8X+UzrfN2qTs/FLpkp88O8cQ3PADNxWYY9NDonw5wMBoPBYDA4GObl\nZDAYDAaDwaEwxzr3HFDYloF3MrT8m2tdpjsOof6VY2fnuOXfoKOhi5P+huqkDHS0j6mS5rTTpK+B\nIs2+dQndcuym7Ku2EuB3AXNgujaPjCySRwisUxQkhcxxRCYDrDodyfzwww9Vdd1hjzJ2ULUcfNL3\n1L9Kguey/tv9ruqPABy67nnrEmb6eIX5647cnD7AdTkZXY5xJTngY5asZ2/vvPbaa1dz34mwrQQP\nOV7hSC/3+eeff15VpyMFHKHdd9rL/e77iUSDTimwJ4p2xGOdlbCZU1b4CLHqdH/6ucH8dnIFDof3\nveFw/+wD2EsY+VAwzMlgMBgMBoNDYZiTew4sIjvLWf67ai1SZufTtAZsbVCfHbiyD8ChndSfjpYO\npcRioKxlnbOeVfid+5j13YQMo76kbDbOhh988EFV9VLn4Mcff6yqk+WK9cZcpXUNM8Ka4dzqEF8c\nmPNa6nPKANrtHB9hIxwWaYfWqq2zrMPRuzVhrMyPQ7KTAYBRsLS9Q3A72OL1fOV+cz/pI2OFhUiL\n+xyW4dVXX93s5dx/Zsp8bRfqjsMr9diZlu87h3bm06wSY+nWy47RR2FOch/aMdoMqx1Usyy/WZiO\nTxxjuySjFu9jHTv2jr9Zg5Wg5UPCMCeDwWAwGAwOhUdHedP9t/Do0aOHPQGDs/Hs2bNrNNLsncG5\nmL0zuA28bx4SHvzLyWAwGAwGg2NhjnUGg8FgMBgcCvNyMhgMBoPB4FCYl5PBYDAYDAaHwrycDAaD\nwWAwOBTm5WQwGAwGg8Gh8H/cSR5Ym2g2cAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x115e40d50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAnkAAAE6CAYAAABqLUT+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAUUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1162b3c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Borrowed from here ( http://scikit-learn.org/stable/auto_examples/decomposition/plot_faces_decomposition.html )\n",
"# Some modifications included.\n",
"\n",
"\"\"\"\n",
"============================\n",
"Faces dataset decompositions\n",
"============================\n",
"\n",
"This example applies to :ref:`olivetti_faces` different unsupervised\n",
"matrix decomposition (dimension reduction) methods from the module\n",
":py:mod:`sklearn.decomposition` (see the documentation chapter\n",
":ref:`decompositions`) .\n",
"\n",
"\"\"\"\n",
"print(__doc__)\n",
"\n",
"# Authors: Vlad Niculae, Alexandre Gramfort\n",
"# License: BSD 3 clause\n",
"\n",
"import logging\n",
"from time import time\n",
"\n",
"from numpy.random import RandomState\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from sklearn.datasets import fetch_olivetti_faces\n",
"from sklearn.cluster import MiniBatchKMeans\n",
"from sklearn import decomposition\n",
"\n",
"# Display progress logs on stdout\n",
"logging.basicConfig(level=logging.INFO,\n",
" format='%(asctime)s %(levelname)s %(message)s')\n",
"n_row, n_col = 2, 3\n",
"n_components = n_row * n_col\n",
"image_shape = (64, 64)\n",
"rng = RandomState(0)\n",
"\n",
"###############################################################################\n",
"# Load faces data\n",
"dataset = fetch_olivetti_faces(shuffle=True, random_state=rng)\n",
"faces = dataset.data\n",
"\n",
"n_samples, n_features = faces.shape\n",
"\n",
"# global centering\n",
"faces_centered = faces - faces.mean(axis=0)\n",
"\n",
"# local centering\n",
"faces_centered -= faces_centered.mean(axis=1).reshape(n_samples, -1)\n",
"\n",
"print(\"Dataset consists of %d faces\" % n_samples)\n",
"\n",
"\n",
"###############################################################################\n",
"def plot_gallery(title, images, n_col=n_col, n_row=n_row):\n",
" plt.figure(figsize=(2. * n_col, 2.26 * n_row))\n",
" plt.suptitle(title, size=16)\n",
" for i, comp in enumerate(images):\n",
" plt.subplot(n_row, n_col, i + 1)\n",
" vmax = max(comp.max(), -comp.min())\n",
" plt.imshow(comp.reshape(image_shape), cmap=plt.cm.gray,\n",
" interpolation='nearest',\n",
" vmin=-vmax, vmax=vmax)\n",
" plt.xticks(())\n",
" plt.yticks(())\n",
" plt.subplots_adjust(0.01, 0.05, 0.99, 0.93, 0.04, 0.)\n",
"\n",
"###############################################################################\n",
"# List of the different estimators, whether to center and transpose the\n",
"# problem, and whether the transformer uses the clustering API.\n",
"estimators = [\n",
"# ('Eigenfaces - RandomizedPCA',\n",
"# decomposition.RandomizedPCA(n_components=n_components, whiten=True),\n",
"# True),\n",
"\n",
" ('Non-negative components - NMF',\n",
" decomposition.NMF(n_components=n_components, init='nndsvda', tol=5e-3),\n",
" False),\n",
"\n",
"# ('Independent components - FastICA',\n",
"# decomposition.FastICA(n_components=n_components, whiten=True),\n",
"# True),\n",
"\n",
"# ('Sparse comp. - MiniBatchSparsePCA',\n",
"# decomposition.MiniBatchSparsePCA(n_components=n_components, alpha=0.8,\n",
"# n_iter=100, batch_size=3,\n",
"# random_state=rng),\n",
"# True),\n",
"\n",
" ('MiniBatchDictionaryLearning',\n",
" decomposition.MiniBatchDictionaryLearning(n_components=15, alpha=0.1,\n",
" n_iter=50, batch_size=3,\n",
" random_state=rng),\n",
" True),\n",
"\n",
" ('MiniBatchDictionaryLearning (Positive Code)',\n",
" decomposition.MiniBatchDictionaryLearning(n_components=15, alpha=0.1,\n",
" n_iter=50, batch_size=3,\n",
" random_state=rng,\n",
" transform_positive=True),\n",
" True),\n",
"\n",
" ('MiniBatchDictionaryLearning (Positive Dictionary)',\n",
" decomposition.MiniBatchDictionaryLearning(n_components=15, alpha=0.1,\n",
" n_iter=50, batch_size=3,\n",
" random_state=rng,\n",
" fit_positive=True),\n",
" True),\n",
"\n",
" ('MiniBatchDictionaryLearning (Positive Dictionary and Code)',\n",
" decomposition.MiniBatchDictionaryLearning(n_components=15, alpha=0.1,\n",
" n_iter=50, batch_size=3,\n",
" random_state=rng,\n",
" transform_positive=True,\n",
" fit_positive=True),\n",
" True),\n",
"\n",
"# ('Cluster centers - MiniBatchKMeans',\n",
"# MiniBatchKMeans(n_clusters=n_components, tol=1e-3, batch_size=20,\n",
"# max_iter=50, random_state=rng),\n",
"# True),\n",
"\n",
"# ('Factor Analysis components - FA',\n",
"# decomposition.FactorAnalysis(n_components=n_components, max_iter=2),\n",
"# True),\n",
"]\n",
"\n",
"\n",
"###############################################################################\n",
"# Plot a sample of the input data\n",
"\n",
"plot_gallery(\"First centered Olivetti faces\", faces_centered[:n_components])\n",
"\n",
"###############################################################################\n",
"# Do the estimation and plot it\n",
"\n",
"for name, estimator, center in estimators:\n",
" print(\"Extracting the top %d %s...\" % (n_components, name))\n",
" t0 = time()\n",
" data = faces\n",
" if center:\n",
" data = faces_centered\n",
" estimator.fit(data)\n",
" train_time = (time() - t0)\n",
" print(\"done in %0.3fs\" % train_time)\n",
" if hasattr(estimator, 'cluster_centers_'):\n",
" components_ = estimator.cluster_centers_\n",
" else:\n",
" components_ = estimator.components_\n",
" if hasattr(estimator, 'noise_variance_'):\n",
" plot_gallery(\"Pixelwise variance\",\n",
" estimator.noise_variance_.reshape(1, -1), n_col=1,\n",
" n_row=1)\n",
" plot_gallery('%s - Train time %.1fs' % (name, train_time),\n",
" components_[:n_components])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment