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@vatsan
Last active December 17, 2015 14:29
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{
"metadata": {
"name": "Python awesomeness ;-)"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": "\nThanks for coming, in today's DS talk I will share some cool things I learned at PyCon-2013 - the annual convention of Python developers to discuss and promote Python\n\n"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "-----"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "# Agenda\n\n* ### Brief overview of Python\n\n* ### IPython Notebook\n - Data Science story-telling\n - Plugging in inline plots and code\n\n* ### Computer Vision with SimpleCV\n\n* ### Export and Share your IPython Notebook\n - Gist\n - NBViewer\n\n* ### How can I get started ?\n "
},
{
"cell_type": "markdown",
"metadata": {},
"source": "---"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "## Python - Crash Course\n - Created by Guido Von Rossum in the Netherlands, used to work at Google until recently when he was hired by Dropbox.\n - Python 1.0 released in 1994\n - Python 3.3 released in Sep, 2012\n - Most programmers still use versions 2.7.x as 3.0 and above are not backward compatible with previous versions.\n### Philosophy\n - Zen of Python."
},
{
"cell_type": "code",
"collapsed": false,
"input": "import this\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "The Zen of Python, by Tim Peters\n\nBeautiful is better than ugly.\nExplicit is better than implicit.\nSimple is better than complex.\nComplex is better than complicated.\nFlat is better than nested.\nSparse is better than dense.\nReadability counts.\nSpecial cases aren't special enough to break the rules.\nAlthough practicality beats purity.\nErrors should never pass silently.\nUnless explicitly silenced.\nIn the face of ambiguity, refuse the temptation to guess.\nThere should be one-- and preferably only one --obvious way to do it.\nAlthough that way may not be obvious at first unless you're Dutch.\nNow is better than never.\nAlthough never is often better than *right* now.\nIf the implementation is hard to explain, it's a bad idea.\nIf the implementation is easy to explain, it may be a good idea.\nNamespaces are one honking great idea -- let's do more of those!\n"
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "print 'Hello World'\nimport antigravity\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Hello World\n"
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": "## Data Types"
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Integers\na = 2\nprint a**10",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "1024\n"
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Floating Point\nb = 2.0\nprint log(b)",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "0.69314718056\n"
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Strings\nst = 'Quick Brown Fox Jumps Over the Lazy Dog'\nprint st\n#Slicing Strings\nprint st[0:5]",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Quick Brown Fox Jumps Over the Lazy Dog\nQuick\n"
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Splicing strings\nprint st[:5]+st[11:15]+st[30:]",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Quick Fox Lazy Dog\n"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": "#String indices can be negative - in which case we count from the last element\nprint st[-4:]",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": " Dog\n"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Reversing Strings\nprint st[::-1]",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "goD yzaL eht revO spmuJ xoF nworB kciuQ\n"
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": "# Lists\nlst = [1,2,'hello', 3, 4, 5.0, 'world']\nprint lst",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "[1, 2, 'hello', 3, 4, 5.0, 'world']\n"
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": "print lst[4], lst[6]",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "4 world\n"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Can re-assign list elements\nlst[6]= 'Pivotal'\nprint lst",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "[1, 2, 'hello', 3, 4, 5.0, 'Pivotal']\n"
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Tuples are similar to lists, but they are immutable\ntup = (1,2,'hello', 3, 4, 5.0, 'world')\nprint tup\nprint tup[6]",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "(1, 2, 'hello', 3, 4, 5.0, 'world')\nworld\n"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Immutable\ntup[6]='Pivotal'",
"language": "python",
"metadata": {},
"outputs": [
{
"ename": "TypeError",
"evalue": "'tuple' object does not support item assignment",
"output_type": "pyerr",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-13-1f901d0b6025>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m#Immutable\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mtup\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Pivotal'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mTypeError\u001b[0m: 'tuple' object does not support item assignment"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Dictionaries (HashMaps)\na = {}\na['name']='Pivotal'\na['address']='1900, S. Norfolk St., Ste 125, San Mateo, CA-94403'\na['num_employees']=1200\na['love_python']=True\nprint a",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "{'num_employees': 1200, 'name': 'Pivotal', 'love_python': True, 'address': '1900, S. Norfolk St., Ste 125, San Mateo, CA-94403'}\n"
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": "#O(1) look-up\nprint a['num_employees']",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "1200\n"
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": "#List all keys\nprint a.keys()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "['num_employees', 'name', 'love_python', 'address']\n"
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": "#List all values\nprint a.values()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "[1200, 'Pivotal', True, '1900, S. Norfolk St., Ste 125, San Mateo, CA-94403']\n"
}
],
"prompt_number": 17
},
{
"cell_type": "markdown",
"metadata": {},
"source": "---"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "## Data Science Story-telling"
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Exploratory Analysis\nimport pylab, matplotlib as mp\nfrom random import random\nx = [random() for x in range(1000)]\npylab.hist(x)\npylab.title('Histogram of random numbers')\npylab.show()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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LS96ZzhW8c49Y6uv5azERXe7SA+Bly5bZva1eX11jMBhQVVUFAKisrISfnx8AICgoCGVl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\nAXFh3SZC6wAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Scatter Plots\nx = [random()*10 for i in range(100)]\ny = [random()*10 for xval in x]\npylab.scatter(x,y)\npylab.title('Scatter plot in Matplotlib')\npylab.xlabel('X value')\npylab.ylabel('Y value')\npylab.show()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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OAq9atZoePfqh0QSQlnaNH36YRbduXZSOJT1HZAdQwMTGxuLjE0BaWhz/3ADk\n6tqGOXNep3379sqGkx5z584drly5QmBgIF5eXlkfIEk5IGcB5RFJSUls3ryZDRs2EB8fb7V69Ho9\nD5aDiErfYsRsjsTd3d1qdeZXBoOB3r0HUqxYGSpXrs/+/fttnsHT05Pq1avLxt/CNm/eTJMmbQkL\na8fWrVuVjpOvyDMAC7t79y41azbi77+dAQecna9x6NBuq92V+emnXzBp0vckJXVCp9tH9eqO7Nix\n/pF1gZKTk3FwcMizg6TPQgjB3bt30ev1T73b+LXXurF5cyrJyWOAk+j1gzl58oB8gHo+t3nzZtq2\n7U1S0ueAwMlpOGvXLiQsLEzpaDaXq7bzmeceWVgejJQjb7/9gdBq3xRgFiCEnd3Hon37Hlatc8uW\nLWLs2HFi7ty5IjU1NWP7n3/+KYKCygm1WiPc3HzE5s2brZrD1qKiokT58rWEVusmNBonMWHCZ0/c\nz2w2C3t7BwFxGdNGnZz6iNmzZ9s4sWRpjRu3EbDwoenA80RYWDulYykiN22nfBSPhV28eI3U1Hb8\nc03eZGrIpUuTrFpnWFjYY594TCYTjRu3Ijp6ONCP+/f30K5dOyIijuHn52fVPLbSuXM/IiJewmjc\nB0QzeXIDatSoTLNmzR7bV6Nxwmi8BbgAoFbfRKfT2TawZAWPn9U+j2e61iLHACysYcOa6HQ/AolA\nCo6O39GgQU2b54iOjubevUTgDR78kTTA3r46x44ds3kWazly5ABG42AevD9fkpM7cvDgwcf2U6lU\njB//CTrdy8CXaLU98fa+Stu2bW0dWbKwoUPfxMlpGLAAmI+T00cMGdJf6Vj5huwALGzo0Pdp1cof\njcYbjaYwDRqYmDx5rM1zeHh4YDIlAJfStySQlnY2Tzw20lKKFvUHfkt/ZcTJ6Q/8/f2fuO+HH77P\n0qXTeOut63z8cSmOHduLs7OzzbJK1tGsWTNWr55H06brCAv7lbVrF9K0aVOlY+UbchDYSuLi4jCZ\nTIo+QvDbb//H0KHjUKmaAAfp2LExc+fOUiyPpe3fv5+wsNaoVLUwmyOpUSOQrVvXyIeMSwWSvA9A\nesyxY8c4fvw4gYGBz80iYQ+Ljo5m3759uLu707BhQ8WfimYJP/+8munT52JnZ8eIEW8XyBktUs7l\niw7g3r179OvXjzNnzqBSqZg7d+4jSxfIDkAqyFat+pmePd/HYJgKpKLTfcj69Ut46aWXlI4m5XH5\nogPo2bPe8+RFAAAgAElEQVQnDRs2pE+fPhiNRhITE3Fz+3fpVtkBSAVZnTrN2bevH9Aufcv3tG79\nG2vXWn75aOn5kpu206YXS+/fv8+ePXtYsGDBg8rt7R9p/CWpoFOrVYDxoS3G9G2SZHlZdgDnzp1j\n4MCB3Lx5kzNnznDy5EnWrVvHxx9/nOPKrly5gpeXF7179+bEiRNUq1aN6dOnPzYfe+zYsRn/Dg0N\nJTQ0NMd1SVJ+9NFHA+nUqT8GQyIPLgGN5YMPVisdS8qDwsPDCQ8Pf6YysrwE1KBBA6ZMmcKAAQM4\nduwYQgjKly/PmTNnclzZ4cOHqV27Nn/88Qc1atTgvffew9XVlfHjx/8bSF4CkgqI5ORkNm/ejMFg\noFGjRhlTdLds2cKMGfOws1MzbNhA6tWrp3BSKT+wyiUgg8FArVq1HqlEo9HkPB3g5+eHn58fNWrU\nAKB9+/Z89tlnuSpLkvKzhIQEatV6iWvXHAFv1OoP2L17M5UrP7iT+Ul3M0uSpWV5I5iXlxcXL17M\neL1q1apc30xUpEgR/P39OX/+PADbt2+nXLlyuSrreRcdHc22bduIiIhQOopkBTNnfsOlS8VJSNhN\nQsIq4uIm0b//EKVjSQVMlh3AN998w5tvvklERAS+vr589dVXzJ49O9cVzpw5k27dulGpUiVOnjzJ\nyJEjc13W82rjxo2ULFmRDh0+pWrVUEaOHGuzuuPj41myZAnz588nOjraZvUWNNeuRZOSUot/17Kp\nRVTUg2W9d+zYQenS1fH2DqZnzwEYDAbFckrPt2xPA01MTMRsNuPi4mLdQAV8DMBoNOLu7kNi4q9A\nbSAGna4Ke/b8QtWqVa1a9507d6hSpS6xsS8ghAv29rv5448dhISEWK3OI0eOsHv3bry8vOjUqRNa\nrdZqdeUlK1asoE+f8SQmbgc8cXDoR9u2GkaNep+aNUMxGOYCpXF0HMGrr7qyfPk8pSNLeZxVxgDG\njRuXUfDDd5F+8sknOU8oZSk2NhajUfCg8QcojL19DS5dumT1DuDTT6dw82Yj0tIenOGpVDMZNGgE\nO3b8YpX6li1bTt++gzEaO6LR/MqMGXPYu3frM3cC0dHR/Prrr9jZ2dGmTRsKFSpkocSW06FDB06c\nOMsXXxRHCEHdumF8991ifvjhB4zGLkArAJKTv2P9+pKA7AAky8vyEpBer0ev1+Ps7IxarWbjxo1E\nRkbaIFrB5OnpibOzHliTvuUiRuMflC9f3up1X79+i7S0ahmvhajGX3/dtFp9Awa8h8HwK6mpM0hM\n3E5ExIMxpmdx/vx5ypatynvvhTNo0EbKlq3KX3/9ZaHElqNSqZg0aQxJSfHEx8eyY8c6XF1dcXZ2\nxt7+4bw3cHKy7lm3VIDl9AECycnJokGDBjl+8EB25SLSc+fAgQPCw8NXODsXFw4OruK7737I0fH7\n9u0Ty5cvF+fPn8/RcXPmzBV6fWUB0QLihZNTKzFo0Ic5KiO7zGazsLPTCEjMeJiHo+MAMWPGjGcq\n95VXOgqVakpGmfb2w0Tfvm9bKLX13b9/XwQGlhVa7esCJgqdzk/88MMcpWNJ+UBu2s4cH3Hnzh3x\nwgsv5Lii7JIdwAPJycni/Pnz4t69ezk67s03Bwu9vrhwcWkrdDovsXTpsmwfazabxbBhHwt7e0dh\nZ6cV7dt3F0lJSTmNnm0NGjQXGs3b6U/q+l04OXmJEydOPFOZVaqECtj60BOifhLNm3e0UGLbuHfv\nnvjss8/FkCHDxfbt25WOI+UTVukAypcvn/EVEhIiChcu/Myf0p4aSHYAubZv3z6h0wUJuJ/e+J0Q\njo6ujzwmMjtMJpNIS0uzUsoHbt++LXbv3i3q128uNBonUbhwgFizZs0zl/vxx+OFTveSgBgBUUKn\nqyZmzZKPfpSef7lpO7McBF6/fn3Gv+3t7fHx8cn1jWCSdV2/fh07u8qAa/qWighhx7179/Dy8sp2\nOWq1GrU6588KEkJw5swZ4uLiqFSpEnq9/on7ff/9HAYP/hB7+6JADJs3/2qx1S7HjBnBX39Fs3ix\nPyqVmrfeepe33nrzkX0iIyPp1u1N/vzzNCVKlOKnn/5HqVKlLFK/JOUnmU4DvXv37lMPtNbMioI+\nDfRZXLx4kYoVa5OUtB2oBCygSJHxREVdtPpzAEwmEx069GTLlt+wt/fB0TGGPXu2PNawXrx4kfLl\nXyQlZR9QEtiJTteBu3ejcHBwsFief36H/vu+U1NTKVGiIlFRvTCZuqJSrcXL6ysuXz6daYclPc5k\nMjFt2nTCww9SsmQAY8aMUPThR5KFp4FWrVr1qY3GlStXclSRZH0lSpRg3rxv6dWrAUKo8fAoxLZt\nv9jkITCLFy9m69YrGAznAUfi42fQrdubHDq065H9jhw5QkpKKR40/gAvYTAIzp07R8WKFS2WJ7P3\nfOHCBWJjzZhMHwEgxLskJy/k1KlTjzyXQnq6nj0HsGbNRQyGfmi1u9mwoREnT+7DyclJ6WhSDmTa\nAcipnvlTp04daNfuNe7du4enp6fNngAWEXGexMRmgCMAQrTh4sXPH9vvwRO7/gSuA/7AfiCZuLg4\nm+R0dXXFaLwLxAMuQBJG4y2r3OAohCAqKgqNRoO3t7fFy1dKQkICy5f/hNH4N+BMampXbt2qz65d\nu2jRooXS8aQcyNaF3tjYWA4ePMhvv/2W8SXlXfb29hQuXNimj3+sWLE8ev06HjSsYGf3EyEhj9+7\nUKdOHezszEBlHtzs1hJ7ezuCg4NtktPf35/OnTug1zcCxqPXN6FZs4YWv9s5Li6OOnWaUqJEFQIC\nStO+fXeMRmPWB+YDJpMJlUoN/HPDngpwxGQyKZhKypWsRom///57Ub58eeHm5iZCQ0OFo6OjaNSo\nUY5Hm7MrG5GkPMhsNos+fQYKR0dP4excUvj7lxGRkZFP3Hfq1OnCwaGw0OnqCEdHLzF16nSbZ12y\nZIkYPnyEWLBggTCZTBavo3fvgcLBoacAo4BEodM1Fp9/PjXHOQ8fPiy2bdsm7ty5Y/GMzyIsrI1w\ndGwvYIewsxsrfHyKi/v37ysdq0DLTduZ5RHlypUTBoNBVKpUSQghxNmzZ0WbNm1yni67gWQHkK9d\nu3ZNnDlzRqSkpDx1vzNnzojVq1eLM2fO2CiZbYWE1Bbw20P3I8wXrVt3y/bxJpNJtG7dRej1wcLN\nraFwdy8qjh07ZsXEOZOYmCjeeedDUbFifdGmTTdx7do1pSMVeLlpO7OcBuro6JgxsJOcnEyZMmU4\nd+6cVc9KpEcJITKWhg4JCaFJkyZKR8qUv79/tvYLCQmx6iJzSitVKphz57ZiMtUHzDg4bCMkJPuX\nuZYuXcr27VdITDzDg3GVhXTp0p+zZw9aK3KO6HQ6Zs6conQMUlJSWLFiBXfv3qVRo0YWnUhQEGTZ\nAfj5+REbG0ubNm1o2rQpHh4eBAUF2SCa9I/33hvOnDnrMBobY2//DQMGdGDq1ElKx5Ke4ptvPufw\n4ZeIi9uBEAaKF9cxcuR32T7+8uXLGAyN+GdQHV7m2rX3rZI1v0pOTubFFxtz8aITRmNp1OpJLF36\nA61bt1Y6Wr6R7eWg4cEzKOPi4nj55ZettmyvvA/gUZcvX6ZcuRdJTj4HeAB3cXQsxfnzx7L9aft5\nFRkZyZQp04mNjadLl9a0atVK6UiPSExM5MCBA9jb21O7dm2ioqJYtWoVKpWKjh074ufnl+mx69ev\np0uX4SQm/gZ4olZ/RvXq2zlwYIft3kAeN2/ePAYNWkZi4mYeDETvwdu7B7duFcwp6rlqO7O6RvTO\nO++IvXv35vjaUm5lI1KBcuDAAeHqWvWha8lCuLpWEEePHlU6mqKuXbsm3N2LCrV6hIBvhU4XKObO\nnad0rEydOXNGuLh4C612gNBq3xBubkXEhQsXMt3fbDaLIUNGCq3WRej1/iIwMCTTQfWC6osvvhAa\nzfsP/W3cFQ4OLkrHUkxu2s4sj5g3b55o3ry5KF68uBgyZIg4dOhQrsJlO5DsAB4RFxcnPDx8Bfwk\nIFnAAuHp6ScSEhKeelxaWpowGo02Sml748aNF/b27zz0x79X+PmVVTpWplq16ixUqi8z8qrVE0Xn\nzr2zPC4mJkZcunTJ6msz5UcHDx4UTk4+Ag4KiBNa7ZsiLOw1pWMpJjdtZ5b3AfTq1YuNGzdy6NAh\nSpcuzbBhwyhRokRuzlCkXHBxcWHHjl8JCvoUtVpP8eJT2bHj10yXLUhJSaFTp144OupxdNTz/vvD\nn8tLaikpqZhMrg9tcSMtLVWxPFm5fTsWIUpmvDabS3H79r0sj/P09CQ4OBh7+yyH6wqcGjVqMGfO\n13h4tMHe3pv69aNZtmyO0rHylWz/Vl28eJGIiAiuXr36XM/eyIuqVKnClSunH3sq25OMGjWe9etv\nYzLdAZL5/vvmlCr1/WMLoill7969hIeH4+XlRY8ePXB0dMz6oCfo2LE9X3/dBIOhHOCPTjeUPn26\nWTbsE4hM1hjKSseOLTh5cjwGQwhgQq+fRLt2A62QsGDp0qUzXbp0VjpG/pXVKcLQoUNFiRIlRFhY\nmJg7d66IjY3N+blJDmQjUr5iMBjEzp07xa5du6y6tv4/KlSoJ2DXQ5dGFohXX+1q9XqzY86ceUKn\n8xV2dsOETtdcVKpURyQnJ+e6vN27d4uaNZuIMmVqifHjJ1vlhq5/GI1GMWDAYKHV6oWDg4v48MOR\nwmw2Z/t4k8kkPvpotHBzKyLc3IqKMWMm5uh4ScpKbtrOLI/47rvvxO3bt3MVKDeepw7g9u3b4oUX\nKggXlxrCxaW6KFmystXv6Hz55fZCrZ6a0QFoNIPEO+98YNU6s8vZubCAk+nZzEKvbySWLFmidKxs\nGTfuU6HTNRBwS8ANodNVEzNnfqt0LEnKkJu2M8sxgDfffJPChQtb+0TkuTR06Cdcu9aI+PgDxMcf\n5OrVFxkxYpxV65w+fRKurl+i13fA2fkVvL0388knH1m1zuwwm80kJd0H/hk/UmE2lyA2NlbJWNm2\nfv0ODIYRgDdQDINhKOvWySmZUv4mR5asKCLiMmlpg3gwRxlSU8M4e3auVessVaoUERHH2LJlC/b2\n9rRs2RJXV9esD7QytVpN+fJVOXEiCEgGygHnaNQof9zcVLSoF2r1KczmlwGwszuFr2/2H7IjSXlR\nph1A8+bN+fbbbylevLjFKzWZTFSvXh0/P79Hnjj2vKlduwrHj88jObkpIHBymk+9elWtXq+Pjw89\nevSwej05cenSJc6fvwQsBmoAY/H3T6Fs2bIKJ8ueqVPH8dtvDUlNPYVKlYpO9wcTJuxVOpaUha1b\nt7Jt206KFvWmf//+ODs7Kx0pT8n0ElCfPn1o1qwZkyZNIi0tzaKVTp8+nZCQEJsuV6yESZM+oW7d\nVBwciuLgUJT69dWMGTNS6ViK2LNnD2p1M6AZUAj4iosXT5GSkqJwsuwpVaoUf/55hGnT6vD11435\n888jBf5ObCXcvXuX27dvZ2tq88yZ3/Laa/2ZOtWZUaP2U716AwwGgw1S5iNPGyCIj48XQ4cOFRUr\nVhRTpkwRU6dOFVOnThVffvllbscpxPXr10Xjxo3Fzp07RcuWLR/7fhaR8h2z2SyioqJEdHS0RWZ9\nXLlyRdSo0UjodB6idOlqeWqFyKdZu3atcHaumb48shBwXjg4OMuZMFK2pKamirZtuwmt1kVotW6i\nceNWIjExMdP9zWaz0Ok8BEQ8NOkgTCxatMiGqW0rN23nU8cANBoNzs7OJCcnEx8fn6sHhf/X+++/\nz5QpU576BKixY8dm/Ds0NJTQ0NBnrlcpKpWKokWLWqQso9FIaGgLrl/vgdm8nHPnNtGoUQsuXz6T\n55/H+sorr1Cx4ixOnGhCSko1tNrlTJ365XN/FihZxhdfTGPTptukpt4C7Nm7txsffTSGGTOevCKp\nEIKUlETgn/WWVJjN/iQkJNgqstWFh4cTHh7+bIVk1jNs2rRJlC1bVgwbNuypPW1OrF+/XgwcOFAI\nIcSuXbsKxBmAJV28eFHo9f6PrAvk5tZAbN++PdtlnD9/XtSu3VR4eweLsLDXRHR0tBUTPyo1NVUs\nWLBAfPbZZ2LPnj02q1fK/5o1ay9g6UO/+1tF1apPfzBVixbthYNDNwEXBawWen3hp66/lN/lpu3M\n9Ih69eqJ06dPP1Og/xoxYoTw8/MTQUFBokiRIkKn04nu3bs/Gkh2AE908OBBMXr0aGFn5yDgWvof\nQZLQ64uLw4cPZ6uMuLg44eUVIFSqrwWcE/b2w0Xp0lWf6zWD8pvk5GQxcOAHwt+/nKhUqb7sKNO9\n++6HQqt9Q4BZgBD29h+Jjh17PfWYuLg40bFjL1G4cKAoXbq62L17t43SKsOiHYC1r82Gh4fLM4Bs\nWrp0mdDpigh7+yHC3r6JUKk8hEo1ROj1tcRrr3XN9v/Vrl27hKtrnYc+RZmFTucnLl269MT9DQaD\n6N69v3BzKyqKFSstVq5cZcm3JT1B9+79hZNTCwHHBCwTOl1hERERoXQsIcSDBQZ//PFHMWrUx2L1\n6tU2Hb+JjY0VpUpVFi4uNYWraz3h51dKREVF2az+/CA3bWemYwC2uDYrr/9mz9tvf4jBsBaoBQgc\nHMJo0eIyHToMplOnTtn+Oer1eszm20AaoAHiMRrjM11YbsCA91m58hbJyfu5fz+SHj06UqyYL7Vr\n17bQO3vU5cuXGTVqErdu3aF16ya8++7bBe53ZNWqFSQlnQWKAJUxGvewYcMGSpcurWgus9lMixbt\n+eOPeyQmhqLXf8zAgUf44ouJVq1XCME338xm6dL1vPBCSYYMaUJgYCD16tXL9PdWygHL90PPJg9G\nUpxWqxcQm/HJXasdJKZOzdkDxoV4sB5N48athJNTEwGfC72+hujTZ2Cm+3t4FBNwJaNelWqUGD36\nk2d5K5mKjo5OX99/vIBVQqerLoYOHWWVuvIyd3ffh5bLEMLJqaP49lvllpxISUkRcXFxYu/evcLZ\nuYyA1PRst4VW6yzu3btn1frHjp0k9PrKAn4RKtV04ezs9Vxfx38WuWk7n31aj2R1L730MlrtB0AM\nsAc7u2W89NJLOS5HrVazadPPTJ36GoMG3WL27EH8+OM3me7v7OwKXM54rdVewd3dLedvIBtWr15N\ncnJTzObRQDsMhp+ZNetbq9SVl02c+DE6XWvgKzSaN/HwOErnzsqsdjl27CT0ejcKFfKhd++3UKl8\neXDmCOCJnZ2e+Ph4q2b45pvvSUxcDLyKEO+SlNSNZcuWW7XOgkQuBZEPLFs2h65d32DXrpK4uhbi\nu+++p0qVKrkqS6PRMHBg9pYhnjHjU7p27UJKSl+02ki8vI7Sp8+sXNWblQcfYB6+3KN+Lp9jkJW3\n336LwEB/1q/fio9PUd59d58iU3x/+eUXpk5dhNF4GfDm8uU3gVXAPKApdnbfERBQDF9fX6vmUKnU\ngPmh16YCd1nQmnL0TGBbkM8EzlsOHjzIpk2bcXNzpVevXri7u1ulnqioKEJCqhEf/x5mcwg63ST6\n9w/lq68+s0p9lvTP7+vz1DANHfoRU6e6AKPSt1zGza0u/v7FuX79CpUrV2PJku+t3gF8/vmXjB8/\nF4NhDCrVFZydp3Hy5AGCgoKsWm9+lJu2U54BSE9Vs2ZNatasafV6fH19OXToNz76aDw3b+6mTZtO\nDBky2Or1PqvJk6cwYcKnGI0ptG3bifnzZ+fqITdCCO7evYuzszMODg5WSJozgYF+ODltJinJzIMV\nY/7A3784p079YdMcw4Z9QOHChVi6dBmenm6MG7dbNv4WJM8AJCmXVq5cSa9eozEYNgKFcHLqQa9e\nJfj222k5KicqKoqmTdtw8eI5hEhjwoQJDB8+xDqhsyk5OZn69V8mIsKASuUH7GXXro1Uq1ZN0VxS\n5nLTdsoOQJJyqWfPASxcWB54J33LEYoX78vly8dzVE7dus04cKAGJtME4C90ugasW/cDjRs3tnTk\nHElLS2Pbtm0kJCRQr149q1/ukZ6NvAQkSTZUrJgXGs0p/l0s9yTe3jl/RsCxYwcwmZbwYBDcj5SU\n9hw8eFDxDkCj0dCiRQtFM0jWJaeBSk9lNBq5evUqiYmJSkfJc4YMeQ8fn3D0+jY4OfVBrx/GN99M\nznE5Pj7+wG/pr9JwdNyHn5/f0w6RJIuQl4CkTJ04cYKwsNYkJBgxmeKYMeMr+vfvq3SsPOX+/fvp\n9zAk07x581wNUO7du5eXX34Ntbo2ZvNlXnwxmE2bfsbeXp6gS9knxwAkixFCUKxYSaKjxwKvAxfQ\n6epz4MB2ypcvr3C6vMFoNDJ+/Gds2LCTokW9+PLL8blesiEqKop9+x7M+Q8NDbXI0utSwSI7AMli\n7t+/j5dXMdLS/l0/3cWlM7Nnt6Jbt27PXH5ycjJxcXF4eXnl2/nzb7wxiCVLTmMwjEClOoWr61TO\nnj1qsec/SFJO5KbtlB8zpCdycXHBwcER+Gfe933M5oMWeUb0l19Ox9XVk4CAMpQqVYVr1649c5m2\nJoRg4cK5GAwrgTCEGEJqauPn+hnX0vNHdgDSE6nVapYvX4hO1xo3t2bodOXp3bsdderUeaZy9+zZ\nwyefTCMt7SwpKXe4fLkDbdq8bqHUtvVgmYLUh16nYmdnp1wgScoheQlIeqobN25w8uRJihUrRqVK\nlZ65vGnTpjFixFVSU6enb0nE3t6TtLTkZy7b1oYOHcW3327BYPgAO7tTFCq0hLNnj+Lp6al0NKkA\nkvcBSBbn5+dn0SmJAQEBaLXLSE1NBbTAbry9AyxWvi198cVEihf3Z/36tfj6ejF+/B+y8ZfyFXkG\nINmU2WymdesuhIefRK0uicm0jw0bVtGwYUOlo0lSviZnAUn5ghCCPXv2EBMTQ61atShWrFiOy7h/\n/z5xcXEUK1ZMTpmUJGQHIBUQI0aMYdq0adjZ6SlWrAi7dv0q75yVCjw5DVR67q1fv56ZM1eQmnqZ\npKRorlxpQ+fO/ZSOJUn5kuwApHzlyJGjGAztAC9Ahck0gBMnjigdS5LyJdkBSPlKcHBxdLrd/Dv/\nfht+fk+/Oe3GjRt06tSbGjWaMGzYx6SkpFg9p2QZN27coEuXvtSp05xPPplA2r9Lr0oWIMcAJJtL\nTk5mzpw5/PVXNPXr16V58+bZPtZkMtGqVSf27DmFnZ0/cIZduzZm+ozkuLg4Speuwu3bXTCZ6uPk\nNIumTfX88stSC70byVru3btHmTJViYnpisn0Ik5OM2jd2o+lS+cqHS1PkoPAUp6XmppK7dpNOHvW\nhaSkmuh0i/jkk7dy9AQss9nMgQMHuH//PtWrV6dw4cKZ7vvLL7/Qvfss4uO3pm9Jxt6+EHfv3sLF\nxeUZ341kTStWrKBv3wUkJGxI35KInV0hEhPj8sRjM/OafDEIfP36dRo1akS5cuUoX748M2bMsHUE\nSUGbN2/m/HkjSUnrgTEYDLsYPXo0JpMp22Wo1Wpq167Nyy+//NTGH/55UPvDlw2MgJBTR/OBB/93\n5oe2mDPbVcolm/8VaDQavvrqK86cOcP+/fuZNWsWZ8+etXUMSSFxcXGAP//+6hXFbDan3xlseY0b\nN6ZQoVtoNO8CK9DpWtOhQ1f0er1V6pMsp1mzZri4XMDefjiwGp2uNV279pSf/i3I5h1AkSJFqFy5\nMgDOzs6ULVuWqKgoW8eQFNKgQQNgF7ASuIZG8y61ajXAycnJKvXp9XoOHdpNnz4qmjRZzqhRzVi4\n8H9WqUuyLFdXV44c2UO3bnGEhi5g1KiXmTv3W6VjPVcUXQsoMjKSY8eOUatWrUe2jx07NuPfoaGh\nhIaG2jaYZDUBAQFs27aOXr0GcetWFHXq1GXRomVWqevGjRsMHTqGq1ejaNy4DjNnTkWj0VilLsk6\nihYtyvz5s5WOkSeFh4cTHh7+TGUoNgickJBAaGgoH3/8MW3atPk3kBwElv7jhx/mMGPGPOzs7Bg9\n+l3atWuX5TGPzyCZSevWxeQMEum5lW9mAaWlpdGyZUuaN2/Oe++992gg2QFID5k7dz6DBn2KwTAL\nSEane4tVq37IcuroypUr6dt3HvHxG9O35I8ZJEIIVqxYwdatv+Hn58P777+Lu7u70rGkfCBfLAct\nhKBv376EhIQ81vhL0n/Nnr0Yg2Ea0BQAg+EW33+/JMsO4MEMkof/GPLHDJLx4yfzxReLMRgGoNUe\nZfHi+pw8uV8OWktWYfNB4L1797J48WJ27dpFlSpVqFKlCps3b7Z1DCmfcHR0AO4/tOU+jo7aLI9r\n2rQpzs4XsLcfxoMZJG3o0qVHnv70bzab+fTTSRgMW4F3SU2dx99/+7Ju3Tqlo0nPKZufAdSrVw+z\nOX98GpOUN2bM+7z6aleSkv4GktHrpzFs2NYsj3Nzc+PIkT2MGDGeK1fm4+FRiLQ0E6NHj2PYsA/y\n5E1gZrMZk8kIFErfokIIL5KSkpSMJT3H5J3AUp63d+9evv9+ERqNHYMG9c/xoynffvsD5s//HYOh\nLw4OvxMcfJajR3/H0dHxmXLFxcURERGBt7c3QUFBz1TWP159tTPbtplITh4FHMXFZQRnzhzG39/f\nIuU/7+7cucP58+fx8/MrcD+zXLWdIo/Jg5GkfMxgMAh7e0cBdwUIAWbh4lJHbNiw4ZnKPXDggHBz\nKyJcXasKR8fC4qOPPrFI3sTERNGnz9siIKC8qFmzsTh69KhFyi0INm/eLPT6wsLNrYZwdCwkpkz5\nWulINpWbtlOeAUjPtbi4ODw9i2I03gMe3APg4vIK8+f3pW3btrku19e3BNHRXwBtgRj0+pps3Dg/\n/UY3ydZSU1Px9PQlIWEtUA+4gZNTdQ4f3klISIjS8WwiX6wFJEm25OrqSv36jXBw6AMcQq3+Co3m\nxDM9gzg1NZWbN68A/9y/UhghGhEREWGJyPnS3bt3OXz4MLdv37Z5va+//gYhIXUwGARQIv07fmg0\n1bPUj4AAABQgSURBVLlw4YJN8+Q3sgOQnnvr1i2jSxcXgoPfJDQ0nH37duLp6Znr8rRaLUWLBgM/\np2+5DTz9k+apU6eYMGEi06ZNIyYmJtd150WrV6/B378kjRu/QWBgaRYt+skm9ZpMJho1asnKlRou\nXZqO2dyTB5/+k4ErpKUdokyZMjbJkm9Z+DLUM8uDkaQCIikpSURGRork5OQs9z106JBwdy8qXF0r\nCkfHQmLUqHGZ7rtz506h0xUWdnYfCgeHHsLHJ0jcvHnTktEVExsbK5ycPAQcTh9jOSOcnAqJqKgo\nq9d97tw5odcHCDBljO/AC0KnCxaOju5i5szZVs+Ql+Sm7ZRnANIzuXnzJq+//gY1azblgw9GkJyc\nrHSkXNm4cSOFCxcjJKQuhQv7sX379qfuX716da5fP8/OnXO5cOEEEyd+kum+gwePxmD4DpNpCikp\nC7hzpwUzZ86y9FvIFfGM423Xrl3D3r4oUC19SwhabSkuXbr0zNmyotFoMJtT+He5bzN6vZoffpjA\n1avneOedAVbPkN/JDiCfO3DgAIsWLeLo0aM2rzsxMZFatRqxfLkHhw4N4bvvztO6dReb53hWMTEx\ndOjQg8TEXzEYbpCQsJLXXuuSvnR15pydnalWrRp+fn5P3e/evXtAcMZrozGYmJj7mR9gA7t376Zo\n0RLY22upWLEOV65ceeT7ZrM5W51DQEAARmM0cCx9SwSpqecJDg5+2mEWERQURGhoPZyc2gDzcHTs\nRIUKAXTq1Alvb2+r1/9csPh5yDPKg5HyrBEjxgidLkA4O3cROp2v+PzzaTatf8uWLcLFpW766bcQ\nkCK0Wjdx+/Ztm+Z4Vnv37hVubjUfeh9CuLqWF8f+3969RzV15XsA/4aERyIQAXkICfUByEMQFetj\ndKoi2msLFasVH9WltvVCdeqjXPV6Z6q3V9Bal9iprlnD1WpdVmtpFepCxorFmyniC6wUHLSOSHiJ\ngmgxaCD87h9QBgrFhIYcQn6ftVyrCedkf5Mm+5dzcvbeeXlGefzVq9eTVDqNgNsEXCCZTEkZGRlG\neezuKC0tJXt7VwLSCagnK6vtNHjwcGpqaqL6+nqaO3cxSSS2ZGvrQFu2JFBTU1OXj3fsWArJZM4k\nl48mqdSZPvnkUxM9EyKtVkuJiR9QdPTr9N5775NGozFZ271Nd/rOXtfbcgHQz48//khSqSsBVS2d\nlppsbeVUVVVl1HbKy8tpxYo/0Msvz6e//vV/23UGp0+fJgeHcS3nXokADdnYOND9+/eNmqGnlZSU\nkJ2dMwF3Wp7HTbKz62+011Kr1dKKFe+QXD6Q3NyG0L59+3912x9++IEOHTpEKpXqmR1vdx0/fpwc\nHV9qU/CayM5uAFVUVFBc3FqSSqMIeEjAHZLJAuizz4488zGrqqooJyenz/y2YY64AFgQlUpFcvm4\ndt9aHRz8KT8/32htVFdXk7v7IJJI1hFwkGSyUNq48V8DnjQaDQ0dGkI2NrEEHCOp9N/olVdijNa+\nKe3a9WeSSt1ILp9BUqkr/eUvySbPsH//AZJK3cjePob69fOht976Q4+0o1KpqF8/PwLqW947d8ja\nWkYajYaGDAkl4GKb99Ueev31t3okBzMuLgAW5P79+y2H8d+0fFC/ov79B9Ljx4+N1sa+fftIJpvT\npjNQk62tQ7tvptXV1RQbu5rCw6Ppvff+h7RardHaN7WioiI6efIk3bx50+Rt19fXk62tAwHXW17r\nR9Sv3yC6cOGC0dtqamqi6OgFZG8/imxt3yaZTEkfftg8anb8+OkEJLf+P7exeYvWr99k9AzM+LrT\ndwq6IhjrPhcXF3z99TFER89HXd0jODkNwMmTJyCTyYzWRmNjI4jaLtUoRVNTY7ttnJ2dsXfvLqO1\nKSQ/Pz/4+fkJ0nZNTQ1EIjsAP1+37gCxeHiPLJcqEomQknIIqampKCkpwejRn2HixIkAgD17tuH3\nv5+BpiYVRKIHcHa+gfj474yegfUOPBWEmSMi/PTTT3BwcGiZA9948vPzMX78FDx+vB5AGGSyrXjt\nNV988gkv0WdsOp0OCoUfKiv/C8BSABchk72EgoJLRptoTl8lJSXIyMiAnZ0dZs2aBUdHR5O2z7rH\nbFYE6woXAOO7dOkS9uzZh6YmQlzcUowbN+6Z++zc+RE2bfoTJBJ3PH1aiUGDBmPu3FnYsmUTr6vb\nQwoKCjBjRjTu3i2Dra0tPvvsAKKiooSOxcwEFwDWwfnz5zFtWhQ0mvUArCCTbcOpUyldTlp29epV\n/O53M6HR5ADwBnACLi6rcO9eidGPMlh7Px/R2dvbw8qKh+kw/fFkcKyDxMQ/Q6P5bwDvAlgLjSYR\nW7d+1OU+BQUFEIt/j+bOHwBm4dGjWjx8KOzgJUsgEong6OjInT8zCX6X9XFPnmgBtF39yrHlvl/n\n5+cHnS4bzZOcAcBZSKUyyOXyHkrJGBMCF4A+Li5uEWSy/wRwEsApyGT/gbi4RV3uM2bMGKxZ8wak\n0iDI5RNgbx+DEyeO8ukf1mvodDokJyfj7bfXIDk5GTqdTuhIZol/A7AAR49+jm3b9oKIEB+/AosW\nLdRrv1u3bqG8vBwBAQEYMGBAD6fsW65du4aioiL4+/sjODhY6DhmoaampnU5x67mVyIizJ69EKdP\nl0KjiYJMlobp0xX46qvDFv0lhZeEZKwXSEz8kGSygeToGE1SqQd9+OFuoSP1eqdPn25ZzjHsmcs5\nFhUVkUzm2WYks4ak0oFUVFRkwsS9T3f6Tj4CYMyISktL4es7Ak+eXAPgBUANO7sR+Oc/CzBw4ECh\n4/VKDQ0NcHb2RF1dCoAXAJRCJhuDS5cyO11kJy8vDy+88Dp++umHlnvKYGc3FomJ7yIuLg42Njam\njN9r8FVAjAmsrKwMtraD0dz5A4ASNjZKVFRUCBmrV7t37x50Ois0d/4AoIBEEoYbN250un1gYCD6\n92+EWPw+gC8ABOHp0xD88Y+fY9y4cLNdk0IIJi8AGRkZ8Pf3h6+vL7Zv327q5hl7pqdPnyI2dg0U\nigAEB09AVlaW3vs2X0FVAuBsyz2nQVQJHx+frnazaK6urpBICEBmyz130Nh4CcOGDet0e1tbW/z9\n76cxadJFiMX/DmAviNJRV/cd/vEPJyQnJ5squvkz8mmoLjU2NtLQoUPp9u3bpNVqacSIEVRYWNhu\nGxNHYqyDxYtXkFT6EgHXCEghmWwAFRQU6L1/ZmYmOTq6kq2tM8nl7nTu3LkeTNs3nD17luztXVuW\n2OxPSUkf67Wfi4s3AbfaTFj4PsXHb+jhtL1Td/pOk04Gd/HiRfj4+LTObRITE4PU1FQEBASYMgZj\nXUpJ+QL19T8AGAggGA0N/4f09PQuF31va+rUqaipqUB1dTVcXFwgFot7NG9fMGXKFJSW3sStW7fg\n6ekJDw8PvfabMGEC/va3D6DV7gFQCZnsU0yatLNnw/YhJi0AZWVlUCqVrbcVCgUuXLjQYbvNmze3\n/vfkyZMxefJkE6RjrJmdnQwazV00FwBAIrkLmazz0xG/RiwW87KEBpLL5Rg1apRB+xw8uBcvvzwP\nFy70g0gkwsaN7yEyMrKHEvYuWVlZBp2e7IxJC4C+1+i2LQCMmVpCwp+wdu0r0GhWwtr6BpycrmD+\nfJ4BtTdycnLCd9+dhkajgY2NDSQSy5nh/pdfjrds2WLwY5j01fLy8oJarW69rVarn7mgNmOmtmLF\nm3juOSXS0jLg5qbEqlU5cHJyEjoW64Ix18GwJCYdB9DY2Ihhw4YhMzMTnp6eeP7553HkyJF2vwHw\nOADGGDNcd/pOkx4BSCQSfPzxx5gxYwZ0Oh2WL1/OPwAzxphAeCQwY4z1ATwSmDHGmN64ADDGmIXi\nAsAYYxaKCwBjjFkoLgCMMWahuAAwxpiF4gLAGGMWigsAY4xZKC4AjDFmobgAMMaYheICwBhjFooL\nAGOMWSguAIwxZqG4ADDGmIXiAsAYYxaKCwBjjFkoLgCMMWahuAAwxpiF4gLAGGMWigsAY4xZKC4A\njDFmobgAMMaYheICYGRZWVlCR+g2c84OcH6hcX7zY9ICEB8fj4CAAIwYMQKzZ8/Gw4cPTdm8SZjz\nm8icswOcX2ic3/yYtABMnz4dBQUF+P777+Hn54fExERTNs8YY6wNkxaAiIgIWFk1Nzl27FiUlpaa\nsnnGGGNtiIiIhGg4MjIS8+fPx4IFC9oHEomEiMMYY2bP0O5cYuwAERERqKys7HB/QkICIiMjAQBb\nt26FjY1Nh84fMPwJMMYY6x6THwEcOHAAycnJyMzMhJ2dnSmbZowx1obRjwC6kpGRgR07duDcuXPc\n+TPGmMBMegTg6+sLrVYLZ2dnAMD48eOxd+9eUzXPGGOsDZNeBXTz5k3cuXMHeXl5yMvL+9XO31zH\nC2RkZMDf3x++vr7Yvn270HEMolarMWXKFAQFBWH48OH46KOPhI5kMJ1Oh5EjR7b+1mROamtrMWfO\nHAQEBCAwMBA5OTlCRzJIYmIigoKCEBwcjAULFuDp06dCR+rSsmXL4O7ujuDg4Nb7ampqEBERAT8/\nP0yfPh21tbUCJuxaZ/m702/2ypHA5jheQKfTYeXKlcjIyEBhYSGOHDmC69evCx1Lb9bW1ti1axcK\nCgqQk5ODPXv2mFV+ANi9ezcCAwPN8kqyd955BzNnzsT169dx7do1BAQECB1Jb8XFxUhOTkZubi7y\n8/Oh0+lw9OhRoWN1aenSpcjIyGh337Zt2xAREYEbN24gPDwc27ZtEyjds3WWvzv9Zq8sAOY4XuDi\nxYvw8fHBoEGDYG1tjZiYGKSmpgodS28eHh4IDQ0FANjb2yMgIADl5eUCp9JfaWkp0tPT8cYbb5jd\nlWQPHz6ESqXCsmXLAAASiQRyuVzgVPpzdHSEtbU1NBoNGhsbodFo4OXlJXSsLk2aNAlOTk7t7ktL\nS8OSJUsAAEuWLMGJEyeEiKaXzvJ3p9/slQWgrf3792PmzJlCx3imsrIyKJXK1tsKhQJlZWUCJuq+\n4uJi5OXlYezYsUJH0duaNWuwY8eO1g+AObl9+zZcXV2xdOlSjBo1Cm+++SY0Go3QsfTm7OyMdevW\nwdvbG56enujfvz+mTZsmdCyD3b17F+7u7gAAd3d33L17V+BE3advvynYpyUiIgLBwcEd/n399det\n23Q1XqC3McfTDp2pq6vDnDlzsHv3btjb2wsdRy8nT56Em5sbRo4caXbf/gGgsbERubm5iIuLQ25u\nLvr169erTz/80q1bt5CUlITi4mKUl5ejrq4Ohw8fFjrWbyISicz2M21Iv2nSy0Db+uabb7r8+4ED\nB5Ceno7MzEwTJfptvLy8oFarW2+r1WooFAoBExmuoaEBr776KhYtWoRZs2YJHUdv2dnZSEtLQ3p6\nOp48eYJHjx5h8eLF+PTTT4WOpheFQgGFQoExY8YAAObMmWNWBeDy5cuYMGECXFxcAACzZ89GdnY2\nFi5cKHAyw7i7u6OyshIeHh6oqKiAm5ub0JEMZmi/2SuPl38eL5Cammo24wXCwsJw8+ZNFBcXQ6vV\n4vPPP0dUVJTQsfRGRFi+fDkCAwOxevVqoeMYJCEhAWq1Grdv38bRo0cxdepUs+n8gebfX5RKJW7c\nuAEAOHPmDIKCggROpT9/f3/k5OSgvr4eRIQzZ84gMDBQ6FgGi4qKwsGDBwEABw8eNKsvQUA3+03q\nhXx8fMjb25tCQ0MpNDSUYmNjhY6kl/T0dPLz86OhQ4dSQkKC0HEMolKpSCQS0YgRI1pf91OnTgkd\ny2BZWVkUGRkpdAyDXb16lcLCwigkJISio6OptrZW6EgG2b59OwUGBtLw4cNp8eLFpNVqhY7UpZiY\nGBo4cCBZW1uTQqGg/fv3U3V1NYWHh5Ovry9FRETQgwcPhI75q36Zf9++fd3qNwWbDI4xxpiweuUp\nIMYYYz2PCwBjjFkoLgCMMWahuAAwxpiF4gLA+jy1Wo0hQ4bgwYMHAIAHDx5gyJAhKCkp+c2PbS6D\n5RjrDBcA1ucplUrExsZiw4YNAIANGzZgxYoV8Pb2/s2Pba6jRRkDuAAwC7FmzRrk5OQgKSkJ2dnZ\nePfddztss3HjxnZTlG/evBk7d+7E48ePMW3aNIwePRohISFIS0vrsG9WVla7aahXrlzZOqjoypUr\nmDx5MsLCwvDiiy92umQqY0LgAsAsgkQiwQcffIC1a9ciKSkJYrG4wzbz5s3DsWPHWm9/8cUXiImJ\ngZ2dHY4fP44rV67g7NmzWLdu3TPb+3kumYaGBqxatQpffvklLl++jKVLl2LTpk1GfW6MdZdgcwEx\nZmqnTp2Cp6cn8vPzER4e3uHvoaGhqKqqQkVFBaqqquDk5AQvLy80NDRg48aNUKlUsLKyQnl5Oaqq\nqp45VwwRoaioCAUFBa2zY+p0Onh6evbI82PMUFwAmEW4evUqzpw5g/Pnz2PixImIiYmBh4dHh+3m\nzp2LlJQUVFZWIiYmBgBw+PBh3L9/H7m5uRCLxRg8eDCePHnSbj+JRIKmpqbW223/HhQUhOzs7B56\nZox1H58CYn0eESE2Nha7d++GUqlEfHx8p78BAM2ngY4cOYKUlBTMnTsXAPDo0SO4ublBLBbj22+/\nxZ07dzrs99xzz6GwsBBarRa1tbXIzMyESCTCsGHDcO/evdYlHhsaGlBYWNhzT5YxA3ABYH1ecnIy\nBg0a1HraJy4uDtevX4dKpeqwbWBgIOrq6qBQKFoXB1m4cCEuX76MkJAQHDp0qN1yjT9fBaRUKvHa\na69h+PDhmDdvHkaNGgWgeanNlJQUrF+/HqGhoRg5ciTOnz/f00+ZMb3wZHCMMWah+AiAMcYsFBcA\nxhizUFwAGGPMQnEBYIwxC8UFgDHGLBQXAMYYs1D/Dy+qxlJ//WrNAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": "#3-d scatter\nimport numpy as np\nfrom mpl_toolkits.mplot3d import Axes3D\nimport matplotlib.pyplot as plt\n\ndef randrange(n, vmin, vmax):\n return (vmax-vmin)*np.random.rand(n) + vmin\n\nfig = plt.figure()\nax = fig.add_subplot(111, projection='3d')\nn = 100\nfor c, m, zl, zh in [('r', 'o', -50, -25), ('b', '^', -30, -5)]:\n xs = randrange(n, 23, 32)\n ys = randrange(n, 0, 100)\n zs = randrange(n, zl, zh)\n ax.scatter(xs, ys, zs, c=c, marker=m)\n\nax.set_xlabel('X Label')\nax.set_ylabel('Y Label')\nax.set_zlabel('Z Label')\n\nplt.show()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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jyMnJCVtVtiYpuoEifQ0HnOm0nk54qKLrSWzFm2rOnIUoFHKeeeaJkPdBGk0h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\nl867J7yFdOn1elQqlbM4jHT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U2tpWyOWbAAe7dp3j2LFjDbLJxFhb0YKLj49HLpfzxReL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BhFkW75+Xz2228kJSVVWYToLP/p60QOqFqv26qwjVTCk9ytstDraDCmMiJ2JcXbvn0777zzDsOG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\nWVhYWHqR/w/JSa7j5pveuAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": "import numpy as np\nimport matplotlib.cm as cm\nfrom matplotlib.pyplot import figure, show, rc\n\n\n# force square figure and square axes looks better for polar, IMO\nfig = figure(figsize=(8,8))\nax = fig.add_axes([0.1, 0.1, 0.8, 0.8], polar=True)\n\nN = 20\ntheta = np.arange(0.0, 2*np.pi, 2*np.pi/N)\nradii = 10*np.random.rand(N)\nwidth = np.pi/4*np.random.rand(N)\nbars = ax.bar(theta, radii, width=width, bottom=0.0)\nfor r,bar in zip(radii, bars):\n bar.set_facecolor( cm.jet(r/10.))\n bar.set_alpha(0.5)\n\nshow()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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e1RoN4UmZHM2tpGX/wTwwdBjOzs56O78pmz17NvPnz2fPnj1m00dGqGL52Wef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\n+3aTaNWAW7V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}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": "from mpl_toolkits.mplot3d import Axes3D\nfrom matplotlib import cm\nfrom matplotlib.ticker import LinearLocator, FormatStrFormatter\nimport matplotlib.pyplot as plt\nimport numpy as np\n\nfig = plt.figure()\nax = fig.gca(projection='3d')\nX = np.arange(-5, 5, 0.25)\nY = np.arange(-5, 5, 0.25)\nX, Y = np.meshgrid(X, Y)\nR = np.sqrt(X**2 + Y**2)\nZ = np.sin(R)\nsurf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.coolwarm,\n linewidth=0, antialiased=False)\nax.set_zlim(-1.01, 1.01)\n\nax.zaxis.set_major_locator(LinearLocator(10))\nax.zaxis.set_major_formatter(FormatStrFormatter('%.02f'))\n\nfig.colorbar(surf, shrink=0.5, aspect=5)\n\nplt.show()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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JsTgSI/ntHc2CrhLwer3w+Xzwer1ibW8ymUQ0GkUsFkMymRT9PQppLzdyjpNh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\nZ9wk6Ick4QAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 23
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": "Embedding Videos"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from IPython.display import YouTubeVideo\nYouTubeVideo('9bZkp7q19f0')",
"language": "python",
"metadata": {},
"outputs": [
{
"html": "\n <iframe\n width=\"400\"\n height=\"300\"\n src=\"http://www.youtube.com/embed/9bZkp7q19f0\"\n frameborder=\"0\"\n allowfullscreen\n ></iframe>\n ",
"output_type": "pyout",
"prompt_number": 24,
"text": "<IPython.lib.display.YouTubeVideo at 0x10833d090>"
}
],
"prompt_number": 24
},
{
"cell_type": "markdown",
"metadata": {},
"source": "---"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "### Computer Vision with SimpleCV\n#### JPEGStreamer"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "#### First we'll define a function to upload gifs to Imgur"
},
{
"cell_type": "code",
"collapsed": false,
"input": "def uploadToImgur(img_file, clientID, name='default', title='default'):\n '''\n Upload an image to Imgur (you'll need a Client ID for your app which allows anonymous uploads)\n '''\n import requests, base64, json\n img = base64.b64encode(open(img_file,'rb').read())\n headers = {\"Authorization\": \"Client-ID \"+clientID}\n url = \"https://api.imgur.com/3/upload.json\"\n data = {\n 'key': clientID, \n 'image': img,\n 'type': 'base64',\n 'name': name,\n 'title': title\n } \n r = requests.post(\n url, \n data = data,\n headers = headers, \n ) \n if(r.status_code==requests.codes.ok):\n img_url = json.loads(r.text)['data']['link']\n return img_url\n else:\n return None",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "#You'll need a clientID for imgur, which can be obtained by signing up at http://imgur.com/register/api_anon\n#Paste the clientID at $HOME/.imgur_clientid\nimport os\nclientID = open(os.environ['HOME']+os.sep+'.imgur_clientid','r').read().strip() ",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Import SimpleCV modules\nfrom SimpleCV import *\nfrom IPython.core import display\ncam = Camera()\njs = JpegStreamer(\"127.0.0.1:8002\")",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "def displayWebcamInColor(cam,js):\n '''\n Show webcam in Color\n '''\n iset = ImageSet()\n for i in range(10):\n img = cam.getImage().resize(300,300)\n iset.append(img)\n img.save(js)\n time.sleep(1)\n return iset",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Render the image in Jpeg Streamer and also display the results as a GIF inline \niset=displayWebcamInColor(cam,js)\ndestfile = '/tmp/cam_color.gif'\niset.save(destination=destfile)\nimg_url=uploadToImgur(destfile,clientID)\ndisplay.Image(url=img_url)",
"language": "python",
"metadata": {},
"outputs": [
{
"html": "<img src=\"http://i.imgur.com/ecRON1m.gif\" />",
"output_type": "pyout",
"prompt_number": 29,
"text": "<IPython.core.display.Image at 0x11f096190>"
}
],
"prompt_number": 29
},
{
"cell_type": "markdown",
"metadata": {},
"source": ""
},
{
"cell_type": "code",
"collapsed": false,
"input": "def displayWebcamInGrayscale(cam,js):\n '''\n Grayscale WebCam\n '''\n iset = ImageSet()\n for i in range(10):\n img = cam.getImage().grayscale().resize(300,300)\n iset.append(img)\n img.save(js)\n time.sleep(1)\n return iset",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Render the Camera on the Jpeg Stream and also display the results as a GIF inline\niset=displayWebcamInGrayscale(cam,js)\ndestfile='/tmp/cam_gray.gif'\niset.save(destination=destfile)\nimg_url=uploadToImgur(destfile,clientID)\ndisplay.Image(url=img_url)",
"language": "python",
"metadata": {},
"outputs": [
{
"html": "<img src=\"http://i.imgur.com/vdUw3h4.gif\" />",
"output_type": "pyout",
"prompt_number": 31,
"text": "<IPython.core.display.Image at 0x11f083450>"
}
],
"prompt_number": 31
},
{
"cell_type": "markdown",
"metadata": {},
"source": "### Face Detection"
},
{
"cell_type": "code",
"collapsed": false,
"input": "im = Image('/Users/ramans5/Documents/MiscPresentations/DSTalks/india_worldchamps.jpg')\n#Render the image on the Jpeg Streamer\nim.save(js)\n#Also display the imager inline\nim.save('/tmp/faces_before.jpg')\ndisplay.Image(filename='/tmp/faces_before.jpg')",
"language": "python",
"metadata": {},
"outputs": [
{
"jpeg": 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j0bWIr1Ly6vLvZJ8kVtY/8s/+ukn+rrSk0GbVNYh8SX8M9jNby7/s0Usbwf8A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\nXRzkwp/bM3T9G/0f97Ds8v8A1vmy/u7eOtKz0a8lvHs7C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"output_type": "pyout",
"prompt_number": 33,
"text": "<IPython.core.display.Image at 0x121157fd0>"
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": "def faceDetection(im, js):\n '''\n Run Face Detection\n '''\n faces = im.findHaarFeatures('/Users/ramans5/Documents/MiscPresentations/DSTalks/haarcascade_frontalface_alt.xml')\n green = (0,255,0)\n detectedFaces = faces.sortColorDistance(green)\n for f in detectedFaces:\n f.draw(green)\n im.save(js)\n return im",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Color faces detected in the image\ndetectedFace = faceDetection(im, js)\n#Render the image on the Jpeg Streamer\ndetectedFace.save('/tmp/faces_after.jpg')\n#Also display the image inline\ndisplay.Image(filename='/tmp/faces_after.jpg')",
"language": "python",
"metadata": {},
"outputs": [
{
"jpeg": 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j0bWIr1Ly6vLvZJ8kVtY/8s/+ukn+rrSk0GbVNYh8SX8M9jNby7/s0Usbwf8A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\nMcnkRQ7/ADP+WVXOmE/ZHcx2Flc28J+2f6uL91F5X7uSq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H5X737NL+88yT/nnRJ9si2e\nbv8A9Vv/ANb/AKyuh8U/8fN2n8PldO1ZPidEF3IQoz9u9P8ApnXVTk2cFdFS3imijS0ih2P5WyX/\nAONyUSWsPl+TdQvAn/Lr5UX/AC0/6Z1Z0X/VWf8A11qWOKLyLz90v+t/u1PMyeVDdP8ADE11eJDF\nDJH5cWyWKX55KpyaNLoNwkF/N8lvL+6+zRfu/wDtpHXZ3nyaJYSJw3lfeHWsPTv+Q5ef9df/AGnW\nEcRUluacqvzFfT9Usvk+36b5iRy/9c6hkv7yKNJbT7knmQRR+V/yzkpl7/y2/wCutaccUX2LTT5a\n/wCt9KZZmfa7OX/iWxQzz+XFs82P/WVckv8ATbqP+xr/AE2RLy3/AOXnypP3kn/TSse8+/L9aTxn\nLKNVguhI3m+V/rM/N+dLlQ6ZdvPFFnFH/Y8vnwP5vl/vfnqncazmz/0TXnkmklj82L/lnWNbEz6r\nc+cd/wDrPvc1FB/qhWscPTQ5PkXKjpxf2d1qCeVDBBDH8ksVt/zz/wCelQ2f2PS5Jof3jp9//W1i\nWvHiBMf8/Vao+9bf9dZKnlQoe9V1LP8AplhHc+bDHJDJFviil/eVTsLWG1vJoYvLn+0f8sv+WlLq\nH34f+2lTRRRbWPlrn7V121R0dOUpfYRLGl5LMknmf6rzZf3dM1Wwhtbx+P3P/LX7NVi6+SzG3j91\n2/66V1F589jDv5/0DvT5mSoKrucH/Yxis/J+1/vv+nn/AFkdQ3GgzC8hhim8j/nrH/yzrWv4ov7Y\nh/dr/wAev92ret/+0qunJsJ4OkcTqH+lW6Q2sKSf89basqQzXVwlnL9yO18j/Vf6yuk1D/kNw/8A\nXWSsW9A/tibj/l1j/wDRlbwkzzJe7sJeaDZ5+2Wsyb/K2VDeaNN5b6ldQ+ekcWyWtCBVzCNo/wCW\nfb/ppWhrrv5j/Mf9V61Ck4GtOKPMvFPgPTZbdNe0YeYkkX72P/nnXK/2DqUt5Mf3mzytnl16vo3+\nsuU/h8rp2rkvE/yxXO3j912rop4io1ynTTkzg/EOgzapp/8Aqf30f/LX/nn/ANM65LWIrzRpP3o2\nV6XF/wAef/brHXMeNYo/Mh/dr+VexhKsnPlJMf7VDqlulnLo8b+XL/razdc+F+j6z/x9Wfn23m/6\nqSKuk8M8Wdxj/nrWxJ/qv+/da1cRUo1PdOin/CPnzXP2bruWR5vB3iN7V/N/e21zFvjqLRPDHxb8\nJRm1ht9HLHrcxySJj/Yr6A8QRRf2z/q1/wBVH2qCC2t/tE/7hP8AWf3RXWsdW9mbrF1aPwn/2Q==\n",
"output_type": "pyout",
"prompt_number": 35,
"text": "<IPython.core.display.Image at 0x100442f90>"
}
],
"prompt_number": 35
},
{
"cell_type": "markdown",
"metadata": {},
"source": "### Object Tracking"
},
{
"cell_type": "code",
"collapsed": false,
"input": "def objectTracking(cam, js):\n '''\n Track a ball\n '''\n import sys\n iset = ImageSet()\n for i in range(20):\n img = cam.getImage().flipHorizontal().resize(300,300)\n red_ball = img.colorDistance(Color.RED)\n only_red = img - red_ball\n blobs = only_red.findBlobs()\n if blobs:\n #Suppress print (the isCircle function has embedded prints)\n sys.stdout = open(os.devnull, 'w')\n circles = filter(lambda b: b.isCircle(0.5), blobs)\n #Enable print\n sys.stdout = sys.__stdout__\n #\n if circles:\n for cir in circles:\n try:\n dlayer = DrawingLayer((img.width,img.height))\n dlayer.circle((cir.x, cir.y), cir.radius(), SimpleCV.Color.BLUE,3)\n img.addDrawingLayer(dlayer)\n img.applyLayers()\n except ValueError:\n #Ignore\n pass\n iset.append(img)\n img.save(js)\n time.sleep(0.5)\n return iset",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "iset=objectTracking(cam,js)\n#Display the results of the object tracking\ndestfile='/tmp/object_tracking.gif'\niset.save(destination=destfile)\nimg_url=uploadToImgur(destfile,clientID)\ndisplay.Image(url=img_url)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": "*"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "### Optical Character Recognition with Tesseract"
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Read Business Card\nvcard = Image('/Users/ramans5/Documents/MiscPresentations/DSTalks/vatsan_lnkd.tiff')\n#Render image on Jpeg Streamer\nvcard.save(js)\n#Also display image inline\nvcard.save('/tmp/vcard.jpg')\ndisplay.Image(filename='/tmp/vcard.jpg')",
"language": "python",
"metadata": {},
"outputs": [
{
"jpeg": 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wcc/tk/Fu6/4IW/DH9rT4AfE3xN4C1Xx34g8Kasl/4S165066jtr/AEq5ujb+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Fvq1nqukmf7O1xb3UKplo5iqSRuisu9CNwbNfK/xe/4Jx/Hjx18OfFOuan8\nJY9avNG/a81f4iaZ4LfxJFat4q8O3ESwPHDcRTBbWd43do/NeMq0eG2hs16v+wx+zLB4d/aO1P47\naL+w8PhF4ftfCTaRpEni/wATTal4mv7mW4SSc4i1C5tbayCxINhzK74cMijawB0P7e3xG+K3if45\nfBz9hr4R/EXU/BjfFe71m88W+MdBkVNS0/RdLto5ZobSRlYQT3DzRxrOAWjCsQMkEP0L9gT4jfAX\n4t+FPiZ+yz+1B46FhHrUcfxC8IfEnxrf67p2t6W6sJpIftLSPb3yttdJEZVYgq3ykg6f7d/wF+Nv\nifxn8Mf2r/2Y9Fsdb8efCHV7+W38J6nqCWkPiHStQt1t7+yWdwVgnKxxPFI/yBo/m6jHLzeJf29f\n2vfil4D0l/gR4m+AvgPwt4ot9d8b6tq3jCyk1LxGLYMU0e3h0+aT/RZJCpmklZA8agKDypAJPGn/\nAAUr+IQuvHnjT4F/sd6x49+G/wAL9YvNM8aeM7TxbZ2c73Fku6/GnWMqlr5bcZBYyRB2VlTdjJt+\nPP8AgpXqNz8X/DHwX/Zf/Zs1f4p6l40+E1r4+8NXdh4gttMtX06e4aJWuJboAW6Y2Hd87FpUQR9W\nHmPhnwF+2z+y98Hviv8AsZfDj9lLUvGX/CW+JfEd38OfiHY+IdMt9JtrXWJZJQ2pi4nW5jktpLhy\nwSGXzVQBD6d9+yv+xb8Rv2b/ANq3wRejTVvvCHg/9lbS/AjeJ1uoQLnVrbUvNkQQl/OUNGPMDbNg\nyF3ZGKAOV0b/AILH+JtY+GMP7Qkn7DXi+w+G2keI4fD/AMQfFWpeJdPjl0HUmvlsplhtFZnvoYZp\nI1eZTGPmOAdj7ez+Ln/BSD4meFfjr8UPgL8Ff2L9f+IF/wDCiw03UfEepWnimz0+1FldWX2vIa4G\nTPgOqQoHMnlOS0YAz5n4q/Yq/aZ1L/gk38UP2Z7L4ab/ABv4i+JWraro2if2zZD7RaTeKlv45POM\n3kpm2HmbWcMPukBvlr2f4e/AH4saH+07+1H8RNU8JCLSPiNp3h6Lwbe/brdv7Ra10SS2mG0SF4ts\nzBf3oTOcjI5oA5H4Yf8ABVnV/iJqvwx8a6j+yH4o8P8Awr+LuvW2heDfiDq2v2Xny6jPDI8Ky6dG\nzSQwySQyxpMX+baG2gOmfSfDX7cej+JPgX8bvjfH8PLmKH4LeI/FGk3ennUVLaq2iwmV5EfZiIS4\nwAQ23uTXiun/ALH/AO0VB+w/+yF8H5fh3jxH8LviR4N1Xx1p39r2f/EstLGKdbqTzPN8ubYXX5Ym\ndmz8obmub8bfBj9uv4f/AAu/af8A2UvhX+yxJ4iT4weLPE+t+E/H48X6bbabFaazbIssM0csouFu\nYiZERfK2OxUl0QF6APW/EH/BSXxje/E3wb8FPgt+ydrPjPxV43+D9h4+060h8S21la2VtcSmN47q\n4mTESR4UeYquzvIiiPksMPV/26tA+NPw1+F/jHxB4L8c+DNcX9pmz8BeIvC+jeLY7d9P1qB7lJba\n7mhVkv7A7QzRDaJQ0ZyNvOt+zL+zR8a/h9+1l4F+JvjDwT9k0XRv2T9G8G6jff2jbSeTrcF+sstp\nsSQu21BnzFBiPQOTxXnA/Ys/aYF35v8AwrX5f+G9z8Rs/wBs2X/Is+Vt+3/67148n/Xf9M6AO+8e\n/wDBTn4hWWoeNvGfwS/Yu8ReP/hn8NfEFxo3jTxxpvia1t7j7RakC+On6e6mS/jt84Zg8e5lcIGC\nk123xR/bI+NGn/EG/wDBf7Ov7GniH4g2Wh6BZ6trniO71+30Ox8u6jeWK3s2ulJvLjy03MqhUTcq\nu6sQD4z8N/Cv/BQT9jfwX4+/Zc+An7M0fii5134gaxrHw6+J914gsI9F0+z1K6NyX1OGSZbszWzy\nyAokTibau1scVmfG79mD9onxx+1P461D49/svaz8dND1ez0uL4TyzePYNP8ACugeXZJHejUNOe6R\nk33W6V3WC7d0wqKMFSAavxE/4KJ/HL4lfEn9lHxx+yv8Nbu98DfF99QudS0/UNYsrSbUCmm3Uj2M\nvmRyGFrYxfaPMjcCUx+WCc89H4V/bu8HfB/wH8Q9Z0rw3468XeI779pTWPAvhPwlq3ilLy41TWiy\nbbezlmCJYaeqh3CNuWBFc5YkA+YfAr9lz9rj4P8AwN/ZLfUP2ctRv9a+A3i/WbDxd4ftfEGmLLdW\nd3Y3lmmpWsj3IikgBuEfYzJKVDfuxV2+/Yr/AGrPBz6h8dPCnwui1PxF4P8A2vfEPxC0PwlJrVmj\n+JPDt/B9lcwSmQxQ3BjkZ41nKEGMhthYUAez6T/wUT8U+F5/iH4E/aP/AGa7vwL478DfDO98eWXh\n2DxTBqlnr+j2yuJHtr2ONNsiyqsTpJEpXzEYbwTjH+Hf/BTvxx4m1T4V+KPH37G/iHwn8OvjFqdl\npXg/xrqHiazlmN/d2zz2yzWCDzIoJvLcRylssNjNGm8LXH/ET4G/tO/tifEL4m/tF6/+z/q3gS2j\n/Zz17wD8O/B3iXV9PbVNX1LUQ0st1L9muJYLWLMcMCLJNkks7bFxXZfFX9mP43eI/wBmT9lf4eaH\n4I87V/hv8QvAmp+M7MalbL/Z1pp1qY7yTc0gSXy2ONsRdm/gDCgBz/8ABSz4j+IPGHi7U/hH+xf4\nh8afDvwF4+uPCPizxVoPiS2l1WC9tpkhupYdGVGmuIY3fqHEjIC6xlea+s6/NP8Aab/ZY/aA8feM\n/GWo+Av2EtX8LfHS+8TzHwZ8efhN4xg0LQ7mxNyGt77VE/tDzpJlhOJ4ZLaYysjbCA4x9veAvjZ4\n01j9o/xJ+zp4g8ARrb+F/B+kat/wmEOtQuNRlu3njaNrNF32uGtpSpdvnAO0YGaAPFf+CtHxA+Jv\ngHwp8OZbbVfHmj/C288aGP4yeIvhnFOdZ0/SxbSGHa9sDPDbvPtE0sQDhFCqcvtbn/2C7v4F+Jfj\nnaeLf2D/APgoFd+Ovh5JoN0njX4a+L/Gt5rF9Z3O6M2t9aJfk3dp8xdJVfEbBlwNw49l/bAm/bC8\nH+LPAPxj/Zd0Q+LtJ8O397F8QPhjHqFrZT+IbG4hVYp7e4uQESe1kTzFjLosokdSwIWvFNA+D/xn\n/af/AG9vh3+1va/sbXPwUtPh9peuDWvEXii8046v4qnvbI2sFm9vp8su+CFz53mTvnIwgUkkgHU+\nJf8Agpn8RPBOlx/GHxx+xJ4r0X4SS+LodBTxtqmvWkGoAzagNPjvW0lwJktWmZdpLiQowfy9pBOY\nP2v7L9nH9pX9rr4k/G7xrr154O8AW3gmTSNCjuZLkQS3Wmsv2ext3fYktzcPEuF2h3ZSx7j5c8a/\nsDftcfEP9m1vDPjz9iTXvFXxy0rW7TVPFHxc8Y/FCzvYtVFtqcV0U0RHu28p5YI1hWNobSOOIyIz\nluH9r/aZ/YD/AGgf2oF/aevLTwQmiP8AEQ+ANZ8Aw65q0AS/utItlkubG4+zTO0H7xTblyQu5w6M\nyruoA92+F37cPxGn+NXhv4F/tSfsr6l8LdU8c2F5deBrt/FVpq9tqL2kInubSZ7cKba6SEmTYQyM\nqPtkJXB5j9n7/gpR8Sv2gZfCHxK8N/sW+IX+EfjzXn0vw78QdJ8S22oXMB86SGO4v9NhTzLO3aSM\nhpPMfysgyBK4L9m79lKbUv2kfCfxL8Hf8E6G+Etl4Ps7+41HxB8SfGUur3x1OS2aCGLS4rTVJovK\nUyOZZ5gPMj+REVjvXz/wt+yp+0FP8WfA3iP4U/sM618Efipa+O7G9+Kfj3wP4wt7PwNq2mxXG69a\nPT47+RrsXMQIWF7ZJFaQb5PlJoA3PgJ+2L8Rvhd8VP2of2uf2svC/i+DRvBviuPw1o2hWvjsahaW\ns3k6aLfSLLTVKxG5mkuEc3QwCZirEYcn6G+Fv7b/AMU5Pjv4Z/Z+/ar/AGVLv4X6t49sbyfwHew+\nMLXW7TUpbSIT3NnM8CRm2uUhPmBSHRgj7ZCVAPjvxO/YU/aO8dfCb9oaw8PeHbKy8Rax+0PYfEH4\nawanqUDW2tRWEGkvGkpRn8lZXtJ4gJQpVtrMu3BPaW3h79pH9sb9rj4RfFn4h/sy698K/CPwgk1b\nVr5PFms6bcXetavdWTWUUFslhcT4ghWSWRppCnmZQKnUgAy/hd/wWE03x3+z7r/7WHib9lvxVoPw\n60PT3ittffVLaeXXNc+3rZR6Vp9sNss5aRtvnsEjEgZOQpcdp4H/AG/viJ4c8Yap4W/bR/ZS1L4Q\n29r4JvvFWn6//wAJRb65p9xY2QRruKWa3jT7Pcxo6v5RDBgG2u2BnynQ/wBg39ozUf8Agj74U/Zt\nPh6y0j4n+DdfTxHpmh6lqUEltcXlp4gl1GG2lmhaSLbNFhQ2SqtIu7G1sdl8R9I/bY/b68H+O/gh\n4y+A8nwa8A638MNV0aVvFWqWN/qeo69coscDx/2fcSrHZwYcszENNvUBQM4ANPwD/wAFJvGepal4\nB8UfGL9kPxB4G+HnxV1a003wF40vvElndyyXF6pewS/sovnsftKgBPml2u6o+wmvbP2of2jvAn7J\nvwN1z48fEW3vbnT9GjiWLTtLhEl3qF1NKkNvawISA0sssiIoJABbJIAJr4c+A37EHiC+1z4W+CNX\n/wCCaC+F9b8H6zpd38QPH3jLx/Nf6O/2IK7T6PBa6o0ktxNLGrxGaJI4M/vEfG0+/ftrfCf9pX9r\n34C+OfhzoXwgtPDOt+DfHekaz8MrvVPE1vc23i4afcW94ryJGM2ayMkkASbJDBXPy0AS+Ff+ChXj\n/wAGeJdX0H9tf9lDVPhFa2Xge/8AFena4nie31yxurKyCNdQyS28aeRdosisISGDjdtdsDNDwV/w\nUj+Ix1j4f+Ifjv8Asdaz4C+H/wAVdXs9L8D+MZ/FlpfTC7vVL2EeoWUShrH7QAApV5gjsqvtySMf\n4ueH/wBt7/goL4C8e/A3xV8Bn+DfgXWfhnqWlH/hLdVsb7UdT8QThBbsn9nzzLFZQlX3uSHl3jC4\nzjA8QeEv2yf2wPDvwc/Z3+Jv7J2qfDuz8CeNdB1/4k+LtU1/S59OvRpBEq22mJaTyTS/aJkjId44\nhEgYNk4FAGj44/4K6eL/AAxY/E/xv4c/Yi8Ua74L+DXjrUfD/wAQfFtt4nsYY7eO0lVHntoZcSXT\nhHWV4lChEZf3jEkDu/gz/wAFBfGnjz4++Evg78WP2UNf8Aad8TND1DVfhjr+qeILO7fV4LRI5pEu\nbaAlrCY28qSiNmc4JU4ZWA851z9j/wDaIu/2Ff2tfg5a/DsN4l+J3xG8Zap4J07+1rQf2na33lfZ\nZPMMvlw79p+WVkZcfMFr0r4k/AD4t6/+1f8Ast/EvSPCXm6J8OdJ8Sw+Mr37fbr/AGe93o8NtbjY\n0geXdKjLmJXAxlsDmgD6Vr4A/wCCr/7OmufCr4eN+0B8Of2tvjxomreIfihoNjc6dpfxg1S3062t\n7/UooJ47e2jlCQqEkYIF4XjAr64/Zc+OPiX9oP4bXfjrxT8NV8K3Nr4o1bRxp0evRakkgsb2W1My\nzwqqMGaJsqM7CCpJINeff8FOPgX8VP2hf2dtJ8C/B/wt/a+q23xI8NarPa/boLfbaWupwz3Em6d0\nU7Y0ZtoO44woJ4oA8T/bS8G+If8Agnx4A+F/ib4W/Gb43+NZdc/aG8MW2oaPrnxHvdXvdTg8m/H9\nmwG5lVQlw5RWjZhG7LGX4QEew/DT/goLqUXjrxv8M/2t/gNcfCTWPBXgAeOJxceKLbWLa50ASSxy\n3ImtlASSJ4WV4sHBIKswIJ2f27fgt8SfjNcfBZ/hx4ZGpL4S+PWgeI/EGbyGH7JpttHdCa4/euu/\naZE+RNznPCnBx5z+1x+xL8U/2l/2p/Ht3aWS6d4U8Yfsqaj4GtvE8l3EUt9Zn1QzxxtCH84qEw7M\nE2EAru3HFAGr4B/4KTeM9S1LwD4o+MX7IfiDwN8PPirq1ppvgLxpfeJLO7lkuL1S9gl/ZRfPY/aV\nACfNLtd1R9hNdJ/wVj8a+Mvhz/wTl+Lnjj4e+LdT0HWtN8JyTadrGjX8lrdWsnmRjfHLEyujYJ5U\ng818yfAb9iDxBfa58LfBGr/8E0F8L634P1nS7v4gePvGXj+a/wBHf7EFdp9HgtdUaSW4mljV4jNE\nkcGf3iPjaftv9r/4BRftTfsu+Pf2d31hdOfxh4Xu9NttQkjLrazvGfKlZRyyrIEYgYJAIBHWgDi/\n2zfGPi7wt/wTM+JXj3wz4q1LTtdsPgxqd9Y61YX0kN3b3S6Y7rPHMhDpIHAYOCGBGc5rzbwv+378\nTvClz8Lv2X/h9+zrr/xO8e6/8BdG8Y/b28Tw2cLq+IJ5L25uQxiG5Qxl/eO7zIoQ5LDjfiXd/wDB\nSr4/fshTfsG6v+xRP4c8Sa/4Yi8LeK/ihfeNtMn0C3smRbe51GBIpjdTtJEJGW38pXQyDceOfZfh\n1+zJ44+HH/BQLSfiRpHh1n8B6J+zdZeC7LW5LuDc19b6qZRAYg/m58gK+/Zs7bs8UAcVq/7dWgfG\nn4a/C/xj4g8F+OfBmuL+0zZ+AvEXhfRvFsdu+n61A9ykttdzQqyX9gdoZohtEoaM5G3nrof+ClHh\nGz/Y7+I/7Uvir4aX2nal8MfE2qeG9e8FLqCy3D6za3a2sFpHMEAY3DTWpRtnAuF4bHPkA/Ys/aYF\n35v/AArX5f8Ahvc/EbP9s2X/ACLPlbft/wDrvXjyf9d/0zra+Kn7C3xw8Sf8FFIdT8P+H7Z/gZ4u\n8UaF8QPHlwdQhRovEWjW1zBDaLbF98kdzIul3EjhCubNgSCfmAPSfGv7dnxXn+Kmr/BH9nn9kbUP\niF4m8F6Jp998SoIfGVnpttoVxeQ+dDp8U06n7ZdGMM+0KiBShZ1LgDnPGv8AwVn8GW/g34OeKvgv\n8BvFPju6+NcesQ+GfD1hNDa39vqGnqoms51lPlxskvmpLI0gSIQSPlxgHyv43/sO3/gn9sr4p/Gb\nxV+xL4j+NmgfE6XTtR8NXPhLxvHpdxoeoQ2i2s9pepNfWoMEhjjkSdBJ5YLKV6Z7b4N/sU/GH4af\nEL9lXVk+DvhjQrLwAnjW78e2fg7UpG07RbnVbT9zHF9uuJLm4LSMUeRS4Lh3xGjKAAdH4o/4KMfH\nBviJ4q+GPwf/AGHdR8aax8M9D0m8+Kem2Xj6xgutKur2yW8+x2MLITqTxxsRvBiWRlKoWbiqHx0/\nal8RaZ8ZvEuofB7wv46n8VD9lr/hLtH8Pav4jGnabbRyaiy+ZLp08TLDqMIJZpHySkXkFc81wv7c\nX7PHjb4k/GnxnrXib/gnprHi3xDLZxJ8IPi/8HPFMGgapa5tVXydWuZdRglVobgMVkEcsRiKARhl\nIPTeAP2RP2tZ/jHZ+JPjJcw6ze3P7HEfgTX/ABk2owsl14ma9eSVCu4TONrbzN5YVuTkMdtAGp+w\n/wDt8/FXxj4T/Z5+Hf7S/wAMJ7LXPi/8NJdU0jxkNat5o9YvbOztriQvBDEi273EEr3IQEbNjpt4\nyPcP2d/2mbH9ovxf8S9H8OeD5rTR/h545l8Kxa5LeB11a9t4YnvCkYUeWsMsnk53NuZG6YIr46+N\nfhP40/A//gkN8MPif41+FEnhP4l/sw3fhy80rSdU1a1nTVpLAQ6bcRJNaSyAw3sE8yImRIzMgKg7\nTX1p+wJ8AdY/Zp/ZI8G/C/xdL53iX7A+p+MbtiC1xrV7K93fOWH3v9ImkUH+6q+mKAPYqKKKACii\nigD5xvnlXTblxIzK8LlJA3IAFfKmpRxCUuSV46CvrK+nk/syeERGMNbOQxQYPBzXzBrumRfMR0Ar\n+OfpZzcZZKl1+s/+4D9E8PtcTWX+D/244zVZtz7Yztwck+tcd8Q55F0qViw+YflXbX1urSsFHI6i\nuE+JibNJfcfrmv5bynlddI/obBWUUkfHXxnud13cMg4Tdwe/NfN/jzRn1K98lRwxJIr6S+MrWxa7\nMeM5P86+efEdzGNXw7lSD8or+peEZyhhPd0PnuIsPTxUrSjqc/YWfibQMWOnXMiRsegr1jSdSt73\nQooNVtwZGA56npWL4TsE1C4jNxHvXHpXZWPhPUbi4jhs9O2rjgkV7WY5nFQs5WaIy7w/wlaksROH\n4sm8N+DIrqzfVdPUJsILKBjNelfD3WLOJ4dPV8TPwQT0rb+HvwSg0/wW3iLXtUVNyM0cQcDp1zmv\nCb/4u2Gh/GKHSrQ4jWbbx9a+RnTrZ7KUIR0XX0O2eCy3K3aDSZ9QKrCAsy5OM9alsNQeJzvXgHjm\nq+l341K2DqM/KOv0qa1eNZvLZc8+lfF1aMIr2bWpwKap1+ZbHZeF/GslviLzWHGOTW/o8uueKdTF\nu87iLPLZzxXK6DpdnM3mNF2rf03xavh+Evs2nPLAV6OXYN+zkjyMyrU5VE0dq2mHTStsgBIX7/rX\nN+KPD8GsS7b+3WQf7S0zTfipomq3QilvtrKcHJrqLeTQNSUSHUVOR/eHNazoVKT+G5x0sXLa54t4\n/wDgTo13GbzQ4ha3cfzLNGvf6VU8H678ctBdNMtxLcQQnbvZ8cfSvb7zRNIctKl0PpuHNdB4S8L+\nH7m1BMqh8fKM9a9nA/7RLmktTCvia7jbkPI7TSfEfxIl/s7xTJNGvdQx/Ku68M/ADwstssK6SrIx\n5zH0rtl+GzTX/nW6rGMjDA9a76z0vR9O05CLtd3HfvivReBlRk5vW55s6+JbstDnfBHwq8NeFoY5\ntO0xFdAPmxjFbNzMGnZLjk9j6VZuWWOFnS8B47GuT13xOmkM0jndz61x16NJ7I2p1MQlqxfENhDA\n32mEFCOQAKwrjx3eaUhQzlsnhc01PiboWqM1rcXo3dMZrmfEfkiU3cEwlTOR7Unh1GnobYbFTUve\nRuXvj25u1EbXBBYetY8uurOzB3IJrGjulurgSYwAOmKqCS5kvgNvGa+axEPf1PeVWjKC5FY3TOGh\naNicg8N61j6ydsZLycVrTjZao7gDA5ArlPFOtRJHtXjFXh6PM9EYyrSWxWtDp17fqJ5Qu9sZParv\nxo8Q+GPD3wqu9Pa7jM8tsyx4PLcc/lXlHj3xVd6TKn2eQofUGvMviB421bU7cre3jyIoOFPavsMl\nyup9ZU2jPETi6D5jxSDw+0nieSeeT5fOLAlcZ5rq9asRNpRgmcBSvXFc/qFybvWfkk2jIPFdH4gh\nuLnQGe3ODtxmv2WhCUPZJn59VSlOdjhbrwpoMp3TTAFSenenaZoXhpJj++496pPpWquWaeXALfLz\nTLa0eFiHck19/QhOph0mfMVZqNQ6qOHwisHysoP0qza2HhqKHz5CrD/drlxpxtLTErc+vpUtjb6h\nPEYDIAH+7mphgai+0L6xBLRHQpd+Hop98MWV9MVagv8ARnBkeBV2+3Wuct9JuoH+zvMpJPUGtaDw\n+jzNbtejGK6Y4Tl3kQ63M7n6uf8ABtpfW17F8ZWtrcIF/wCEd5Hf/kJ1+oVfl5/wbY29taWfxit4\nJdzL/wAI9v8A/KnX6h17OFioYeK/rc8rEy5q7f8AWwUUUV0GAUUUUAFFFFABRRRQAUUUUAFFFFAB\nRRRQAUUV5h+0r+1l8OP2YYNAsPE2h+IfEPiHxZfyWfhPwb4P0n7dqusSxR+ZMYYtyKEij+eSSR0R\nARlgSAQD0+ivjX9qD/gqRp2m/sL/ABZ+MnwH8GeMNK8f+BLdtO1Twx4i8LLHqXhS+mgaS3u762dm\nj+zbMSLKrSxPwPm+YD3j9nQfEnxb+yfocfiPx74sj8Vaj4emSXxJ4t8O2dpqsF25kC3EtlGn2dSj\nEMke0qVVN2cnIB6lXDfFn9mv4IfHXxR4V8Y/FzwDBrt94K1Fr/w0by5m8m0uS0T+aYVcRTMrwxMp\nkV9jICuDkn428c+H/wDgoz4S/bk8A/sm2/8AwVI8SzWHjDwTrOuXGrv8KfDAmt5LKS3RY1QWW0q3\nnEknkbRX0F4u/aj0/wDZC0rwp8CPidr/AI6+NPxN1LTLm+Fp4O8G2z6tf2UUpD381tbeTbWsCGSO\nEMSgdsBQzbqAPoCivAJv+ClP7NFv8JfDnxwubjX4PDOueNU8Jarf3eitA3hbV2l8k2+rRSsslltm\nxGzspVWZMna6sdbVf2+v2dtDHxY1PVdY1GLQ/guY4fHHicaeXsI7xoxI1jA6EtcXMYaNXjRTseRE\nJ3NigD2mivDPgv8At9fDP4vfFaz+CWtfC34i+AfEuraPcar4f074i+En006vZwNGJpYG3uuU82Mt\nE5SVQ2Sg5rnPh1/wVP8AgB8SvGXhzR9L+HvxGsfDHjPXDo/gv4l6p4QaLw7rl6XdI4oLkSF1810Z\nYmljjWQj5SaAPpaiuY+NPxj+Hv7Pnwq1340/FfXRpvh3w5p73mq3nktIUjXAAVEBZ3ZiFVVBLMwA\n615N8O/+Cifw18eeNJPhnq3wU+KfhLxPP4avde8PeHfGPgtrK68Q2dqFM32IeYyvKPMj/cu0cg3j\ncq84APoCivnT/gmT+2N47/bW/Z6l+JvxH+G+oaBqlr4i1SxeWXR2tLO7ih1C6hi+z7ppGdo44kSb\nJAEwcAYxWb/wUz+Nv7RXg/wr4M/Z8/Yz8UW+kfFr4n6/Nb+HNSubCC5XT7Gxtnvb65MdwjxMNqRQ\nfOpGbpcYbBoA+naK+cPhV/wUN+Ht7/wTm8M/t5fE6C+Wxl0WwXxPaaXaB57bVHu49OuYVjZl+5es\n6kEghVJx2r1fxz+0B4C+Hvxp8DfAfxAl9/bnxCg1aXQXgt1aBV06GKa481ywKfLKu3AOTnpQB3FF\nfNPw6/4Kn/AD4leMvDmj6X8PfiNY+GPGeuHR/BfxL1Twg0Xh3XL0u6RxQXIkLr5royxNLHGshHyk\n15DY/wDBTfx/8Qvg/wDtC614xsPGPwsh+GnxDg0rQ/GFt8P4LqWzs2n0yNbaaC6uHimvWe6kDr8q\npDMki/MtAH3pRXzt8U/+Clnwd+Gvxj8W/s/aP8KfiZ418YeCorO413RPAvg5tQeK1uLZLhbncJFQ\nRhXVSGZXZyVRXw2PXvgb8afh7+0X8IvD3xx+FGsNf+HfE+mx32lXTwtG7Rt/CyNyrqwKsp6MpFAH\nV0UUUAFFFFABRRRQAUUUUAFFFFABUcNnaW80tzBaxpJOwaeREAaQgBQWI6kAAc9gBUlFABRRRQAU\nUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAR2dnaafax2VhaxwQxKFihhQKqAdgBwBUlFFABRRR\nQAUUUUAFFFFABRRRQAUUUUAFFFFAHDfFn9mv4IfHXxR4V8Y/FzwDBrt94K1Fr/w0by5m8m0uS0T+\naYVcRTMrwxMpkV9jICuDknuaKKACiiigAooooA+c7wXMNlco83LQsIyGBCjHIr5u1uaJiynjNfSl\n59nj06eIQqpETE+vIOMV81eI7QITIGyMV/Gn0t5WqZJ/3M/+65+j+Hi/2iv/ANuf+3HJahb/AL8v\nEfXOK86+MMkiaQ4zyK9D1GcwlsCvNfizd77Bov71fy9kvM8Qj+gssTckfHnxdt5mubq4RSc54FfN\n/jHXNN0zxA41eMjDfKT2r7N8S6Bp95cSfalUqxOQR0r4q/a7h06w8btYaeAqru3EGv6p4Eqxx1X2\nFjwONcb/AGdSVSx6P8NviB8PYIo3uL9EyOhIrqvG/wC1D4E8E2oGjvHLNt+UjFfFxvLyOENFcuMd\nMPUkmoPd4NzeNJtHc81+k1PD7C4rFe1nLRdD4P8A4iZmNDCOjFHr3xB/bJ+JfiUy6fZan5Ns+QFW\nQjj8K86tfHupNrS6leXZkfILHJznNc4/kNOZWJ56LmpLSRFcvGi8HjNfUUOHctwdDkhHWx8LieIc\nwzPEc05NH6H/AAE+JL+IPAtlqbzq7oqqwzntXp9lKspEkCgEHc3418Tfsp/Fu30V5vCupyFPMceU\nxk6V9Y+EPE/2yMNLMFVlULg5zjvX89cUZJPAY9z5bRP03LMb9bw6V9T1zwVOLiQRyHoK7Gx8Mabr\n1o0Vwo5GMYrzXwdrUUd15aZc465xXovh3WFjGS+Bnoe9fMUq7jW02OqvheaKvuecfGr4A6xLoct7\n4G1B7e6TLEAkb64P4NeC/jdqXiiG21vXpEtIcCYlj619O3mpQXlk37kZA6k5rk4NSsdFu2IhVQx+\nYDjNe481hRgk1cxp4No9T8M/sy2uquLvT/GzCXyhj5s84rX8OfskfEyFTqumeKTMsUhIUmsb4U/E\nSGOdckFcYOXxXuvww8US3jm3hvwyggnDetexl1fDYmolE8/HYXFwjdSOU8Nfs+fFfV0eObU/KK8Z\nJpuqfs6/Eux1AR3WthwORhute4R3k9vMY3nwp5yGxWf4i1rSbG3FxealvlP8Oa+3rYLBRwnNzXZ8\n9SWM9taTufJXxMsPjF4W1V7HT8zouQxGeK8Z+IHi/wCNxm/s0aHI4JwMZr61+JfirSRcO8Kp85O9\n92SMV5/azWXiHVA8MCNs4J29a/P8S4wrNH00IJU7yPEfCXwL+K+qWDeItZ1WS0I58sZ5ru/D1jqN\nrpv9makhLIMb/wC9XtrWdtbaQbSHZgLypXrXmPiZDbX0k1uNnJ3L2FTUqxVK5z0qnNLRGNPZR2Kf\nu1yT2FJpVjNLP9ofp9KzptYmkvDl8jNS3fiZLKyJRwCB614ap+3qM9F1Pd0JPEV+tmpBkAwD0Nea\neKdXQytKH7+tT+MPHBfKeYWJz/F0rzvW/E0lwTCWKjPDZr2cDgJSdrGca0Zuxm+ML64vLryfLO0d\n64DxOrqTA8Z2nOa7PU9Smf5nUf71ch4quCbOWTzAx7HFfoOSwXtFdHLjqtqTR547Wlp4gCyR8V0e\nuTSQ6KAepHYVy1/OrXgdxls9vrXSalchdFPnAMyrnI+lfo1HD87g+x8PVqSUpWOC1CPU57lyc4z8\ntWbfRLs2vmgZY1EmqTSag4ETFc1oWEl7Lcli5RD2219dRnGFJJHgVEpTdyBdKn2D7UOc9+9X7Wwk\ncLGDhe5q5a6TezB45487RwQetLBp17cRyQrCyhD97HSt+SXcy57bokXwoIohcRTZzz1q3pugyTH5\nztk9zR4dsLydzZTXfTuwrastIu0kKTzkHtIE/pRy92U0p2sj9M/+DcHS003/AIXL++3u/wDwju8Z\n6Y/tP/Gv09r8z/8Ag3V0G60iL4v3VxIWFz/wj+0kY+7/AGl/jX6YV6uGSVFJHl4mPLXa/rYKKKK3\nMAooooAKKKKACiiigAooooAKKKKACiiigAr5M/bMtfE3wa/bh+D/AO2dqfw68QeJfA/h/wAMa/4b\n8TSeGdCuNUu/D8t59mlgvxa2yvNJG3kPDI6K2wMCRzX1nRQB+afx4+Gvxh/aT+E37Z37S/gf4J+M\nbXS/iP4C0Tw58O/D994WurbWfEH9nQzedef2e6faAGkuCkIdA7JGW2gEV+kWhRyQ6JZxSxsrraRh\nlYYIIUZBFWqKAPmH4teAPHepf8FZfg98R9O8FavceHtM+Ffie01LXodNleytLiWezMUMs4XZG7hW\nKqxBbacA4NeP/tr/AAj1zwF/wUZX9p3x/wCI/jJo3gHxH8KLbw/H4p+DNnc3d3pmo2t/LN9ku4bS\n2uJltpkmDpIE2+ahBI4r7+ooA/OA/Cbx9a/sJ+PPg38Mf2W/iPfa7+0j8SbyytG+KTyapLaWdxDB\nbyeJtY8u2iXStsMHnJbyFpfNSHDMzMqHgPw7+2X+x3+wH8Uv2MfhB8FtXu/HHw31+GXwz4707wU1\n9D4w0W/1FJ5tVgSYNDd6rDBJMJLVmZg8UZAcYFfo/RQB+anw20bV/wDh4F8GPjZ4H8P/ALRvjXwz\nb6L4k0a/8b/F/SdSWFtSvbaD7PAlq9tGdPgzE4kuhbRwMXUb38rC4PwaXxv8L/Fnw78L/sQ+D/j1\n8O/Etx48s4/iB+z74r0K91PwX4e017otqUsOoXtosMEIXzJYprWf94zLtiBbFfqTRQB4h/wUZ179\nonw3+x94r1f9ljw9PqfjKM2QtIbLRY9SuYrZryEXU9vaS5S5njtzLIkbA5ZRwxwp+SPhNol63/BR\nL4I/GrwppX7SPi3wlBpfiHRtV8ffFnRdSKLqF7b2/kRRWclvCbGEGJ99z9nigdnVfMbysJ+k1FAH\ny7/wSW0/xT4E/Zs1P4HeP/h94k8P6/4Q8feI11FNc0Ge1guku9avryCa0mkUJdRNDNG2+IsAWwe2\neJ8SfsufF39sn/goJ47+NGu/E74o/CfQfhlodn4P+HeqeGbe3spdbadftmq3aG/s5g8JkNtAssQA\nf7OcMQCD9sUUAfl546/ZH/aM+EX7Nn7VH7Bngjwh458caQ+o6N8Qfhp4j1LTN8muNLeWt5qunrND\nDHbm6W4s5GWCNQzfaMhOcV6/rPxc8f8A7VX/AAUP+AXxO+Gv7M/xIsPBnhDw54wGpa/408FXmjwf\nb7ywhSO1cXEe+IAwbDKyeW7S7YzIUYD7kooA/Lb4NL43+F/iz4d+F/2IfB/x6+HfiW48eWcfxA/Z\n98V6Fe6n4L8Paa90W1KWHUL20WGCEL5ksU1rP+8Zl2xAtitf9oD4bfF+f4D/ALZnwE0/4HeOL3X/\nABP8Y9N8W+GTp/hG8uLXWNMluNBTfazxxlJ5ENrOXjUl0WNmIABI/TKigD5v/Zj8AeL/AA//AMFB\nv2nvHmt+C9TsdL8RTeDBoms3enSR2+prb6O0cvkSsoWYRyMVbYTtY4ODSf8ABI3wL41+Gv8AwT38\nA+CfiJ4O1TQNYsZNYF1pGtafJaXNuraxevHvilVWQGNkZcgZVlI4Ir6RooAKKKKACiiigAooooAK\nKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoo\nooAKKKKACiiigAooooAKKKKACiiigAooooA+dLy6t5IZfKiZybdvmkGADtOK+a/EV3uJ3cHHGTX0\npqI3WNyrXBDmA8KOenNfL2vzKclecD1r+NPpbRvVyT/uZ/8Adc/TfDanz16//bn/ALccrrk33iDX\nlHxVvmNvtIGfr0r0rxBf7Sy49eleP/GG7f7OfL/nX825BQ5q6P6Ey6HLJHjPinWyn2jaeVzivhr9\nph5tY8f3ErS4wx719jeLdRSOOc7uFQ5r4q+ON/HJ4rnlhfO+Rtwr+qPDPCWxykfA+KmJprB00jiR\npqi1wZTz71HHpxj79OtJHNJtJ561LI87nHm/Sv6EnGXtGkfgsp8zYxLKGR9ztjHSpGt7OBciTrUJ\njuNuBJgenenqnH7yUc+tXGMepEPcdzpPCmp2+jXSXkTfvYSCWr6m+C3xT07W9NhaG/8A3gVRIrdq\n+Qba2XywPM5+tdz8M/GD+HNSikMmFyAea+K4tyChjqLnFH1mRZpUozSbPvjwh4jMdwJVvAeOlep+\nFvEEN9ZecDjnjJr5T8AeN5bpIruCX7465r1bwx42UhYxL1PQGv51zLKqmGr2itj9FpYn20Uz6E0q\n8W8tGVTnAAPNYHibw7cXjkxMQKp+DNaVoo5A+cgZ5ruLN7G/VfMcflXiYhzjozpjUPOLPxR4j8Iy\nKvltIoOTgV3vhr9reDw3DGbnR7mN0xkxKfm+ta8fgDTNQuIoTHuyecCugX9nDRr5PNW127gM/KK9\nfLq06MlY4cXU542C3/be07UbRZE069yP9k1R1b9qPxD4lleLT9MZxtwCVNdPpX7LeiiDLR4/4CK6\nPSvgZoGmru+wrx32ivqJ5jiKlNRTPEjHlnc8S+1+N/FF750uUSVuVNeh+DvD0+j2o8tf3h6110/g\n3RtMkBghCZ64AqFIobWXci9K8KqqspXZ2+2Uo2G7poYmuJjkAd6838ea3bQmaQD72eldh408QLaW\nrESgZHrXifjzxvnMRYHcWrVxlOlYzoyjFGbdeIY4XaXP0rndb8XMhaOR8jB6VQ1bWYIojMz8n1Nc\nZ4p8VwxBooZASR616mAyyXNGTWhc662Q/wAS+LYRI6JyxJA9q5yz1iSWcvdxkjPHFZ9jZ6l4h1N1\nSJtoOSa3bXS5Uk+yNxt6ivo3QhTklDcmk7Mh1SWKe2MCjnHWuK18QhGgmfGDx7122rWot4VVOfp3\nrj/FtqzwnbyPpX0WSwj7RGOPl+7OKuEtl1ARiLK56kVo3duqWe2B/M46E1nz3MwuEtCOPXFbOptH\nYaYXjGWC549a/RoLlUbHxU3eUjD/AOEcurtQPKWJm+6396rGn+GNTt5BDcTrjtWNJ4j1u6LQHKlG\n/dY71eh1PV7pERpW8xa9mlCUoHF7l9TpIPCWqXs6SQXnlI3BO6r+o+E7jSJYI4tbV/N/1wB6Vzk7\n6osYha5fPsTW1pen6nc6Y7PcklMYya19hU7nHVdOT0N+38NW1ldROluZCw+Yg1s2+gWn21Ba3okh\nYjJPasvw3BrM8aW3n9B1rptE8K+IJULS2hkEZyrCtaWHbvzMVuVo/R7/AIIJ6fHpx+K0MV35ikaF\nhf7v/IQ/z+FfofX57f8ABBvTrizt/ijcXIw839hgp6Y/tD/Gv0Jr2MOlGikjzcY74mXy/JBRRRW5\nynMfEn4x/Dv4RpYP4+1qa0OpzPFYJb6bcXTzOi7mAWCN24XnkVT8CfH/AOF3xK13/hG/CGq6jNd+\nS0uy68O31quxcZO+eFFzyOM5Ncf+0mni2T4u/CpPAtxp0WqnWtT+ySatDJJbj/iXS7t6xsrH5d2M\nEc47Vc8eeMP2hvhj8LPFnjzxheeE7s6XoE8+mpoenXMbrcgDa7+dK4ZFGSQACcdaAPRPEHi/w94X\nvNL0/XNQ8ibWtQFjpqeU7edOY3k2ZUEL8kbnLYHGM5IrTr558ReB9R8KeNPhDqd98X9c16XU/EqS\nXdtqt6s0U839n3DG5hG0GJRvK7FIXEi8ZGaNK+JXjD/hkTwD4qu/GF7/AGvqniPSba4vmuW864D6\niFkRm6nMYYEegIoA+hqK8A8NHxR8SPB2v/G3WPj3qXha9svE15b2Sy3wXS9Mt7a6MKQz27FUkLhP\nmZjuJkGCOlSfGXX/ABBrfjbxXB4S8QeONQl8P6bGPs/hu/t9N0/RZvIMu64mllU3TkMrlQrhVwCu\naAPcDr+iLry+F21a3GpNaG6Wx80eaYAwQybeu0MQM9MkCovCnirQ/G3h618U+Grp57G8QvbyyW8k\nTMASOUkVWXkHqBXgnwei1Lxz8evA3xD8Q+JNTfUNS+DcGpXix3rJDJMZbZWXyx8ojYsXKDgvhu1V\n/hd4x8dfFbR/hj8O9f8AiBq9nBrPhvUdV1nUrK/aG81F4J1jjgWcfOgG8u20gkKBkDqAfSdFfM3i\nHxT8S9P8Ty/BfRPinrQttO+Kek6ba6+86yXn2O606WeW2eRlIlKN0Zwx5Tdu24r0b4VLrng746+K\nPhZL4x1jWNLj0DTtUsf7cvjcy20sklxHIqyN8xRvKVtpJAOcYzQB6nRRRQAV5B+0b+3b+zJ+yfr9\nn4Z+OvjDWtMu77TzfW407wPrGqR+QHZCzS2NpMkZyrfKzBsDOMEGvX65v4y/8kf8V/8AYtX3/pO9\nAHinw6/4K1fsF/Fi3uL7wD8WtavbW10G91qa+k+HGv29t9htLeS5nmE81ikbbYonYKGLORtUMxAP\nvngnxj4c+IvgzSPiD4P1D7XpGu6Zb6hpd0YXj862mjWSJ9rgMuUZThgCM4IBr4s/Zv8A+VeaD/s2\n3V//AE2XVcJ8O/CXxv8A2VvhB+yP8erb9rD4g69d+PPFHhDwv4p8I6rqkR8PjTNT011WC2skiVYW\ntysOybJkbYxdmLDAB+kNFflpfftH/tGftL6v8Xfin4f8RftL2HiHw5471vQvhVp/wq8OibwzYJpz\nmG3F/EVK3sss6M84l3bUkVU27RX6Mfs6eMfiD8QfgF4L8c/FrwfN4e8Vat4XsbrxLodxCY3sL94E\na4hKNyu2QuADyABQBN8FPjp8K/2ifBJ+Ivwc8U/2xoy6neacbz7DPb/6TazvBPHsnRH+WWN1zjBx\nkEgg0fCD46fCv486dreq/CfxT/atv4c8UX3h3WZPsM8H2fUrOTy7mDEyIX2PxvXKN1ViK+df+CK0\nsSfscalpBkX7Tp3xY8X219Dn5oZRrVy2xvQ7XU/RhXy94J8X/GPSf2evsfwF+LuoeDrvx7/wUQ1n\nR/8AhI9JVHZtOu7u8SRgjgpMvyBwjgoWjXcCBigD9RfGvjDw98PPBureP/F189tpOh6ZPqGqXKW8\nkzRW8MbSSOI41Z3IRWO1FLHGACSBTvB/izQfHvhLS/HXhW8a50vWtOgv9NuHt5IjLbzRrJGxSRVd\nCVYHawDDOCAeK+EPHur/ABl/ZE+MXxx+Anhn9pb4g+KdHk/ZR1Xx7oV7421/7ff6LrNtNc2xktrj\nYrIjAxSBB8qumVAGANP4Q/tP+P8A9n74sfD7x/8AtAfFXV9Q8A/FL9l218RB9VvWmSy8QaJYRXeo\nNGGOIzPYzNO2Mb3t3POCQAfdtFfl/rv7RX7V2n+Av2e/g58TvGPxWGo/GyDxD8QPiDL8NrdrrxDa\n2BaO4sdF08sCbSGNbq3WUph0WFgpXeak+JHx+/bP+Ff7GH7Rdrot98YNL0fwuPDN58IfGvxY057L\nXAbrUIYr2xmuFAa5SNwNshy5juSrE4FAH6eVzfxH+Lnw/wDhK2gL4+1qWyPijxJbaBonlafPcefq\nFwHMMR8lH8oMI3/ePtjXHzMMjPxp+1R8GP2xfgn4V+Hmi2/xb+PPxP8ABk+uavqXxn1j4c6zb2/i\nn7TLbW62KafFEInj05JVnJtbY7xuBJboed8OftK+IF+B/wAHbT4T/teeM/GcTftb6R4W1i58WaRL\npniCx02WKeR9D1dJFR7iVPl3SlEEilOPlyQD768LeP8AwP44utXsfBvi/TdVm0DVX0zXItPvElaw\nvVRJGt5gpPlyhJI2KNggOpxyK16/LTwX8JvjH8Jfg5+2F8ZP2fPjj8QZ/FXw7+Os+qWVhfeJpJod\nWg0200q+ukuIwo86We2M8DE/eURLtO0Z+pPhB8fdf/at/b9XVPhZ481D/hWHgL4QabqN9Z2tyY4N\nU1nXwt1aecoOJRDp0SyAHO1rsHjIyAfU9YfxL+JPgf4O/D7Wvir8S/EUOk+H/D2mzahrOpTqzJbW\n8Sl3chAWbAB+VQWJ4AJIFfOf7Y/ij4k/FT9sL4VfsQ+Evirr/gjw/wCJfD2t+JvGet+FNRFlql7b\n2Rt4oLG2udpaANNPvlaPEhRMBlBJPyv+2mPiPpH7Of7X/wCxf4s+PvjTxToPww8H6F4o8J65q2tC\nbVBDfw3Hm6VqNyEDXcIkh8xBJ85VwGYhVoA/R/wX8d/hz4++CcP7Qnh+71IeF59Im1OO5vNBu7e5\nNrEHLSfZJIhcZKoWVfL3MMbQdwz4TN/wWl/4JzW+sQ+Hrj4xe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"output_type": "pyout",
"prompt_number": 40,
"text": "<IPython.core.display.Image at 0x12115db50>"
}
],
"prompt_number": 40
},
{
"cell_type": "code",
"collapsed": false,
"input": "#OCR - Detect Text in the Image\ncontact = vcard.grayscale().readText().strip()\nprint 'Recognized Text:\\n',contact",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Recognized Text:\nSrivatsan Ramanujam\nSenior Data Scientist at Greenplum\nSan Francisco Bay Area Computer Software\n\n0 went Pivotal\n\np7\u2018S\\/\u2018QUE Sony Mobile Communications, Salesforcecom, The University\nof Texas at Austin\n\nELi\\It;aUt,\\'i The University of Texas at Austin\n"
}
],
"prompt_number": 41
},
{
"cell_type": "markdown",
"metadata": {},
"source": "## Sharing your Ipython Notebook\n * Gist\n - Download notebook (essentially a json file) and upload it on gist.github.com\n * NBViewer\n - Paste the handle of the gist on http://nbviewer.ipython.org/\n"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "## How can I get started ?\n- Loaded on smdw of our DCA\n * Run IPython Notebook on a screen on our DCA's Standby Master: ipython notebook --no-browser --pylab inline --port 9000\n- Use SSH tunneling to access the IPython NB session (create a separate session for yourself)\n * ssh -N -f -L localhost:9000:localhost:9000 yourusername@dca_smdw\n * Point your browser on local machine to : localhost:9000 \n- If you want to make use of the Webcam on your laptop, then you'll need to install it locally."
}
],
"metadata": {}
}
]
}
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