{ "metadata": { "name": "", "signature": "sha256:4c847e0749142890ba411f4ac9b6704c08e7f542b956210ba88ca1d5208b9eb2" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Overview of the IPython notebook " ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import HTML" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "%load_ext load_style" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "%load_style talk.css" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Python is an **interpreted** language (more on that later), and comes with an interactive prompt (like a terminal shell) in which you can enter Python expressions and inspect the outputs. \n", "\n", "If you want to use python interactively, there are several options: \n", "\n", "Python ships with an interactive interpreter \n", "\n", "\n", "
\n", "\n", "
\n", "\n", "[IPython](www.ipython.org) is an enhanced interactive interpreter, developped for scientific development, adding e.g. history, tab-completion, interactive help, and lots and lots of goodies: \n", "\n", "
\n", "\n", "
\n", "\n", "
\n", "\n", "Since 2005, the IPython development team has introduced the **IPython notebook**. This is a web application, running in the browser, that is connected to a Python kernel running in the background. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "HTML('')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "It behaves as an **interactive notebook**, in which you can weave Python code and outputs, figures generated from Python / matplotlib, images (either local and remote), websites, videos and richly formatted comments using [markdown](wikipedia/markdown), which is a superset of HTML with a very simple syntax (see [here](www.markdown.com) for more) \n", "\n", "It is structured into executable cells, into which by default you can run arbitrary python code\n", "\n", "It has a sophisticated tab completion and help system \n", "\n", "The power of IPython comes in part because of its numerous extensions and *magic* functions\n", "\n", "And finally you can *export* a notebook in different formats, including HTML and Latex (and PDF). " ] }, { "cell_type": "code", "collapsed": false, "input": [ "### This is a code cell, containing python code, it is executed by - or -\n", "\n", "def func(x): \n", " return x**2\n", "\n", "[func(x) for x in xrange(10)]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "[0, 1, 4, 9, 16, 25, 36, 49, 64, 81]" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Getting help" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "IPython has a sophisticated help and tab completion system, which allows **introspection**: i.e.\n", "If you want details regarding the properties and functionality of any Python objects currently loaded into IPython, you can use the `?` to reveal any details that are available:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "some_dict = {}\n", "some_dict?" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "from numpy import random \n", "random?" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "help(random) # produces a long output below instead of in a dedicated frame. - " ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tab completion\n", " \n", "Because IPython allows for introspection, it is able to afford the user the ability to tab-complete commands that have been partially typed. This is done by pressing the `` key at any point during the process of typing a command:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "listA = [1, 2., 'sentence', 1, (1,2), {'answer': 42}] # here I construct a LIST containing different items" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "listA" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "[1, 2.0, 'sentence', 1, (1, 2), {'answer': 42}]" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": true, "input": [ "listA.count(1)\n", "listA.count(2.0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "1" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And opening a parenthesis and pressing `` gives details about the arguments of a function or method" ] }, { "cell_type": "code", "collapsed": true, "input": [ "listA.count(" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "listA" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "[1, 2.0, 'sentence', 1, (1, 2), {'answer': 42}]" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# including markdown comments " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A short introduction to markdown syntax \n", "\n", "Using markdown cells, you can insert formatted comments, observations ... directly in between executable code and outputs ... \n", "\n", "To toggle from *code cell* (the default) to *markdown cell*, you can use the toolbar, or ```- + ``` (```- + ``` on Macs)\n", "\n", "You can *italicize*, **boldface**\n", "\n", "\n", "\n", "* build\n", "\n", "* lists\n", "\n", "\n", "1. enumerate \n", "\n", "2. stuff\n", "\n", "and embed syntax highlighted code meant for illustration instead of execution in Python:\n", "\n", "\n", "\n", " def f(x):\n", " \"\"\"a docstring\"\"\"\n", " return x**2\n", "\n", "\n", "or other languages:\n", "\n", " if (i=0; i\n", "![](files/images/presentation.png)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks to [MathJax](www.wikipedia/mathjax), you can include mathematical expressions in a markdown cell using Latex syntax both inline and displayed: \n", "\n", "For example ```$e^{i\\pi} + 1 = 0$``` becomes $e^{i\\pi} + 1 = 0$ \n", "\n", "and \n", "\n", "```$$e^x=\\sum_{i=0}^\\infty \\frac{1}{i!}x^i$$```\n", "\n", "becomes: \n", "\n", "$$e^x=\\sum_{i=0}^\\infty \\frac{1}{i!}x^i$$\n", "\n", "Mathjax is a JavaScript library, and by default IPython uses the online version, if you want to be able to use it offline, you need to install MathJax locally by running that (once) in a code cell: \n", "\n", " from IPython.external.mathjax import install_mathjax\n", " install_mathjax()\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The IPython notebook **rich display system**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import Image, YouTubeVideo" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "### that will display a frame with specified width and height ... \n", "\n", "HTML('')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "### This inserts an image in the output cell\n", "\n", "Image(filename='images/lost_wormhole.jpg',width=500)" ], "language": "python", "metadata": {}, "outputs": [ { "jpeg": 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GsOlgdyDt8r/fgJ2XL4TTSuqlWVCQU6dMZ2Xro4llDbd+/wBwx6pPXpU5ElIU5oKM52C3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\n3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"metadata": { "jpeg": { "width": 500 } }, "output_type": "pyout", "prompt_number": 18, "text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "### This embeds a video from YouTube\n", "### You can embed Vimeo videos by calling from IPython.display import VimeoVideo\n", "\n", "# Fernando P\u00e9rez at PyConCA, here I start at 30 minutes \n", "YouTubeVideo('F4rFuIb1Ie4', start = 30*60) " ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", " \n", " " ], "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": true, "input": [ "### You can also embed a LOCAL video in the notebook, but have to encode it: Not sure it will work \n", "### on Windows ...\n", "\n", "import io\n", "import base64\n", "\n", "filename = './data/Astro_ML_PYDATA2012.mp4'\n", "\n", "video = io.open(filename, 'r+b').read()\n", "encoded = base64.b64encode(video)\n", "HTML(data=''''''.format(encoded.decode('ascii')))" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inline plots with matplotlib " ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "# this is a magic IPython command (%) allowing matplotlib plots to be displayed inline in the notebook \n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 32 }, { "cell_type": "code", "collapsed": true, "input": [ "t = np.linspace(0, 2*np.pi, 100)\n", "plt.plot(np.sin(t))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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kJAQrV65suYZDp9NBozH/FSiTybB//36UlJRALpcjMDAQS5Ys4fQUuqPXSxGmdsQAf7oW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\nPBTkRmsdpIXRxGB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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "# you can also choose to display figure OUTSIDE the notebook\n", "# the available backends are [inline|qt|osx|gtx] ... For Windows try qt\n", "%matplotlib osx " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "t = np.linspace(0, 2*np.pi, 100)\n", "plt.plot(np.sin(t))" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Some useful magic commands in IPython\n", "\n", " %lsmagic \n", "for a list of available magic command " ] }, { "cell_type": "code", "collapsed": false, "input": [ "%lsmagic " ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example \n", "\n", " %whos\n", "\n", "list all variables (incl. classes, functions, etc) in the **namespace**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%whos " ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Writing the content of a cell to file " ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%file tmp.py\n", "#!/usr/bin/env python \n", "import numpy as np\n", "\n", "print('Hello world')\n", "\n", "a = np.arange(10) ### will be available in the namespace " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Writing tmp.py\n" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Running some external python script (local or online)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%run tmp.py" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Hello world\n" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "a" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Loading the content of some local python script (you can load actually anything, e.g. a Markdown file)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%load tmp.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "#!/usr/bin/env python \n", "import numpy as np\n", "\n", "print('Hello world')\n", "\n", "a = np.arange(10) ### will be available in the namespace " ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "#!/usr/bin/env python \n", "import numpy as np\n", "\n", "print('Hello world')\n", "\n", "a = np.arange(10) ### will be available in the namespace " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Hello world\n" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### works as well for scripts available online" ] }, { "cell_type": "code", "collapsed": false, "input": [ "### loading an example from the matplotlib gallery\n", "\n", "%load http://matplotlib.org/mpl_examples/images_contours_and_fields/streamplot_demo_features.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "\"\"\"\n", "Demo of the `streamplot` function.\n", "\n", "A streamplot, or streamline plot, is used to display 2D vector fields. This\n", "example shows a few features of the stream plot function:\n", "\n", " * Varying the color along a streamline.\n", " * Varying the density of streamlines.\n", " * Varying the line width along a stream line.\n", "\"\"\"\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "Y, X = np.mgrid[-3:3:100j, -3:3:100j]\n", "U = -1 - X**2 + Y\n", "V = 1 + X - Y**2\n", "speed = np.sqrt(U*U + V*V)\n", "\n", "plt.streamplot(X, Y, U, V, color=U, linewidth=2, cmap=plt.cm.autumn)\n", "plt.colorbar()\n", "\n", "f, (ax1, ax2) = plt.subplots(ncols=2)\n", "ax1.streamplot(X, Y, U, V, density=[0.5, 1])\n", "\n", "lw = 5*speed/speed.max()\n", "ax2.streamplot(X, Y, U, V, density=0.6, color='k', linewidth=lw)\n", "\n", "plt.show()\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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2nPUvIDAYBNkhZ5I+9FpU73CNH2vDG5Q/fhEimQwuVR8ST7bo6+toJf7gcWTG\nXYQ/YhK69/C290YXebfBx07ee0XcXpLEC1/A3rEEVTmMhjMfa/dqBsHrnFBpdPnQNt/LhlXE3g9K\nGCU/8zuMW1pFnujWvwCQ6X15uNC9TiMyu/CdEfiFyDuzCG364rkFpDt1BiX65m7u8JqbTRl2gvaW\nd5PPG0AzEHgXySYUR7Zrmw8+R+PyHDYLQrMjATx9CjHrFhzxEoVcLFl1LlH7dlxrGin/FvJZ1XPm\nvMFJUy4gJn+Naz2Kr48huNuL1x1tC0GDepQKMQGQCHY3C3m1IEra/BdR8be9trxNc53KEO0Wk1OE\nFO2vdcsLpHKVU0TxsrkvQ2x7oPOR6fbfGKdjxW+t2n9Tvuj0QILWkaT7fgWv/xdRiTGhSoKtUTbz\nMtx1gWVurAiZ4ReTHvMNdGXIgz1TR/TtO3GX/hNZuxlR13azLqsic8zX8IafgOp/GFgfASV1kffH\nBOVRNuOKoI5lWT8azn4SE8+zyOQ1kHjlC8jkJhpOegLVPXdzGEXZO99A6DSZgRfj9T2tpGFFej3O\nrufQRpLp85XQdm7tszgNb+DHDkO7Q0Pb2el5SLUVbYe3kXobtrc6iEIotLjT7DYpXIlGiwG5iJON\nBdu1hk+gC2OzoGA7xZhcyOAWLJagQvzHyoxD6cFYcj0V9iQkG6hXzzQrGTYhq84nZv8aVz6Ga0/D\nEKHWX0K+kmuFoBmFbybjyFk44nmy5tJ2bdJ8n4j5OxYfELhXOibNauiONhIpdoPJAG6bv5cglWvX\n/oFv+UFBCN8uzd9uJ1/FSb6OlpWke4QvDueDs/1pypZ/A4EiS4LUUTPR8eLFSVpDdT8EvWU2mdH/\nRebgKzHx9nHesm4DzofTcVb/C3vDGwiduy5l7schYB4HhJMhPeW6Difj7RO6yPtjgNHEX/kG7roZ\n6Gh36s96El2eR01P+yRevwJ717uo8gPQ8ZaFoMiqP2Hv/jc62o/UoT8veejYut/gR4/ArxzXpqbl\nnnB3/hOATI/2WuAtx6Gw04GMqhcLj+2VOihbpq38ioGtRgVA5Il1aK2NrUUwb2k2FemvBUGyTgRL\nfIAw+SzXJgg8fTIR6z4c+SJKtycjQS1x6ztIgoeHJQPXkWQ1ihbynjypjLj1lWARUPgg/VwYpEdH\nyRsgq8/BkbNw5TSyqj15G3qi+Ay2WIRt3sCnxIxBwM0+SizzY4QMGKGqvh+GbtSXTUdbOWJstrzb\nPxQsLyB3uHsCAAAgAElEQVRv5YwpPpjRxKp/CkC6x7cxVomRWcYQXfdrYjkhqkzfL5Ic8VuQHU+I\nSR/yddJjrgan1aK0MVg7l2CvmoG7chr29qUtm4REVQ1DdRtG5pBLMIm+WDvex9r5PtbOD9BVB360\nxA2dRt4vvvgi06ZNo6amhkGDBnH55ZczenRpuSWdgU8PeSuP2Mwf4q5+AeMkaDjjUXT3PPHRxhB/\n87s4m15GR7rTcOKjmGjwOix3LSS2PAjvaxz3B0yJcaxW/bu42x4AYZEc8cfQdjLzIU7jHIyMk60K\n94lb2WVIXYeyB2Ps9robzf2pIKxPWYMLzk/TA08cHVptp6VdMFZHLG+IoBiHzZtYvFWQ2DxzMhHu\nwxEvks5TVd4Si3Hlk21C+DBgaCvX64jp2GJZi/dFgNFRwqJYisEzZ2LMddhiFoIaDO1Jz2MqNotw\neKVD5C31SqRp8cUG093dxoUVZnkLvQtLb8SIONoKX09ogp2chZ1Zgrb7FY0waYZKUfbBtbjbn8Qg\nSB14I5mBBbRPiqGpRqUxWLvew1nzNO6ap7HqVuNVHIG9fSnGSeANnYo37FS8Az6LibXN21D9965w\nSaehE0IF586dy7333suVV17J6NGjmT59Orfccgu33norPXvunfuto/hEZFgWg0jXknj0QqIL/45f\nPpaG0+5H9ckfHRJd+nsiK/+BsaI0TH0QXRHItYrUVhJzLkfFxpI68Br83vmri7eDMcQ//EGu8vx/\n8/rCME1qiOSs7mzl58AKX2C004F8qx8tXBaqibx1EfIWeheOvwBp2ksjtdbG1iIgSVmgNmU++AQh\nkcVcJ545PrDSWQ60X7zzzXGkVUA6plUWmzZtyfvVN47A05MDYs+F8Wl6sLfKf4ae+GYi2vTEFvlL\nn/kEaw+2Kazlsicy7pUY4m0eSJ41GWW1CF2JnOVt9vB5W15goSr7YBDFF9v9+BTqBz1Oss9vQBZ/\nAxGZjcQ//GZA3FaChjEPkRkUaJ/slWa6Mchdy4i+fTMVTxxDxdPHE3v3Vqy61ehoT/zBx1N/3mPU\nfH0ljWfdS/bgi9sR9ycCnZBh+dxzz3HCCScwdepU+vfvzxVXXEG3bt2YMSO8YlRn4xNvecua9SQe\nvwhrxwfoeC9SJ9yE6p8/dtpd/Rixd27CIGic+GdUr9wT3qsn8frFWMmN+LG+pEf/oOi4Vs1blL17\nJar7uECw3ulFavB1sDmkFqPxcHc/BECmR2GNCjsVFNotnbwLu02arLw9pUH3hKY/vhkH2gmVB8+H\nrJmIbeZisawIf5aRURcREY/gihlkzZ6uI0lK/wJDOTFuDeZsQNM2vlmpOA3qYcq4Glc+lTvGfJp9\nHTgGdT5l4loi5hE8Pt9uu2+OwFdjsFmIkJswonDxjiYY2Zu0+3Vi2d823/TpSNuQVc8+Hi26o2Xb\nPq3sQjx7Ap47pbSDEAK/QNJXa9h1cylb+RWkv51MnzNJD/oBumzvlBplwxqcTdOJLL0Pq6YllV1H\ne+ANPYvsAZ/D73ssyE88nQTYR7eJ7/usWbOGs88+u833Y8eOZcWKjy7V/xN9tq0tC0k8fgmysRrV\ncxQN5z+CrspvhdrrXiQ+N1jASR35M7whuROrfRJzr8DevRiVOJCGSQ+CXXxByt3yJFZqHdbOdSAh\nPfi7YFeE1ld0aqcj/e2oyChUvEBJNGOa/d1+AX83gFRNPu/ClnfzQmWeuoWt52tEb2y9CIMVmLR5\ntCmEqSGi70BQS8r6ZTA+47B5K1DFM9m84zRBMQ4h/oHDC3nIG4IQvh8DaWLWHbm39x3QisCb5tyo\n/opgLY58BykKJwoVg8cpgY4Jr+WPOhEumv7AUhwzm6woXUM+E7mGaPb3CKNQog++1VY3PhP9Zt79\n3PRz2N5CMmUdK75QEMYQ2fZXYut/jDA+XsVkUsN+367YQtE6oV4d7oancdc9jLNjPkZGoNFBR7rj\nDT0zIOx+Ez89hN0a+0jedXV1aK2pqmrrfqusrGTJkiX71nkH8Il1mzgfPEf5A2chG6vxhkym/tLp\nbYnbaOTOIEPRWfE4iRcuQ8UPJX3wtWQOzsWqGkP8re/gbJmJjvSgYXKL/7sYrLpFgXUqAQWRVXci\nG8Kfqs6u59BWz2ChsoA/0UovRIuhZKOfLRhpAh1wm5RoeSMiaKoQKAT5q5kbbKLmt0TMPbnICTCi\nJ4oRCFJYhFeBB/DM6RgjcHiNQip9af2zZrkKV4S9akoa1JPN7SxR2G1TCIae+ExCCB+H/BV2fJGr\nDMTrHetbVNISRG6X5E8Wagu2txAjYniRIrVSS4VOEV/9DeLrfhDUmez3TRpGPxZeJafd/j721pcp\nm/9VqqaNpuzt/wmI24qTHXgO9SfdR+0l75Oc+Hv8AVM+ncQN/zHCVJ888taayLw7KHvqywg/RWbs\nF2m48FFMtO3iYnTWzVTedQyJpy8i8dJVCO3h9zma1BEtutzRZb8lsvqfgf970oPo8iLSsE0wCrv2\nnRYjzwMrtZbo6t/n9RXata8Q2fEYeC6Zbu2jGVrDrXsMO/U22jqg8E2uG0G5ePbkdq/b7dEUZdLe\nIt5zvkVjkkUCzTAEfi50LoBPkFBjMz9IAw8pcGvojeJohMgQ5Tai3Ixkdd62Sf2bYNaybf3HtnOu\nJKMDyzUiO1aYd09kOScYj6fzbvdFkAzkmFkdFkLavDuwtrNOCSJLgJOeDoAXmQJy76rGt4bMbKD8\nvdOJ7HgYI+M0DP8bqcE/CY3d3vO6cDY+S+XzYymffSHuhicDgapek2g86nZqznqf5DF/RvU/Ye80\nTz5p2EfyrqioQEpJTU1Nm+9ramro1q10XaV9Rac+Op966ikWLFjA5s2bcRyHESNGcMkllzBoULFQ\ntwCidjNlj1+DvWYuatBIvLEXkh7/P+1ITtRtIrrgTxABZ1NQFzF57I1kDmvJ1rI3v0RsyS2B/3vC\nXaiepVd3l7vmInQGsgS5IRq8nieRHvYdeGdL28ZGE9vwEwDSfa8Cu0AmpPFw654EIFtZ+LXc9hZh\n+auCKjthCUE5NAseFXBnNEGLPlhmBdJsQ5PfB6rEIVhmFZZZihJjkWYdmDQIiJmbiev/IyO+QNL6\nU7t9LRZhcnXkYuI3QbgfDaRoH5bp6fMw8ke5KJDNGPKHYGb0F4laf8QVT5PkFvY66oRc1Amz8rpO\nFAeh6YlkC5JVaEqPgU56wUOxoIxBK7jpwPr3oqXlGRSCXfca8TXXYaU/REWG0jDyfnS8Y/5tHe2N\nTG9FJYaRHXIR2SEXoctKu28/ddjHaBPbtjnwwANZvHgx48e3ZAkvWbKkzef9jU4l72XLlnHKKacw\nfPhwtNY8+uij3HTTTdx6660kEoWz45zFTxF/+jvIVA26rAepKTfhj8ofERKb80uEmw3cGga06EHm\noLaLhH6f48kO/jx+z6PwBp5Z+kEYQ/nbAbEawOt5Bunh16EqgrjliRPbFht2dz6GnVyKdgeQ6VM4\nfMtpfAWpdqDckajIZwq2tbJvB8fhlpIJGe422dO32WR5yzDLG1DiUDDPYJklYFJUqOMQJMECkRNX\nypfNKdhBOSchmmRVm0MB8yv1GarwzCm48llc+Xizhb3nnDUj8PR4HDkfVzwd4ksvjsB1MhFHzMIx\nz5Nlj7ckIfHFJFzzFLaZTVaUTt4DBw7NldArnCgFgK7DzryOQeJFTu3YQbSGUUS3/pro1l+jogeT\njZxMcvidGLu49bfnOVY9jqbuxJdR3Q776OOuP2p0gkvkjDPO4Pbbb2f48OGMHDmSl156iZqaGj77\n2dLDTPcVneo2uf7665kyZQoDBw5k8ODBXHPNNdTV1RVcgRWpWuKPfI3EQ/+FTNXgjfosdd+aE0rc\nctMC3JX3NxM3SZB1O4nN+lnbhlaExgl3kRl5VYeOIbLuz0gdhHYlh32fxsP/2Uzc7aDTxDYG46YG\nXl80fMutfQSATOXFRW8QO/MWAMoNUSVsDaVQ+kA0xa0+TZPbJL8OB4BPkI1q8R4QxW9S9mu1XuiL\n9haGoTs+ASmYVm0VQ0PHyurgQenwLwrdVVl9KRiwCS+3VgqyBKXWHDM973Yvp1vumFkd67jELFcA\nJzMTgYfvHo2x9i4mWHjbSXx4PrGtvwLAqzqTxlEPlETc+TsUqO6HfyTELdI1RF+/Gfede/b7WHnR\nCT7vY489lssvv5wnnniC73//+6xYsYIf/vCHH1mMN+znaJNUKoUxhrKycLW0ij9MRNZuwjgxkmf8\njOzRl4deQM57T1D27H8jIgSvPklaXoHyqRJ28EK0d80j9kHgM28Ydw9e33PatWmtFRLZdhcyuwk/\nPoZsj/zFd5unompxGv4ViPhUFPGLGoOdDci7FMtbqnVYegPI9jG1recLoER/fA4qSDJKBDHKlglW\nzhuteylXJ2HpFi3wfOQNkgYeIMElOHp287ea8LUGz5yI50/G5nUs3kZxZLs5A2TNOUT924iIZ8iw\nBEWJWiDtxjsDX92DY2YirBqMaBsx4DEJT40PKurIIprTrbBu7XpG94Vi4mBNUPYovGjxcnv5YDfM\npWzNV5H+VrTdk8Yhd+FXTOlQH/nO8X6HVriL7yf2+s+QqZ0YK0J23OWf2gzLk08+mZNPPrlzOtsL\n7Ffyvueeexg6dCgjR44MbSNrN+EPPJzGC/+M7hWSZWY00dm/IPrGb4I38YxFdvi5+IOOQ/UYhe4x\nEhMvcUU9BCK9lbJ3rwhW6Ydek5e427TPbiG66fcApAb9pGiShVP3JMJk8OLHY5zwrEoAoTYh9Va0\nqETbwwq2xRikDlwgWpZSSKAcW72PEmvDu6Qf2vRFk0CYjRg5iAbrQSrUVARZDBJFWBpwGQ08RILP\n4RA8gHRBwScXxaE4YhYR/kHShD2syvCYjMUHRPg7SX5XwrHmOTbRE0M3BBkcM71dSKARB2DpVUh2\nIM3a5gLDxWCJLEY7GFPc8vJi5+LFzgXTTuawyOQ1kerbiG3+GQKFlziWxqF/xTgdq8Cz36GyiHQN\nIrUbkdyBvX42dvV7WOv+jVVb3WzZCpMh/tCVCOUhsinwUuhYP6z1yxEqC142+O17oDz40uOdM79P\nQSRJKdhv5H3fffexYsUKbrzxRkSBJ2tq6nWkp343tNiwaKym7Llv4KwOMuP8XgdTf8k02EeybgOV\nIr74G8jMNrxux5Ea+X+hTSdOnBiEIK74NkZXku55Ln5lkcQJo4hs/xueexzpqnBRqyY0Wd3KPSJv\nLHZrCFOHIBOUQsujB93e513RvF94pwJlRuGYWdhyGR6D0OJg0uIqYuZ2BLrIwypOA8/QLZf27jCN\nLOGxzBlzGVFxOy5PkuRnoRZhhiuIchcuj5HkpwRFEDuOrDgbx8zCMdPIssfCsRD48khcPR3bvEWW\n0sh78AAbkfUwsgOlw0rIqmxu6u8guuVnRHf8A4BUn2+T7vfDkpQA86HDVrcxiMxuZONmROMWZONm\nZOMWZHILsnELxpRjr12AyNQisiGFsNO0k1WPLHqyzWev/zHYG5eyX9FF3uG49957mTdvHjfccAO9\ne4cXGgB4OTaJiTnibgpfarqwPpj2Bw5b8XscrxYd685bB3ydbT2OYWKOuPdsvzefLZPms9yOVfse\n1c5nWJS5iqNy8ath+584dBHurhlkSTBn03EckfMKhLWfesgm7PQykro3szZXcNzEwu1POngxnn0k\nKzYPZvUHcwrOP+Fu5IQDgyiSUo63V/l6xg8DQX3B9koehKNmsWHtC/QddgoAM+dP5vSj70AKjTCb\nmP3GmgLjxVi75RSG9nsRm6Vki/w9PDMRR8xhw6pfMmjYzXnn//qcasYfOpZeVYuJmIeYOeeQvfr7\nTzrudAzfxVIzmffmDCYce3Lb8z/+CNDT2bbxWd7b0K+k/qUOJAcWL9vF6MMK/307+nnKuCxlm76B\n8uqo00MQw3+JX3lyp/Xf/Hn268TUTo4ZXYVV/yFbV8wm4W+kqmIAzuqXESo8y9XrPh5ZHwieGWFh\nYt1ImghKOJSLFBiNUvU40XSzXg0Clg/5IgMPPwnjxFnywSp8EWHc53+FsRzeencJWtocNeG4oKr8\nB/lDTjuM/xDyFsZ0ZmXPwFUyf/58brjhBvr3L6w1PHPmTA4/PI9GSTZJ7LUbib4dlEjyhhxP41l3\nYMo7pl1cFF49ibkX4+ych470pn7SU+iKgwrusnT23UzkRwjj03Dw/Xg9i/gtdZaKFcdgZdfROOgO\nst2KZO4ZReX6Q5FqK3X9X0JFCy9Y2tk5lNedjWdPoKHq+Xbb9/RtWmoBFalT8eUR1MdfCu3XVf+k\nzP8WWfl5Gp2/Nn+fUBfimJdpkH/Fk+3TzFtDsoJKxqOpoJYPCEqH54fD4yTkVfhmLP+aHW59O0wj\nIS5HmRHUMZ+9zbhM+GfgMC/vcdhqFuXeufjicOojL5fUn7N1DInIZmor5qGt8ILSHYLOEKu+iejO\noEC2F59A44C/YNzCbrdS0HRd2FteIrLmAWT9KqyG1XkJ2qsaj7N2PtqtwJT1Q8f7ocv6ocv6o8v6\nY8r6oWJ9IdIDHa0CN5Hfj20M9oY3iCy8G2fF8wijqP3qm+gepUX1LFy4kBNPLKB/XwJmzpzJiX1K\n0zWaue3lfR5vf6JTLe+7776b2bNnc9111xGPx5uD2KPRKNFoCZVCjMF573liz/4Y07MfRtqkjr+e\nzPhri7oPOgqRrSUx9wLsXW+ho/2on/QMurywspvwajjC/AaBT3rA14oTN+Duvh8ruw4VGUm2qvCi\nJrTofCt7KCpSvDRbU9RIoVJqrVGS2wRQIogTtsyyNt/7YgKOeRnbzMurEdIampH4HILNezi8ikd4\nWJzHmWjTDVsspjKxCshP3h6no00/LLES28wuUNW+MDx5Fo6eh2umtTsOXx6GQeRCJdPFq9wYQ8wJ\nlAW17BwDQ2Y+oGzjVdjpJRgs0r1/QLrn/3TI1VLSOI0bcDdOa/6so71RiWHo8uGo8mHo8hH4ZQdg\nThgITkeLYewBIfAHT8QfPBHRsBWZ3FkycXcq/kMs704l75deCiy5m266qc33F1xwAeefXzjCQlav\nID7thzgrciXEKvtRf9kMVL+9qR5eGCK7m8Scz2PXLELFB9Ew6Rl02dDCOxlDfMW1uFTjJw4jdcBP\nig+kk8S2BVmEqb4/KunGcxueACCbOK+kVXipduDJo9uo2LVGO593LsFFEOKXzEGJ0RgE0qxso2fi\niQnEAMfMzQmdFobHuTnyfqogeUOULBcT5U6OHrekQN82Gb5MzPwC1zzWnNLeUWTFmcT5EY6ZCSbZ\nVmtbVKDFKCyzHMssRonCEqbC7MaSWbSoALF3CUTNMAZ3933Et16PMCmUM5TGgX8prJezF2i6Lvy+\nJ9B4zF9Q5cNQieEtkq97CVm3nsii2xDaIzn5d6HXsEn0RSVKKcW3H9BF3u3xyCOPdHyndB2xl39N\nZM5fENpHxypJn/wjMuO/sl9KIonMDhJzzsOuXYoqGxoQd7x4Jpm74U+4O5/HWOU0HvS3koTsI9v/\nivS34sfG4VWcVXxyxsNpDKygbCJcD7w1rOw7ONkFZKOlCSmZHLkIE647EjQoQzMUizVIswqds8QV\nh2GIBJrgegfIwtEVWc7FMdOQZguIPUhyD2T0l7HMO7g8RVr8GCPyxyxnzGU45nlcHiLNd9GiSAHe\nPDBiIBnOw1JrscVsfOuUNtt9cThGa6Rai5KFybvJ323Evlndwq8muuNXRHf+HYBM5UUk+/2yoLzw\nvkInDiCbKG1RthBk/Qaib/8Wd/mDCBOES6aO+gGm7GMi6ELoIu/OQeWvj0HWb8MIQeaYL5M69ceY\nsv2jASx3v09s0U+wa5aiyodTP+lpTKz4DeduuJf4+z/B6z2VdxuOYlhsaPGx0muIbPsnfuQIUn2/\nX5IVbadeQ+rdKGc02i0tvdn23wVAOfkTidrF85o4vhlTUiq9kgdj6TVYZllLKr2I4JlTccyzOPwb\nj8Lp3ZoDQDs4zMHhBTwR/gamxUgwMSQ1uPyTDPnV+IzoizKHYLOEiPkLKXFL0WPJP7dRRMyTuHpG\nO/JWjCaiHsSW7+BxYcF+pFrOrobRxLrvvX/UqX+SePX3kHoXXmISmcov4VWVppPSIWgfkd3O4jdn\ncNhB/RDpRmR6B/hJhN+I8JMIlQSvEaGC77TVD2vnappZr2mZzGtA1m9EqAyks4hMrkXuUo+/+ANM\ntBvGjoAdQUX6IjyFiZRjYhXB72jTTwVEyzFu2f6vY9lF3p0DWb8Nf8hRJM/5JWpg57tImuCuepD4\n/OsQKkVm1BdJjfsxJtq+/l4TnM0vEH/nu2QHn0Z0c5AJ5nWbypbGsRSJvAadpWz1lViZ1WTLzsMv\nL22BxKl/FkzpVje6EemvxGAHgv6lQBhsvRRTwp/e52ik2YzU69vUCVZiOK7R2HoeniyuzZEVF2Ob\nt4mYh/EoTEhp8TUc8ypR81cyXB0aCpcRXydiHibC/aTN90vWFGkNT55IjJ9jq5fBbpuQ01wyThcv\nXOFk55CILScliq9p7Anh7yC+/TrchkCcy4tPobH3H4vmAoT3V4tMfoCVXIFI1WDVvY/MbENkqoPf\n2R0ITLBS8BZ48aNxthQpslF+FPbWIkUqDOC3XT52l09r08TreQzO8jcLjzX4WOxVS9DxKky8ClNW\nhYlXYsq6wdgvF55Dqegi785B40V3kD3sQpD7SeDQTxKffx2RD3OFEoZdTPKIX4ATnvWJ9ogt/jHS\n39pM3MlRPyMz9GomDg3fzd32EFbje2Ab7MaFKHcQySG/LWmaMruaSM1D+O5BZBJfKGkfy1+KQOPb\nB4cuqrWP2mhKSS1+vo3og63fQYvBOUWTAL4cDxpsM7+keWbFucTMjwItbbMFI8KTSnxORDEci1U4\nPIeXS2ffE0ocimeOx+F1XP5BhmtLmkvbPsah6YnFBqRZgRYtUSJNC4/SFCFvY7C93DqN2zFpV6d+\nGvHt30WqHRiRINnrRrIVXy5NUtbbidWwFCu1AplcgZX7kV6L7IEXn4CzbV7b6SLQbi90pA8m0hsV\nHY1KHApWHGM3/STAbvWZGKkj9rhehABjsGo+hEwt9uY3cdfMCKzwHDkmJ9yEscsQfhpUBjyB6nM4\nIl3f6qcu+J3JffY8RKoeK1UPOze0HbOLvNvgYyfv7BGli953FLJmOYlZV2DVLMdYMZLjf012+CVF\n93PXP4aVWUtTyUEl+pIZVCS5RjUQX/XdoF6hCwaLxgPvwtilWYTRnb9GoFDRwzBOaVVcbK/JZVJY\n5Kotmsi7+OKpEkH0jdSr2nzvi6MwSCyzqP1iXx4Y0R2PU3B5Dtc8TkYUIFohyXAVcfM9oubPeCI/\neQOkxdU45nWi5i4yfA1EB+VKhcSTU4noR3H0TDKyhbxNc7HmLWF7B9v1h1h6A1p0R1mlVYAXahfx\n6u/hNgQJKl5sEsk+t6GdIkU3WiGy5R5i69q7i4yMoWLD0fGR+LGxZHtfhI70xUT6oCO9MW6vTtXh\nVv0CmYTsuKtJpXYSefdPRJfcBUKQOezywkZSPmiFSNUjkjWIxpqW3+nCC+wdG6Pzuvo48bGT9/6C\n++EjxOd/B+EnUZUjaJh8D7pbCa4F7RNbfkMzcZMBy9tKbMlPSY37RagmhLNrBkKnmkOZtT0EVVYa\nqcrMCty6xzDYpHu0L9wbBstbBICyw8dpP9+mlOzilreWgYPIMqtpU3lHVKDEGGyzGNu8jS8mFegl\nQFZejKufI2IeJmOuKWhdvjZvCKeOr8BmAZZZiBL5QyZ9TkIxAouVOLQP+SsFnnVSjrxfDtw0OWgR\nLLQJsw2MH+q+cTKB1b2l9hDiPUp7e5TeepyGZzAiTqrnT8lUfqXDobB+4jP4FUejYiNR8ZGo+Ch0\nfCQ6MqikvvaHtomJ9SA9/v9Ij/sWMlndceIGkFbgKimrop0Y5cKFnTLPLsv7EwrRsJnYGz/B2T4d\noZJkDryQ5PjflBajqn3KZ05G6p2BYZqhuc6BVVu4vJFb/WRwNgWgwEqvpmzFNTSOvrvosLGdv0Sg\nyVRehnZLjJwwGju9AE8eg+dOKG0foMXsKPxqLvUGXO8eDBEEKcpTxwIRGqP/RMvB+GJ8jrzn4VOc\nvD1OQtMdi/exWFpQWErpGFm+RJQ/EdF/IWn9JX9DIUnzdcrM/+Lqh/BkaeGVreHLEzAIbD0XTGOL\nxIBw0aIX0mxHmOr8kSTG4GSexLMnsbl2IsXrv+eOLzqOZJ8/4kfHo929i/Twu3+W+u6F5Ufd9fcT\nX/K9IERVCIywCHR9LT7rKdyXovgV47C2r8E4FcGP2/a3divRkV4gy9Hx3ph4H0y0W94HhGjchvvB\nI0SW3Y9Vs4qGMx7AO2Df9co7HV3k/QmD8oi8+2dib/4a4TXgDT2B1EGfIzv80tJ8iOlqKl6eiMzk\nki2i5fi9p6Aqx6Aqx+D1CqyUvNZKphpn179aPueE5WRmY9FxrfR7uPVPYYRLqsf/Fj/Opv2y/8by\nV/9/9s47PI7qev+f6dskWZZk2VjuDYN7wQVjnNBLIHRTQyiBJPwgCSQhBEIJNaEEQgkBQgudQGgG\nAwZMMe4GXLBxt2RbvW2ddu/vj5Vly1ZZFbCTb97n2UfamTt3z87OvHPvuee8B0WzEXrLWaG726s0\nkLdsY+RtuY8QcO9vTGPWRVrWV5UlCPriqVNA/B1dfJ6JBwYUE0c5BV18hCFm4Wstk/e0adOwZV80\nsQJDvI+qbm4xHNDhDAzxJob4EF2Zi6fMyMCYnZBKHq56JJIcFOqR7BwtCmU/VFmBKrfjN1MoQnfn\nYngLEEoeg8c8267PdbIzW9foFISHInZmTO56FwQAUqCaRWi1X7fajZs3GWP9zvUNqerIYAEi0B3F\nrknPSpwUan0FiiLT14OaJvN9Ev8j730HevHHhD76DVpNmmCcQceTPOQWRHZmlUC0yvlEFlyAalci\nUY2Jz5kAACAASURBVEgOvxr7gAzdF8IlZ8lElIYrQvoWbv6xOAUn4ua2IcwuBYGKexBqHk72Ke2K\nMDCT6VJeTvDEdk25pXTwlWGINqIzHP10LPchFHYq3/lKEZ46CQCPSbhyCopMpNXxMkhAsjmHgHgE\nlYdJqZeD0rL+uVD6ImRPDOYSEPeS0O5uvqESxFemYvIBAf8eYuqMNu3YHXHzueZtkP3xpMKOWp67\nI5BIKxvawUubFQXb23D6noNTdDogQAoU6ad/q8aXQBEuyqgEiluP4tShOPXp/936xv+ltKC3gZoo\nQ0mUo9q1DeJUu6wHeEC86eeH3vwD1rzHETl9EDlF+N2HIa18RP4A/Lx+EOhkQlNH8T/y3vtQolsJ\nfXod5to0kfk5A0kcejte/8xC85AC65v7Ca78I4r08bqNJj7hQUROyyPZJr5C4RJefRGqn054SeWf\nRHLoX0HLrCahVXk/Zu0r+NZQUnm/yczmBrvNREMyT/CHTbaDaOKf3d23qYoqNHcNqK1P8n1tBLZx\nCQH3wcaL3THObiRpqfZEldvQ5GY0ubpRA7w1CHUknjIWXS7DFK/jaGc0226HzSntl5jei5jiWZLq\nlUil+YVcW72QgH8vhvwETSxsM6kmUyiiDN3/olkHk+Z8hOF+glSysIMX7R197Lag6k0WJ3flrB32\ndojHvBRKshI1Xoq+5UO0ii/Qt8xHM2vSXrkdl6ETQy9dDqVpl6O738EYyz9r7EZE8hH5/fHzBiDy\n+6dJPX8QIr8/Miv/29P5/h9570XYUawvnya45DYUN47Ug6QmXklq7M9Bb1n8aFcodjWhxT/DLE1X\nLk8N/X8kD7w28wKrDcRtVr2B0LKJjfgXfnbbVW9UexPBLVfj5kwnWJauwpPoeRNSz1ziVncWoIrt\n+FqfJpV2NGchkZpzsEM/JpX9++Y/vyFuORMNjqR5Nab7LCq1SMDWz26y31cnoPmb0cQifLVt8gaw\n1R+h+8uwxBMtkvcOCGUorvJDTPkqAfFXktrtzbaTSg4p9WKC4m4C/j3E1eZH0u2F0pCkL9lthiDq\nCUevwtWn4prHtE8G9r8BegCZVYSfVYTfs0F/XQrMlU8RnHcjqlMHEupP+wB8gVpfglpXghKNIv0w\nWtVG1KotqLFK1Fgl+qbFjV27faZgrPgcGczCLxyE6DEAv3AgoucgCLZcF6Bd+B957wWk6gksegRr\n/oMoTgLZoxtu3++TmH4LMitDl4OUGFtmYa57FLN2LsLoRmLiQ7i9jmr7WBp8yMIlvPpCzKo308Q9\n8hX8rLZFpACs0vsx697FSL6LokAq76d42e2rxmHEX0dKBTf4wyajEzP1OqqoRpE7/Zy7jwZVkZbt\nFFoG4YhKBFc9FEu8li6CoTY9x546EdP/F7pYhMP5GdnuqCcT8q9FlwtQxdcIdc9Zzq42J7UrMb1X\nscRTpNRfIpXmE6ts7VIC4iFMOZuUWIGvjsjIntagyLT4tNzVvSMF4fqfofkbkASwQ+fvYfN/Arrc\nXkXFGXE+7sBjCc6/BbwUfuHotDZ872buDSFQ6rejVW5CrdyIWrkJrXIjMukjQjmoiTr0TV/Api92\nHnN5ZgqPbeJ/oYLfHZRkLdaCv2EtfBg1VQeA22cyycP/gN8n82rNat1aQvOvxtj2IcLMxul/DMkx\nt7erSrZilxFacQV6alG7iRvhYla/CnpDjoNQcCPtK1iqeCVY9U8gtCJS4V2SFqTATO5wpZzQ4vGN\n5J2h+p1tXoCVeg3RTOEDT02PunSxeI99LUKJYKunExD/wBJPklSbH03vgFAOwFGOw5RvERAPkNRu\naradVPKx1fMIiIcJiHuIq49lblMLiEZeR5FxxC4PrUDiHkxnFkLJIZ7zdEa+btVZi+ZsQPHLUf0K\nFK8c1S9HEkBLbECipV1disqOaBCJhq8PRfFSCKMn0uyFMHsizF4Ioyfo357eSWcgQz1IfP/ethuq\nKrJbb7xuvWHwwbt1IlFi1ahl69HKNqCWrkeNVnWhkV3X1d7EPk3eSqIKa/5DBBb+vbE6h9v/EFLT\nf43X7+DMfWJulOAXd2Kt+huKcBFmDqmxv8Pe/4J2JSzolR9hLLkAU9bi5s8gOew6/KyxGR9v1H+A\nKmrAJF0GypVE1p1L/YGfIqzMQgSDNX9GkTa+NQFp7KwNqblLUcU2hNoL39jpStnT573DbZJZIpDQ\ndsTG73mufWVEmoDkWhRZ06KQ1O5w1B8REP/AFM+TlH/YI8lnd5tT2pWY3ltY/uMklZ+D2vzoO6Vd\nhiX+ge7PQVXXIdrw67cFqRY2uc8VUYOVeACJQjz77wh9Z5hfaz7vQPVdWNEX99ju633REluaOSIN\nz6hEr23+wSjVCMLsiRuaDkLHjwxveO2fEbHvkz76HVAUZFYeflYe/uBd1i/+w+K8Y7EYL774IsuX\nL6eiooKsrCzGjx/PzJkziUQ6Ka/LPkreaukarHlPYK59DtVO6067A2eQOuTXeP3aEdMsJeaGlwku\nuh41WYpEwR56Lsnx1yED7ajyLDwC6+4gsOFuFCRu92nERzyADLSvdmBw86/SF47DTi6ULorfurb2\nDqjuOszYs0g0krm/a7LPTL4BgBP8QavRJ4qI4yv9EGpmDwtJLhIdlbp01IWyy5qCYuKro9HFAjSx\nBE/LbKHYV0fiKeNQxHYM/01cvXXhJ18ZQ4oLMeR7BP27SKp/at5WpTcp5QoC3sMEuJuE9WBG9mQK\nqeYSzX0P3f0Ez8p8xuRbY3D9KoTWA6n3QGgF6f/VXGSPcDoKBD+dDISPIkX6vZtEzfkhqrMd1SlF\ncbajuqWoznYUEUNLrUM6FnrdyqafFyhC7CDz8HC8yChEZEiXZlb+R+M7Iu+amhqqq6s555xzKCoq\noqqqiscee4x7772X3/+++TWp9mDf+TV9F2P5W1ifPY6xNl153D1gKn4kTHL6VfhF7dMz1rYtJLjs\njxjl6dVtL38cicl/wi/I0MXRACVZQvirn2DUzEeikhz8W1KDrmy3KH5w0y/Q3HRolZQqXtYMnG7H\n4XY7Gmlm9hAI1tyGgo8dORdhNIwqpQRsNHspnnYAbqBp4eSmioIehv0+iozhay0VEN4NiopUClDk\ndhRZgVR283srE4AqNLEBrx2nJKX8jLC4mIC8D1c7rcksqrkRoa39GMt/HMt/HFu7AKE2b7+jnU3A\n/Qum/xIpcRVCbblyfUcg9EE4zRSFbm0Ua+deip17adcZISWKX58m8/gmtNgatPjXaLGv0eLfoKVK\n0FIlGJVpfX2fgajxUrzc0fi54/G6j+eQceORUmY+e/1vwndE3n369OGqq65qfF9YWMg555zD7bff\nTiqVyqxATSvY6+St1G7Fmvck1vx/otaXAiDNMM74U0kdchFiv8yiGNIHSvTijwksvBuj5BPcfgcj\nAvkkJ1yPM/jMdqcgG+XvEFr+c1S3BmH1Ij7673jdD277wN0Q2HZnY+FY3yii/sBP2+2z1JLzMGOv\nIlWLZG5DDLq0yS7+PihxNLkFzxiFZ7a8BqB5XzQQ90CklvmsQSg9UOV2VFmOT1Py9pWRBPwHEMzD\nNn6ScZ+udhzS7YEuV6GLuXjajNZtUA/A1s4n4P+DkHcdMfOlFtr1w9HOwPKfIeDeRcJ6IGOb/mOg\nKEg9B6nnIEL74xXsUuRCeKjJjWki3/EqXYHiJzAqP8eo3ClUJQKFeLnj8buPw82ZlB7Y6C3H3v/X\nYC/6vBOJBIZhYJptSzK3hb1O3jk3jUER6UQQv3Ao9rQLsSecAcF2kJuUGBveIbDobvTSJelNZhZu\n0feJj/on0mpfKJeSKCH01Y2o9lpUtwY3/3Diox5Emvnt8xVKSWDrzQRL70Gikuh/L07+2W0ft7s9\nfh3h0svxtAOwc85A6mkC1VLL0NyvG9Pynd2iT6Cpb1N30gVnPaN9vk4he+NJ0okdu8FvEHPS5Jp2\nfikLW7+IoHcLAe8BYruQd0vnOKVfjem/jCHmoPvv4WnNuy5Sxq8w/ecx/RcbRt+dLzbQFvYZH7Kq\nI8JDEOEhuIUNC9ej00VItOql6DVL0KuXIMsXYqbKMLfPQtQsI1h6M1I18PPH4PWcils4Bb9w0p73\njpSosS1o1Svxek5FWt2+++/YWewl8o7H47zwwgscfvjhqF2gorrXyRsUnDE/xJ52Id6gqe2bxgkf\nY+2/CSy6B70yXWtRBPOwx/6U1OiLwGrnirwXI7D6PgJr7kcRKfxQXxIH3o7d76J2j9oRPsHiawhU\nPNKgMPg33O7tE06yqv4OwkV3PkNzN+BZI3CyL2zcr9uL0/pSCiAgWHULUs3DyT632f4Mt8EdZbat\nRbIrVLEd3f+S5sSsfHVIulyaWA/SbZeyn63/mIB3N4aY02LY4K6QSj4p/SpC3h8IeddRr85o9vOE\nOgBHOx3Lf46Aew8J676MbeoKGNF/YdU/jRecghc4GC8wHtS9O6KVVj5eryPxeqXDUj/95BOmj9kP\nvWYJau1aDGc2WvVK9PJF6OWLCHAvEgVpRBCh/RDhXqAG0Ku/RE2k3X+p4ReSnPrnvfm1OoZMQwVb\noKLnn3+eV199tdVDr7/+eg44YKcQXiqV4o477iAvL49zzjknQwPaMK+rq8e3B3PmzGH84N7I7JaL\nIjQHJVGN+cXz6CUfYm6bA4CI9CI17jLskee1X81MCszNLxJc/kfUVPrCdPqcRHLkDe0KI2y0L1VC\n+JvLQCbRvS+JD3wMN/e4dvWhplaRs25ami91EGoO0b4fIsz+jW3C28/CdN5JX2QeIEEqEWoHNhPB\nIOJkVx+O6q+hLn8VUsu8PFV2/SQ0sZa6rOYro2fHx6DJLdSF5iPU9iVSBJ2rCPj/wNbOIWFmQLLS\nJtuZiiY3ktDvwNYvbraZKtaTnZoEqNQHFiPUzOVWO4tQ2WVY0Z1aJxIDPzAWO3QyfnAqfuDAfdLX\nrNh1aOUL0Us/xyj7HK18SWNJMzwgRuP1iA7JcZeTmnTDd2Zfl1WPFxlWj1ebrx4fjUaJRlsvI5if\nn9/oGkmlUtx2220AXHPNNVhWZomEbWGvj7wzJm4p0bfMx1z8BOaq11E8G2+/Ufg5/UlNuAJn+MyM\nsyt3hVa5gNAXv0evSYchebljSYy5BT8/8/jxXWGU/4vQuqtQvTqEUUB05Nv4kczDCXcgUP1YmpQ1\nQIKdfWET4kYIjMScdBs13cY3h5Psfl2z/ZnJF9DcNTiBH7aLuAEUmQ7TlC3ENAt1GJq/BU2saTd5\n2/qlWP7jmP5LJOW1SKVHG8ZYJPWbiLjnYvivYWsXNUuEQh2Eo52K5b+I7n+Ao57fpi1m6kl09zM0\nfz2quwVFJhBaLxAKvj4c3xiNax6WLjnXykwsmXc9bvhI9OQ89OTnaM4K9NRCSNWjJ67Gt4bgdDsF\np9vJCKtz4YxdCWnl4PU5Aq/PEaQAvBTm2mexvvkn2rYv0/o9gnS0lAPBT+/D/Ho2blG6IrzXeyoy\nvLuO6z6ITg5Xs7KyyMrKTJclmUxy6623oihKlxI37APk3RaURA3ml89jLXkSrSItPCUVBXfwYdgT\nzscddjSo7Yv8ANDKF2GtegSz/GUUBUSgJ8mRf8Dpd3qrN2ZLvk3FrSW07irMirTAvtP9KBJD70Wa\nbZBRc/DrMauf3Skx60Gg4gHcrB/gB9Pa3aGy81FwQYKrTSRVcBVe6PDmfd4HTyEQT4fNOYEMCiHv\n/t3kDiH85i9YXx2K4b+HJtbg0r7+hToYVz0a3f8U0/0ntvmrNv3HrnosMeMJXPXYVkewKeMaUsbl\nCDWzEnFm6iUMbx4AUgZQSKGIKKpfgeavB/tNLPkoKBpO8FTs4OmNtUZ3tVnqBbiRE3AjaZ+z4teh\nJedh1L6Lapej2WsJlt1OsOx2vMAonG4n43Y7CWG2f5bXUWTko9cDOMMvwBl+AWrN10Rmz0SrKwYP\npKcAFlrVGrSqNfDlY3jhkeAKvIGH4A2cjjtgKgT2wWSi78jXkEwmufnmm0mlUvz6178mlUqRSqWz\nnyORCLreOfrdN8nb99DXfoKx+k2s5c+lyygBIlKIPfZsnPHnInLbXzEcKTCK38X66q+N5aHcfjPw\nek4gtf/loHcscF6v+Yjwmp+jOtuRapjEoFtwep7b4alxuPgiFOz0VFUlLfKDjVH/Fn5wNHriQ8zE\nWwDYkTNJFLYeUWHYb6P5G/C1vrjtJW8p2SEX19LIe8eipdogG9teJPVfk+V+RtC5B0fPYEFXUXC1\nlrNId6C9rhI7eCGOOBnfGI+v9Evr3EiB6heje1+hOV9gJN9B87cQiN2HZi8GVyOVeyWt6aNLLQcv\ncgxe5BiSvf+EHvsYs/YVzLo30VNfoZd+BaU34GQfjxs6AifvlIzFzb4riNzhRE+cQ3jOeRhl8/EK\nJxM75lW07UsxSj5FL56HtnoJaiqKXroS5v0Nqaj4vcfgDpyON3AaXr9JYO4D6ovfEXlv2LCBdevS\nVaiuuOKKJvt294l3BHvd5z1uXEPctRDoGxZgLH0Fc9lrqLFK3P2nYpTPwx30vZ2jbK2dpa4AfBtz\n/UsElt+PVpsmGGFmYw+/EPuAnyBD7fO574Di1mFtupPg9jR5etkTiQ97CBHseGyxWfkw4dKdCThC\n7Y4XmYYbno6TOxPVLyer5PuoopZUzqUk89uunJ5VcRS6t4hE9m3Y4UvaZ5BMkFtXhCRAbbfm6zlq\n7oeEUtfiayNJhP7Wvv4bEE6ejem/ja3/mEQgs7qfewVSojkLsJIvocUXo6fSinmeNZFk7pV4oSMy\nf2iLFEZ0DmbtKxj17+BZYzCqP0doOTgFM7ELL0AEh3yLX6YD8G3Mb57B63Uwottu6x9uCr14MfqG\njzE2fIJWvARFeI27RaQHvj4Qb//p6deACaBnHjLXZT5vJ0Oft9m8z3tfwV4feWtblmEueQVz6auo\ntTvJwS8YhDvsCBJn3o/o3r9jnScqsdY+Q2DVw6iJdAy5CPcmNeKn2EPPBbODesJ+AmvTIwTW/wVp\n9UCqFql+V5Hqc0WL5bLahJQEKu4iWJ4mY4lB/cD3EMERO904XiXh7Wejilqc0NEk825uuT+RIFj7\nZ4QaAD+Bp4/CDnYgTFFU4CkHINRW3D9KGF183WYty9aQtK7DSMzG9J4iJS5FqF1AWlJCcgWo/UEL\ngNGBB//uUBR8azIJazJKVh1W/aNYtQ+h24vIKp2JZ44ilfsr3PDxbUcoqQHcnONwc44DP4ZR8yaK\n46LHFhMofZhA6cO42Ydi97wAN/eYjl9bXQnNwhl+QfP7jEB6hD1wWtpnbsfQtyzAWP8J+oZPkOgY\nX81PF3Z4609II4g3ZDLusOl4ww7B7zu6Qy7QduN/wlRdg+w/73yy+blFuONPxhl3Mn7RyI65HaRA\n3zwXa+WzGGvfRPQoRE2W4nU/EHvk/8MZeFLmsq+7Q7gUf3QDI+SrqHb6YeDmjCJ24NOISCfkKoVD\naNsvsWqfSxeD6HkLdn7TjDzF3Uqk+Eyklo1v7E+88G+tkoNV/yiBunuR6QpYxLMeALX9biHDW4Du\nrcI1WiPvhtGTdNvd/w4IdX8c/Wws72kS235BoOitDvcFoLpfYtrPo7gPNwi7HgK5r3Wqz90htRxS\nuVeSyrmEbV9ez/DcWejOV0TKzsc3hpHI/R1eJAMSB9AiuPkzcfNnosW/wir7B2blyxj1czHq5yKM\nXtiFP8LOPw8ZaN+Cc3PoSFy6teA+/PzheP0OAT2D7EArgjfkMLwhDfd4ohbjm3noaz7GWPMJ2rav\nMVZ9iLEqXQdUBLNxJpyO6D4Id8QhiKLh305Uzv+EqboGIrsQZ+yJOONPxu8/scM/llq3GXPFs5gr\nn0OLpsuPSRTcXkeQGHI0Xu/vd/xCkAJj+6sEv7mVUamNAHjZY0gOuw4vf0anLjDFKSVc8hOMxKdI\nJUS8z99xs49t0kZLfkGk5CxUrxTfHEy035ugtrIQJAVW9B9pgTolvfjW3tjuHdCdtAyna7Q81ZSk\nyVuh4+QNDfrh3sv06vY59f5CfK1jRRVUbzHh5C8QDZErqvo4IrttH3mHoUbYED+J/UbfjBV9hkDt\nvWjuGgLVD6KU30ei1x34oba13nfAD48iMfAvJPveiFnxPFbZP9BSazGq3yWw5i6cwpOx+16Cnz0m\ncxulJPT5z/AKD8Hp2/5zoSQqCc69CUUKpBnBHXAYztDj8AYegQxkmAQX6oY75ljcMceSBJT6cvQ1\nn2Cs+QR9zSdoFRvR13+B/ka67qvIzsc78BDcAw/BGzG93Ta3iP8S8t77Pu8xnZgqOXHM9bMwVzyD\nseXjxs1+dl+cEWdjH3gmMjvz0mJ7QPgY294isPFO9OiKdN/hISSHXoPb84TOjQqkj1X+DwJbb8EP\nHYDGRmL9nsMPNr0hjegswlt/giITuKFpxIueRGqtq/fpyQ/JKj+lMYQQH3xjOPX7vQdqO1wb0ien\nZhiqrKau23yE1vzsQvXXkhObhK8Opj5rYeb9N4OAfTNB925cdTKx4FvtP8fSJZj4Fab7PinrJzjm\n+W2ery6HdDDrnyO4/Q5ULz1Ds7udTbLnH5B6B0LppESv/wSj9DWs4icb65C63SZj97kUt+DYNkWn\ntIoFZL+bLgYstRBO3x/gDDwTr3BaRjMDJVGFtewxjLWz0Mu+2mmaquP1ORh36HE4g4/u1P2mVhWj\nrfoM46u5GCs/Rq3e3mT/nN903gc9Z84cDotn6PMO79s+7y4l71WrVvHGG2+wceNGampq+OlPf8qM\nGTNabN9kwTJTOHGMb97HXPk6+ub5KFoZCgKpB3CGnIAz4my8Pge3PyNyFyh2NeaGp7HWPYaWKMEr\nGIJKnOSQ3+L0PrPT6mxabDGhzb9GT3yZ/ko5RxIf+CDsWk1HSqyqvxKsuBEFiZ1zJole9+x0UbSC\nrC1j0eVmdlSy34H6Xm/jByZlbqf9AVnRMxBab+q7LWuRSDVvGaHEr/D0MSRD92Tcf7OQ9eTExyPo\nQ8q8ENfczU8vBZq3AMt9Bsc4Bc/43m77k2RFTwCRIJrzYUbn61uDHyVYcTdW1YMo0kWo2aR6XI2d\nd2G7MlF3hZrcglX8CNbWp1Aayu/5gT7YfS7G2e9cpNHCKNitx9z8GuaG5zAqdhYT9kNFOAPOwBk4\nE5G9p+BWszbUFWOsnZUm8uJ5DaqI4PaaglKbxD3gGNwDj8XveUAnZrsSdft69JWfpIm8dCNzT7+7\na8g7liF5R/4PkfeyZctYs2YN/fv354EHHuCiiy7i0EMPbbF9xuRtRzFWv4u58jWMtXNQ3OTOXQed\nhtdvCs7+J7c/HX43aDVfYa39O+aWV1D8dHiiHxlIasRVOEU/BC3QKQ0LxashWHITZsVTKEiE2ZtE\n39twux3X5CJXU18TKvkNikyhe0tIFlxLKu+Xbd8IUhIpPQkjtXMWkvTyUbsdgRs6Gjd0fOY3k5RE\nak9A874iGfkjTvC8Fpua9j8JJy7HMU4kHnk8s/5bwdov7+Sg/rciCRENPYevT0P1v8Z0X0bzV6N7\nS1CoxDV+QDz8xB7HZ9VNQ/dXEY28gGe2r9hFR9HadaHa6whtvwYjlnZB+db+JHrdgRfpmCsLAC+K\ntf15rC0PoyU3pPsNDsANH4Y9+BJEpGUiVqMbKZ37ZwZ7n6HFixu320Vn4OVPwh18UsZ6QEqyGmP9\nuxhrZ6GWb0ffsKRxn5/bN03kBxyD139y08gSz0GtXA9WBJGbWXx7l0WbRDMk76x9m7y71Oc9duxY\nxo5NZxM++GDntJSVWBX6Nx9irnoVY90HKN7OCt5en4k4I07APeAHiNxOpj37NsbWNwl88wh61c4p\nv9vrcFJDLsbreVinRvEACB+z6nmCJTegelVIRSdZeBmp/a4EbZe4Vz9GsOxOrIoHUfAQej7R/q/h\nhTO4yaVLqOIKjNTHSMAzx5MoeJCPF5YybUj7ScKwX8VwP0Mo3XGt1mPDdW8RAJ4+od2f0xzKopOw\njbNRxRbCyV8gMdBEMSAQ6gCkGiRlXodrHN/s8bZ1PtgvYqae+87IuzUIazCxfi9gRGcT3H4Nmr2a\ncMmluPrBJPvegDQzq2rUBHoWdp+LsYsuxKh8D6v4b+C4BDY+irXxMdyeR2IPuhSvYPoeD2yRNYBv\nup1Fj4PvRy+flx6Nl7yDsXYW1soXkJ/+Drf/0djDzsTr871Ww3NlsDvOiJk4I2aCm8RY9zHGylkY\nX89Gq9mC9tnDBD57OK2TEuyGCPdGkSnUmk0owkPqAWqvW/3dJvP8l/i89/qCZSOEQCv+EmPFexgr\n3kPbvBR/4AT02kXpjMp+U3BHnIBzwPHInMyqwLQIKdHKFmCuexlz8zsoZg2KSCKMbJwBZ2EPvgiR\n1XysdrtG3cLFLH8Fq/g+FK0G1a/CzZpGot+fEMFd9KilxKh7k9C2a1DdremiEXk/JtnzWqSegb9W\n1BMpOx8j9RFSCZDMvQE75ycN9nYg5M6vIxT7AwDJyLVItRUbpIfmfYOUETy9fZrrLWHatENIyIMJ\npq4FFBS/El8dgGsci6t/D1+f3OoMwjWOJRS/Bo2VpLwNCL0DcfdSEqj9I27oWHyr7YdSm9eFouBm\nH40bmUGg8gH0mvewql/GrH2HZNHV2IU/6VgooKLiFhyFW3AUat1KAubDmMUvYZbOxiydjZd9APag\nS3H6nJoOl9zNXq9wWtrv7cYwN7yFueZ59JKPMde/hrn+NUSwAGfIKTjDZuLntxEBZgRxhx+FO/yo\nhvt5Meaqt7HmPYrixFESNaglNQ1t0y+ZZYDxHYt2/ZeECn5rC5bnnXceF154YZtuk0liE8bKORgr\n30eNVjTuk7qJO/JIvFHTcQ48HpnV+fAotWY15tqXMde/jBbdKd5k738q3n5TcPqdBkbnyxOlp7RP\nEyh5CNVO14x0Co7F6fnDtLLgri4SeyOhrb/FiKan1F5wDImiO/FDma0F6PG5BKpuRfeWIbVcaMa7\nLwAAIABJREFUYj2fw7fauY6wK2SKSM3ZIOMoik80951WC09YqUcJxX+Dq08hlv1G52cpe9gTQ5Eu\nkhxoh4xmIH4LVvxxXOsoEjnt1/Q2o/8kXHU5Qs0hVvg6vjWy3X20BtUuJrjlGsyadEikFzyQRP8/\n42d1TFNnVyh2JdbGJ7A2PIZqlwEgzHzsAT/G7nc+Mty6lrsS24r5zUtYq59Dq13buN3pdzxe9wk4\nB56CzG7fAEpf/T6hf12FVrwF6TXNR/V7D8cZfTTu6KPwB4xvMYChy9wmNRm6TXL/D7lNOoLIYxc1\n/p8IFVDeezz5h5+HO3Qany7+AjyY1kDcn36a1qPeMWrI5L3llDMtrwRz3cvoVSsaP0uE92NDYBJb\nc2Yw6pBzQFEy6m/58uX89Kc/bXb/wk/eYIB4i8HabFQvXSg5Sh/UYb/BKTyNT+ctBD7bpb9PODR0\nOYa2GaFmsyJxFpujRzFt6Lg2v5/ilRNbeQlFgbkA2Dln8+nGQ0kUJ9gxCGzL3t3fz/vsAyb0vA0j\nvASh5PH++ruwxecttl88/98cOvBG0MAOXMqnn81r9+/T3Psd2zp6/LRp03CsM7Gif8FMPk8q9HOE\ncUD7jo+cQX3Js/QKzidSdjLRnm/w8cLKFtvvbntb/QurD7PLLqGHMo4JkafQkyvJ/vpYtviHkT3h\nIaSR36nvn9r/Kj6oGM9+5qeMVOeg131Fcu3rdFt0N+6Ak1joTKI2MKzF4+1xv2BOfDw5+es4KLga\nc+2/iG9eTe4XbxL84Ea8ftNYaY1he8FUJs84qk17vP0PZ9b0exn11UP02/QuuIADvm+ibf2a4Nav\nCc66h7Ke4+jWcxju+CP5JBHEs0Jdr5P+X+I22esj7+lzb8A98HDcEUcgeu3f+aB8KdHKV2Csextj\n3TsgXXQnXeNPmDm4A0/AGXwaXq+pHRolNrcwpdWvxNz+OFbpMygy7Zt3cyZj97kcN+/IVj9Hr38f\ns/YVkr1uQLaWCNP4/QRm3VMEK25EFXVIJUAq7ypS3S9rNrIi4wVWaROpORfDeR+h5BHt/hrCaFl7\nQREVRGpPQaphULOIZb3QZQkVXVXYIFj/WwLJR3DMo4jnPtdiOz35Llb8JeJ5Dzf9raRNpPwcjOQc\nhNaTaM83EUbzLphO2SySBLbdQ2D7fSjSQWjdSBTdjNvjjHaX22sWUqJXzcfY8DLW6icbamSClzcO\ne/hPcPqfCFobane+g7HufcwVL2KsnY3ip69zqVl4PUfh9Z9OauoVoAdRYttR60pQ67ci8vfHL9yl\nGpaUBN+4Ju0H10xqr1mBvmUFxpfvYHw5G0k2+rrlDX3reAccjDv+SNzxR7F4e23XjLyrMhx55+3b\nI++9Tt7tDhVsDr6DXjyvgbDfRqsvadwlzQjOqONxBx6H2+fwti/SDKHYlZhbX8YseQ69fjluwRSM\n5Oc4+ceR6nMZfk7mIXmZQkssIlTxe/RUuqK4Gz6MRI8/N5WK7SikIFR/FUbqjTaJW/U3Eak7tUHs\naiD13T4EtRWpASlQ/W/SUSKiEk1sQqj5+PoYXGMGtCB41VkoooKcyvEoMkY09008c+qejUSMnG3j\nUEUlyexfk+r2u932J4mUn4GR+hRfKyLaa1ZjJaOuhppaT2jTb1Dtjag1W/AjI0gMuaNLryUlVkJg\nzWOYa59CtdP+Z6kF8fLHkphwKyJnEIpbj+LUo7j1iKyByEBe0z5SdRirX8dc8RLG5p0zDimBRMMY\nokERU2T1ou7ypgWSkRJzyXPIUHfcA45usl0tXo2x9D2MJbPR1yxAETsd1HOu6aI478oMyTv//xB5\np1IpSkvTSQnXXXcdJ554IhMmTCASiZCfv2e19s6Qt1K/HWPtR2iln2OtfQ3F2SmOLsI9cAcdjTv4\nGNx+07tuQUQ4GGXvYpY8j1H+bqNQvTC6Yfe/CKfoVES4E2nyzUFK9NiHBCr+ip5YijQBNUyi8Fbc\nyIldmz4sBYrYhtRaJyfd+YBI3Ux8/UBiOS8gW9A9Uf1vCCZuRnc/AwSqrENiouDgq/uhiW04xtE4\n1lm4VvORI51FIHYHwfgdeMYEormzmz1fevJDIhWnoiCJFTyHGzyqaQMRJavsVHR7Eb4+gGjhG0ij\nAxEimUBKjOq3CX3z28b1ErtwJsmB1yOtjgmoNQsvibnxZQIrH0Cr+2bHR6MkAZO0jrwCfvZg6k9q\nOfFKqS0m9N41GOtmozge1O/YAVjgDZhI9MJ3OnSdKtFqjGVzMJbMRt26lrln3dM15F2RIXkX/B8i\n75UrV3LTTTftsf3QQw/lZz/72R7b20XeThx94zyMtR9irPsIrWw1AO7QKRgVn+Pn748z+Bjcwcfg\n9xrXdQtnUqBVLMIsewVz279Q3er0ZkXDLTgcp2gmbuHRXTaib4RwMOtexaq4Hz2VHrlINUyy5++x\nc88CLbPQqm+rtqLuzElHl7SSpq/6xeTUpvXHfbUIV5+G1PohlG6oohbDfR9FbEWVZSTC9+IEzul6\nm0WUnKoJqKKCWM5TuIHmHxKBursJ1t2MUHKI9vwAYTSte6n4dUTKfogi6hB+HvHeTyH1nQt/XX6e\n/TiBLX8hsOWvKNJBahGS/a/G7n1xx7V5dkGjvVJirn6M4Be3ocZqYEcKhQqY4BZNIXZsBjozvk/o\n1Uuwlr2CdEDZJaLDzx+IM+YknLGnIHru33IfrUFKli5b1jXkXZ4heffYt8m7SxcsDzzwQF544YWu\n6cz3ULcux9zwEfraj9A3L0Dxncbd0gzjDjgYd8RxJAbdj8jtwiKzwkUv/wyj+C3Mklmoye14BQNR\n3Wrq1X7owy7E6X0aMtCFI6Ed8Ouxqp4gUPUwqptODxZ6Ian8S3C6n4/U942Cr57Z9kUttD7EIw/j\n6RMRar89Rl8p+Rus1L0Ekg9gxf+KVPJwrWO61lA1i1T414Siv8FMPIVrHQHKng/aVPYv0JylmMlZ\nhCt/RLTwnSZSAlLLIVb4MuGt52GkPidrywlE+7z27Y3AtTCpAb/HKTyT4PrfY1bNJrT+WqztT5MY\nfAde9y7S+lAUnOEX4Qy/iOCnVxBY+fRO8k2BvnEZoQ+vxB55AX7+gS33o2kkTnkEwjlYSx4HH6Sr\nI7VctMoNBN+/i+D7d+H0Oxy//0SciScierVjltqVM8z/hQp2Hk1G3p6DtnlZWnXsm3no6xfg5/dF\nT6YLC0tFwe89FnfI9/AGz8DrO7FdWsBtwktgbP8Qo/hNjG2zUZ3axl0i1JvUsAvw9vs+fvaorlc6\nkxItvhSz8iWs6LONlWt8axipgstwup0KaheP7PchWPE7CcVvTY96u3+E0DpQaKM1SJdQzcVYiddJ\nZv2KVM61zbcT9WSXfh/N24AdOp1E3kN7/NaKV0Wk5CR0ewW+MbCBwFsPm1PcSqSxp9uwPTAqZxNc\ndw1aaiNuaDJSySM5/IZWMynbDeET/ug8zC1vgwvSt1Ccnclx7n5TsIf+CHf4D1p2RUpB6I2fYy1/\nAXvUWSSOuxd93aeYy/6FtmUp+qpVjU29ogNwJ56YMZF3Wajg9gxH3r327ZH3XifvqVvfQ1/7Ofr6\nRU3S3gH8XkPxxkzFHXwo3qDpyFDXCgyp9ZvRiz9Aq12FVfIsir/z8/3soTh9foDb5zj83NHfijSl\nmtqIWfkSZuVLaKn1AHjdRiONbFIFl+FldUF2538CpCRcdw6m8zaePpZo7qxmR8edgWYvIKviWEAl\n2uM9fLN5RT7VWUV22ZFINZtk+Jc43fYscKz4NUSKT0K3v8I3+hPt8zrSaH6dQHG2kb3qezjdTyJZ\n9MfOuTz8FNbWxwiuugPFiyEVA7v/RaSG/BppdtGMzI2R9c5x6NXLSYy/EbfX4VjLn8Ba/Tx+t2Ho\naxYjAjk4o87AHnceorCZhW3ho2/6GK/3+KaSFa6Nvmou5qLXMJa+hZqsb9zVSOQTTkTs1zyRdxl5\nb8uQvPf7H3m3iDlz5nDY33aeSL/XULyhB+MOmYo3ZAoyt4unpG4cfdtnGMUfYGz5AK0uXaLIzypC\nU0vw8sbhFB2P2+c4RHbzmYmd9W0qbjVG1b+xKl9Ajy1q3C6MHjh5p2D3OAsRamV62k50uS9W+ihi\nO5q/BdUvRvFL0+FsSgCh9ki/tEFIrX3qeYqoJat6BprYwsbaY+k29J9dZ3MDgrW/JxB7CF8fTn1h\ny6JVRvwtQuW/QPGrifd8Gjdy7B5tFL+WSPHJ6PYX+EZfPiy9jvFTT9mzr5q3CG+4AEW6uJHJxAc9\njjQ6525TUtsJrrkFs/i5tEaOkUtq6G+x+/0444dDa9eFYtegb52D2/+HO0XYnBjG6jcJLHgEfduy\nxrZe73HY487DGXEymO1IcPMc9JVzMRf9uwmRu4OmopZX4Uw5AXfKCfj9dopbdRl5b82QvHv/j7xb\nxJw5czj4mxfxdpB1dhdXnhY+WtkK9O0fYZR8hL79cxSxq988C7f3obh9v4/b70hkuO2HRUfIULHL\nMCpno0eXYtY9h9JQtECqYZzux+Pkn4aXM/1bqZTSIfKWEsXfiu4sRfU3oIm1qH5xw2srCl7T5gRQ\nlFTje8c8ElVWYwfOwQn8sHXt8V2guV+QVXM0Cg6x7EdwA3uSYXNQ/DIUaSP0NnRuRILs8ulo3gaS\nWVeRyrmmxaaB6jsJVt+KVIJEe7+BH9hzYV3x64iUnIKeWkrCL8AZNAtp7enG0GKLiKw/H9XdjjB6\nEhv0BH6kY1rlTfqt+4rgqmsxqtLhen54CMkDbsLtcWSbM8XOPNS10uWYS57CXP4Sqp0mXWlGcEac\nTGrUOYi+49s3U91B5Iv/jfb1CvT1yxt3+b0G4Uz5Ae7UE1hUJ7qGvEsyJO+iriNvKSW33XYbX375\nJb/85S+ZPLkLMmn3Nnl3SZz3DggfrXwF+pZP0Td/hl48D9Wux+szFD36DRIFv8dY3D7fx+3zffzC\nCZ2Wd20WUqLGV2NWvoNR8TZa/RIUJFILQwi87CnY+aenS1tp+0BBVhFFd5ahOUvRnSXo9hJUkQ75\n9M1+aHJz0+ZqT4RWhND64qtFoIAq61FEBapfhiLKGoSkQBIiFf45dvDcNkMQAczEPwjHrkIqYepz\n5yD01n2huv0J4apz8Y3RxPL/3SZp6PbnRCqOJ+0+mYNvjmq+oZSEyv8fVvRZhFZAtOhdhNGML96v\nJ6vkVKS00OLriA18CT84Yo9miltOeP0FGLF5SMUg0ec2nIIfd0lSmlE2i+Cq69ESGxB6Dl5gAqkR\nv8XP7xqhsBbhJjBXvY659CmMLfMR4R4oW8sRBUOwDzoLZ8JpyG7tnD27DvqKTzA/fwNjwSzU+srG\nXXOu66I47+IMybtP15H366+/zqpVq1i2bBm/+tWvmDSp87H7/9nk7XuoZSswSj5rQtZNmuT0xRl1\nKn7hcLyiGchgXguddRLCQatdgFn5NkblO2jJTY27pBrA7X4obv7ROAXHgdm5xatOQUpUdx16aj6q\ntxbTfh/VW4OyW86wUHLwrXF41kEIvRCh9W14FYHSRgksGcdMvYGZ/CeGOw9Xn4jmryGRdSdu8NQ2\n7QvX/wTDmY1jHJnWJWnF/6341WSXH4Qqqonl/h031Eb/QLD2agKxv+MZI4gWvNfyYrB0iWw7HSM5\nF98YSrToHaTWjG/ZjxHZdA5G7GOkmkVswDN4kWZGtcIlWHI9gfJ0kWY770wSff4Eehc8wIWDtekx\njO0fYGyZA4BTdDzJUb9H5Axr/dgugFqxBmPlLALv/w01ltYokoqKN+x72AediTvyWDAyKJ22K3wP\nfdXnGJ+/gbblaz4++cauIe8tGZJ3364h73Xr1nHXXXdxxx13cPHFF3cZee91bZP2QEnWoW1ehL55\nIfqmhehbluD1G4VR9XljG79bP7y+B+P1nYbX92BETmZawZli1/hYNboao/wjjIqP0Cvn4ecNQ08u\nBUAY+bj5R+EWHIPb/dC9NsKe9+mHHDIhjJ6aj55aiJ5agCqqAHCDU9G81UgMPHMknjkO3xyPZ45P\nK/F1dLFUCeMEZ+IEZ6K6qwnGrkf16onU/wTHmU086z5QW4hWUBTeX3E6RwzbgpV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H579WsPM896o4vEASdzPImpVyD2qQMrgiNwcoauEBkUbAv147fQK55GX/ISkuEVMhCygn3IAt49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\nFoc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r5CCRSMRo9Xvjxg34+fnRumZLly4Fl8vFmjVr6J841IZ9w4YNOHr0KAB1jMKT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\nyptSBNO4qElS3q24ugHZZSyMNhP/+kmHDWGq2Fw8e1eFNaObamdLIyq9H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"text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interacting with the OS: the IPython notebook as an enhanced shell" ] }, { "cell_type": "code", "collapsed": false, "input": [ "!rm tmp.py ### ! escapes to the OS (!del tmp.py on windows)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "notebooks = !ls ?_*.ipynb ### notebooks is a python list ... not sure how to use wildcards on Windows" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "notebooks" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 37, "text": [ "['0_Introduction.ipynb',\n", " '1_Overview_IPython.ipynb',\n", " '2_Introduction_to_Python.ipynb',\n", " '3_Numpy_and_Scipy.ipynb',\n", " '4_Statistical_modelling.ipynb',\n", " '5_Introduction_to_Pandas.ipynb',\n", " '6_Machine_Learning-wineexample.ipynb',\n", " '6_Machine_Learning.ipynb']" ] } ], "prompt_number": 37 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And if you need to actually quickly put together and run a bash script (linux / Mac), you don't need to escape the IPython notebook thanks to the \n", "\n", " %%bash \n", " \n", "cell magic ..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%bash\n", "\n", "# Substitutes underscores for blanks in all the filenames in a directory.\n", "\n", "ONE=1 # For getting singular/plural right (see below).\n", "number=0 # Keeps track of how many files actually renamed.\n", "FOUND=0 # Successful return value.\n", "\n", "for filename in * # Traverses all files in directory.\n", "do\n", " echo \"$filename\" | grep -q \" \" # Checks whether filename\n", " if [ $? -eq $FOUND ] # contains space(s).\n", " then\n", " fname=$filename # Strips off path.\n", " n=`echo $fname | sed -e \"s/ /_/g\"` # Substitutes underscore for blank.\n", " mv \"$fname\" \"$n\" # Do the actual renaming.\n", " let \"number += 1\"\n", " fi\n", "done \n", "\n", "if [ \"$number\" -eq \"$ONE\" ] # For correct grammar.\n", "then\n", " echo \"$number file renamed.\"\n", "else \n", " echo \"$number files renamed.\"\n", "fi \n", "\n", "exit 0" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exporting your notebook in other formats \n", "\n", "A notebook (extension .ipynb) is actually just a JSON file, using built-in converters (with the help of [pandoc](http://johnmacfarlane.net/pandoc/)) you can \n", "convert a notebook into a variety of formats for sharing, illustration, publishing, etc. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "#!ipython nbconvert --help\n", "!/Users/nicolasfauchereau/anaconda/bin/ipython nbconvert --help" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "# needs pandoc installed (http://johnmacfarlane.net/pandoc/installing.html)\n", "#! ipython nbconvert 1_Overview_IPython.ipynb --to html\n", "!/Users/nicolasfauchereau/anaconda/bin/ipython nbconvert 1_Overview_IPython.ipynb --to html" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally `%quickref` will give you a reference sheet for IPython" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%quickref" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 } ], "metadata": {} } ] }