{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook was put together by [Jake Vanderplas](http://www.vanderplas.com) for UW's [Astro 599](http://www.astro.washington.edu/users/vanderplas/Astr599/) course. Source and license info is on [GitHub](https://github.com/jakevdp/2013_fall_ASTR599/)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Welcome to the Python Boot Camp!!\n", "=================================\n", "\n", "\n", "\n", "Much of this material thanks to http://www.pythonbootcamp.info/\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Objectives\n", "----------\n", "- Introduce you to the Python language\n", "- Get you *writing* Python code.\n", "- Convince you of Python's utility in your research life\n", "- Encourage good coding and data-management practices\n", "- Don't proselytize Python... too much" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Organization\n", "------------\n", "- Thursday-Friday, 9:00-12:00 & 1:00-4:00\n", "- Broken into 1-hour \"modules\"\n", "- Short breakout coding sessions after each module\n", "- Actual coding $\\to$ actual learning" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Course Information\n", "------------------\n", "\n", "- Course website: [http://www.astro.washington.edu/vanderplas/Astr599](http://www.astro.washington.edu/vanderplas/Astr599)\n", "- Github source: [http://github.com/jakevdp/2013_fall_ASTR599/](http://github.com/jakevdp/2013_fall_ASTR599/)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Connecting to Me\n", "----------------\n", "### Jake Vanderplas\n", "\n", "- Email: jakevdp@cs.washington.edu\n", "- Twitter: [@jakevdp](http://www.twitter.com/jakevdp)\n", "- Github: [jakevdp](http://github.com/jakevdp)\n", "- Web: [http://www.astro.washington.edu/vanderplas](http://www.astro.washington.edu/vanderplas)\n", "- Blog: [http://jakevdp.github.io](http://jakevdp.github.io)\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "\n", "### 1. What is Python?\n", "\n", "### 2. Why should a scientist use Python?\n", "\n", "### 3. Getting started: four ways to use Python" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## What is Python?\n", "\n", "> Python is an interpreted, object-oriented, high-level programming language with dynamic semantics. Its high-level built in data structures, combined with dynamic typing and dynamic binding, make it very attractive for Rapid Application Development, as well as for use as a scripting or glue language to connect existing components together. Python's simple, easy to learn syntax emphasizes readability and therefore reduces the cost of program maintenance. Python supports modules and packages, which encourages program modularity and code reuse. The Python interpreter and the extensive standard library are available in source or binary form without charge for all major platforms, and can be freely distributed.\n", "\n", "
http://www.python.org/doc/essays/blurb/
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## What is Python\n", "\n", "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
**Interpreted**No need for a compiling stage
**Object-oriented**Objects: complex data structures with attributes and methods
**High-level**Abstraction from the way the machine actually executes
**Dynamic**Variables can change meaning on-the-fly
**Built-in**Fewer external requirements
**Data structures**Ways of storing/manipulating data
**Script/Glue**Code that controls other programs
**Typing**The kind of variable (int, string, float)
**Syntax**Grammar which defines the language
**Library**reusable collection of code
\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## History of Python\n", "\n", "
\n", "\n", "\n", "

\"...in December 1989, I was looking for a 'hobby' programming project that would keep me occupied during the week around Christmas. My office ... would be closed, but I had a home computer, and not much else on my hands. I decided to write an interpreter for the new scripting language I had been thinking about lately: a descendant of ABC that would appeal to Unix/C hackers. I chose Python as a working title for the project, being in a slightly irreverent mood (and a big fan of Monty Python's Flying Circus).\"

\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Aside... the glory of Monte Python\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "History of Python\n", "-----------------\n", "\n", "- Open-sourced development from the start (currently BSD-licensed)\n", "\n", "- Large development community\n", "\n", "- Version 2.0 (2000), 2.6 (2008), 2.7 (2010)\n", " + We'll use version 2.7.5 for this course\n", " \n", "- Version 3.X (2008) is not backward compatible\n", " + But 2.7 code can be migrated to 3.X relatively easily" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Why should a Scientist use Python?\n", "\n", "

C, C++, Fortran

\n", "\n", "### Pros:\n", " + Great performance; lots of legacy scientific computing codes\n", "\n", "### Cons:\n", " + Syntax not optimized for casual programming\n", " + No interactive facilities\n", " + Difficult Visualization, text processing, etc." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Why should a Scientist use Python?\n", "\n", "

IDL, Matlab, Mathematica

\n", "\n", "### Pros:\n", " + Interactive with easy visualization tools\n", " + Extensive scientific libraries\n", " \n", "### Cons:\n", " + Costly and Proprietary\n", " + Unpleasant for large-scale computing & non-mathematical tasks" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Why should a Scientist use Python?\n", "\n", "- Python is free (BSD license) and highly portable (Linux, Mac OSX, Windows, etc.)\n", "- Interactive interpreter\n", "- Extremely readable syntax\n", "- Simple: non-professional programmers can use it effectively\n", " + great documentation\n", " + memory management is taken care of\n", " \n", " " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Why should a Scientist use Python? (cont')\n", "\n", "- Clean (and optional) object-oriented model\n", "- Rich collection of built-in types, from simple to compound\n", "- Comprehensive standard library\n", "- Well-established 3rd-party packages (NumPy, SciPy, Matplotlib)\n", "- Easy wrapping of legacy code (C, C++, Fortran)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Why should a Scientist use Python? (cont')\n", "\n", "- Python mastery is a marketable skill-set.\n", " + ([Python Job Board](http://www.python.org/community/jobs/))\n", "- By comparison, virtually no industries use IDL\n", " + (sorry...)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Why should a Scientist use Python? (cont')\n", "\n", "

Amazingly Scalable

\n", "\n", "- Allows interactive experimentation\n", "- Code can be one-line scripts or million-line projects\n", "- Used by novices and full-time professionals alike\n", "\n", "

The Kitchen Sink

\n", "\n", "- Python can do anything you want with impressive simplicity\n", "\n", "

Performance when you need it

\n", "\n", "- As an interpreted language, Python can be slow\n", "- But there are good options to get around this (as we'll see)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# LSST Group uses it for...\n", "
\n", "

Data reduction & Analysis

\n", "

Wrapping of LSST C++ Pipeline

\n", "

Quick Calculations

\n", "

Building websites

\n", "

Quick Visualization

\n", "

Plots for Publications

\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## IPython Notebook in Action:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "\n", "N = 200\n", "r = 2 * rand(N)\n", "theta = 2 * pi * rand(N)\n", "area = 200 * r ** 2 * rand(N)\n", "ax = plt.subplot(111, polar=True)\n", "scatter(theta, r, c=theta, s=area, alpha=0.75)" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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nrjymdSnPP/88ERERjBw58qZaanCeWyoCdubMmRw8eJBt27ZV6B959uzZMqNa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\ny+KnA6oUJFDi4Yk/F01ubm6Z6z9mzJg6ESRQkqKwa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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# IPython Notebook:\n", "## Gaining major acceptance as a computing & demo platform" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo('tlontoyWX70', start=30)" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "html": [ "\n", " \n", " " ], "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Visualization:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "!curl -O http://www.astroml.org/_downloads/fig_moving_objects_multicolor.py\n", "%run fig_moving_objects_multicolor.py" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\r\n", " Dload Upload Total Spent Left Speed\r\n", "\r", " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\r", "100 3747 100 3747 0 0 7847 0 --:--:-- --:--:-- --:--:-- 27152\r", "100 3747 100 3747 0 0 7845 0 --:--:-- --:--:-- --:--:-- 27152\r\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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gGg5b8pnYxTHcolpl30UN00nOTjzUlpV9BvtkvDSBrleFjT72xfmlmkrgLaWZ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\nGT8VIQQ9ShXYrKRZZSYOgfM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tnwq3xzEvVXoGLyn8bJV2IJjZisaW28myzkKv08LEPNit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578U+7SKQ7xchpJmkTGHJdOlOFhbkh+XpU/YGG64XIiMtkftfqMFTp9PTsh1I97yyVt/1kLQe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\nddkriHlmTN9/wIP1OQw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aJ/j4JU9qlU9DPJ0r49ghI6KelcIhPiSnZZG2w46ob9WujTqE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eskA7fwhkYaS1kFHRylp/mgIOm8e+zYWiejdi0eWOy+pc4rWX5T6dS3Qjqu4NEJVuS/kUZs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\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8Ruyn1mCFqBEgSldift3fFxwdhd+leM0jDe6dVuy+iu1YcPYKMUurjXLjTsW7RZ97VpbX\n6rvg3Qv0++PbU3p7bRdDtNV0XYiWmFqOXWLqCckbs8aPGGoH0w0VfbqlptVUPOK1xCAlqtwSnMYY\nQG3s6TsPK+mT50aMAdiqXOp3gnsk9cuDtB4VFRXx+eef8+WXXzJhghBQpX///vTvbwwJunTpUr78\n8ktOnDhRbZ7g7+/P8ePHOX78OJ988kn1vfe7nqoKUFVAlL+rGSgQi8UUJBkilJ1XCDR4YZZzi+Uq\nHKaCPqUdIpEIO5O1pOrZcNjtitpEI7b0PyEUrl/LbyPPQaeW4CGGMVFIbGz45PWC6nwZzpDhekF4\nxlv5rFg4hYKwbbh0h8NIuLGkJ0Q74xEAEUO+gzdc4e1yOK0FRwVTx2zANQscpsCBeU2QDgSvoT/D\n92HQWklRS9AOqYJTOUxqtJMkFZCTBjmpUKiCwlAcx4LjWOCyjMo1ASx6NZSqj0eASyp7AwWnO2e1\nCrXSAea+U/v4HenKJaTwg291GzMzgbmtYihGzZdPz4Etkwj19mS5gTdcVQ69KnZBCw+kUins08DW\niOo+E4lEfNIMouJdkdlJCffaAQsC4X+9YNVo6GuIEDdWsIl27gkxwT5QMVuQxeGwexj0DOVzpvD4\n7O0wbyDnexpsd6fHcm2gFyUouDK5BKYl0C71enWdRjbtho2NDYfblJIcmGdW31glOBhOxuTyhjvI\n7jmj4RgK+L8M6NyzOt1OagsXwyzbdWpTvl8ZyIFJ5qeKHm4pdEyIgD4+tT7LcZRxTEZO+B4Wd7TI\nsxRzjLEsSbjnOoLjnH/KDnh2ICKRCG8DmPX3tj6HFz8p2PCqJ4GNgTotP17QUK8sqEAkEuFecAG1\nU92/k+olDV8jZHb1O83VJY8A7gMk0pkNf2ftnMP15lHtu3dtUB/ADTn14LZ3zKdJRF0yj3gUs9o6\nwK0pYhsxUfMFT9+oufVThDVEoq6ZT9poFLWaGcTu15nka5jNbTS2RFvR3kYjwT3GOn2Z9XJsrJoM\naLzVNfLdvamCnVx6T8q5HYn+E7W4f8X16K9WT54UNLe839Q8fW40v11NQiQS4dKy0uK+foUCiPDW\nmWs0NY5K+EjQaK2ZlIVyKlCwg80bB8JSF34dBPTdjdxOmJfscaNPhwi4noRMoSTR0WAzOssBnrDl\n4PRUxhT8xFtbR3C4SgLTS3mi0Vl4VcaRDY35BjvWTtuB01iY27qC8hbhMKMne4bP4PCXxbw6uQ+M\n1sJznvB6Iq+/2J+TXyv59EMHElueQzW1CtVU4EUZVQs9GZ10k6srC5jdEWLJhLUBcESBaxH0yf4M\ntobCOxkc6mKgwzpp6bAkEongbTW/DIY33/HgB+xhRxvGlwTAaWeSunrSAzF+cgiP0PELXrClFeQY\nN/pxvrkopgIv+cL6IJah5PApew4sEGy/qx5XcB5PmjUNJTg4lIpuG2H947ySGg6NosmKimbTNQE0\nM03w2FfZKyDhNF++0QN6hkB5GkwLYGYLIZJXko+HYKf6XEdKUPBd11SGJ71KQeIO/HSudI0bQYy/\nEXDGOF1i/4RUrjyVbln/n9exY3gSlYtirbaPWd6lecQG6NCoLYHZK8uS4JiR73bhVG84r4IJnWFC\nM2MZG/Zwbc0O1rQJg6zNXF4kBCFRlkNlhVHD6pPWnauEUbjqaIPnyEI5FITB9RsxaJ3UuKZDKmHw\ncgW8LIBUpdJSSUN8GX7O0D+tCQx6pjp9RJ4wxp0GQlc/cBoBV9oZNpWbmzT4vf6wNeERwP1rinzr\n37t+f3WJwvrxXxRKYg64EVUHnUv0p06GvDJit7kbPtuZ/f8jJHSYdQaGqFrMFPybe9TId2cA9U7v\nu1uJPXjvbOLqk7/7evSg1ZNdGnIvSwXqps0puGsdYYyW3HAvOGQPnxhtigNCx3PipwKYEcWZ6UKk\nK573pfHAj6GHwdt/pTfK6XDjsMEO81ct/GrO0pIR5gOjveCg0YGUs14w8l1iiIaRXYkxaMdSOl3k\n5stJOI6DH18vZdRzL0J+MHweAZsdWNNnPDztwfwV03lrwhjYGgJrQ2FCGF+MagcvlMDk0D+pMgAA\nIABJREFUEq6vTODG1BAo0sBz9rA0Dk4oWLhyIkce687X8xNhVQLsSuTG58346UozWKLni6oUzrzo\nwCViaBoJrlrrm/db4F0kEtEp3Ty86qCehqASh7PN2/6kTpDjsbDNgwr8KFk+lbHvT4T1ZSgN2tto\n//34qWHLFqCnFHoKNq+8aAcv2iGfCDyeSxe/QhjkjmqaEOxifJIgwyOBZTmwJhxOGt5liqCxxMsZ\nrmfzCgHYSRUMjNiJSCRiQiDsmC0AsCVDerFlayJLo2fSWG658WnQOJvjCxVGh722EU1hthaWGgB5\nmyGcqYzmHLFQ0cvy/unThf+l2bAkAJYYTw/pHArdt0DnQq5tb2tMf7EpcsMxv4veqPlVTbfCEPGq\nkzAH9oVRONo8+ENknx+QK8ydnaW2Qn8HOluWle5pTGusgXYHdxFpEqTBLavuud/NBTrqLpmlubaC\nxn7W7yt0P0iZw92tJ48A7iN5ICWSifewrEQisYxZf7dip7AjEusa0ejL1qOXRVTUT9gd0ltPJDKi\na4TbjLxgT2Q9ADfyNgI8RJoA18j5HrUCWSGvuPq/S6Cww68JTGPO1X6UF/kQBYKwJg/LevSg1DMq\nzHjyoaoArZ857+ncMf4oloOjqzecSoWKqyjkcqZPmghPvGWsTw/z0wqOOHMAN1w91HDSqI0Ti8VU\n9VbC21F8v9sRzuvh//TwdAgn+i8mYXsCPF3A9bXZ8MYe2GzD1efcmB/1MWQ1BmU0Z446cIFsPl+Y\nDovUMFcJa7bgNuYavObOvv4F0Ls93+2Mhj1+sC4V5j3J1kkDocIX5ufx+9hoWJYHYcPYNGocF34P\n4/d/+/B1eQl8uhEuCt7vtpKGOXMy1JtTy8LgeTs0anv4Vkl7XMkO2E/jGpRb/zJEiWR1ILyqgnU5\n2GRChAesG3WEo/9O5nC5cBzeZG4Mg0nAx1kAuB/e9CU5SNCkzxqwEJFIhHw80MUWsVjMsMIwJqcc\n4D9Xioj2iyQ7yKAdn9iaK+PGMahQWFeL44xgk4GOuGsMZg6DImCIuWMWiWM4W3l7Nv8DIq2Pb/4h\nnBAwXWjf09MN/L7rGjF95Fh4tglOaiVnVkXB5DaCs936AZwZOxYGdIQq4/ro4aKB/2fvvMOjKLc/\n/m422SSbzW42m2Rbkk3vhCSUAAFCF5Dee69K7z00FfSigCgigqBiQywoIGDBKypyVRARFORaUbwI\n/FA0Gsrn98cs2Sy7qYQUMt/nOc/uzLzzznnLvHPmzCmLO9OjeTK82pm83v1gu2R+cA0VVkMwthDJ\n1EbdGzQaaa6rpuYWPo4/S4Ks7c4lhZbxngXdQsEYJ2mxXzZAaGA0QT2Ax9fy7r9eRAjBT3e/A7N2\nIoQgwZTBK1GQFgSmeiW/96nrHD4wOAsiM54t9rzgoOKTQjhdRxZwZZKp/CipEM1t8edJJgreahVe\nPl4k4Y25bvANZVQkr7SUOQRXEkqS3CR1EEIQ07fo+LnKQjLwFH4tBUk1XKgtSDVlParMdr5tv/f+\nZ9cq+S0C3lHR+w5nW3Vfbx8YkYc1LADe7sT5c43ghXR4XhKGgkwmahewE2RVPBdwDeBvs2uX2CJp\ng6cetWcG25qA1k9yGPXw8MDPxwemazl6xYcRvaPQzYFzXZvT2gStTXB8VCbHTo+Fl1tAax0M7EXe\nMiP/qHvw2cZe8KYaurWA7R3gJR1XL2qx+gN1R0P/O9m6ejisbwZvBcALGbxBH2juA1t/gZf+B781\nwHfeVTibDE+8x5UV7WCZJMTM2joUvSGiyH5d2yMS7nckA4mMNHD1gpXeaGCg1LdcMMB9kvY0RQ98\nEAYfXITnpJeAeiEQmgheXp5w6E4YGULLRAtYzXBfKpaQDK5tjISAoewyrIP2DhO8jU0O5/8/roHo\nED1094YjktAX4K+G5dL6lRAt/ZpTpbHpUsfGK0PsEQ3WDIA1AxBC0LPebsc4mu2hxXLWFdoHA+ok\nwX+aFHo8d103hBBcXCAJ8J5DgQc3wFJJ4L44LJjzD/eEuf2Y213SuiZFBMOW/vnpn9nbmPkd4mHe\nPvgqGR6bC2vnw9Tn4bmiY7rzfhpduzZ32ufl5e24D9Iec3tegNbq9DzRj4XwO+Y76v00kRXTkwnq\nC2FdPiA1wgSLnO2Fw+33m9fdRd/7169zaMonLscSgyExuPi1QxZwS96wSiHlxPLhy1tdcc4/0fNe\nwfJS8XzHjRpb6WNeVcc9sZC4tyUhY0rRdrMpT5lIxJPEUqbnTSxlhITEmxRYb/b86kxVdV7eLu2s\nNxDaD2mHEAJflS/c7xoZhXF2LdsnAfBJAMlRIfx6uRU/0B8hBOvWxfA7Nk5diSA+MYTlvZJhRSK8\npILxx2DSc9SNssDAOGba042+liX9tuvqEKLfQs22yfEMau3sIETfKPghkpfe/45Bvaxw1hOeaYNq\nKvBIDMxL4Pd97WF0E9hrBtMoGODLtekKfnwqDd4aBL2GcvWhTpxO/xOe/g9MiOVLdHBmGYumPgzD\n6kLbhjCjHwPaRZP7TyysboWHhwKae3NpUSL+flpO9RkCneaxhwCOL1/oxGfBKAG8nc3aMbU5tUcP\nx30J0WtgdUOJDrWEORouf9IErb8vZ0bEwn1mGNuBhXjDrrdhxDmEEFz6sRsGQxDMGQknU2BjLXhL\nGq+JfZPx9lZxdf/L+deNDmtAvS7gOVzq38kTt7CTTPwXgDlVitxxmTsZEf4m0RqoHfg3ceEGODjA\nuc9fSpWo036EEGxpLtXXIElyqHx/Jpx6JM1lrnyb0x2aLnI715z6Z0EQvNSEnTMlu29yHGPOv0fR\nLiMaFjSFBU3ZRC34990IIcidOAweCZFoc1R+pjVe3Ux6fBzN+ofxmBtlCS9PgdUdXPYbm1wlyQAx\n4X1hfguibANIsO6Dpx9BMy8Pj5awYPA+2jYa4nKur7eKkZmf0DC6wEvdaEnDqp0HpmSYacxjsgUs\n++EokiNlUGDJn2nG+IY0toKXlzd0dbYZTgu6dWuGLOBWMHmNPV8u9fi8UDXaF/1fBx/xf1UuTzcj\n4CaejsRD6RD4ErDiH1z0DZxA0bEIE/DHT196L1BDjJ5Ee3KHhBLa3Hr7eeOtdjURSChEYxtg0RYo\nUzGhwGQBt/L5qCnt5KUbTAvGSBpY5jwFT9ntErc0h2OJ+WGPnppuhf0maqW5RlqwprdHYw93pFAo\nuLRWT0yq3R53rpZXt0oa0Z4x4O+nwxiigy1avGcCffVEpeeRFQAXLsfw/JUErr3tB7GvQa/eMGYv\nzbHCm7XxHAXn6mvguQYwpQMsz4Sd0TA+C54I5/0//gVr28DM2pw5G8pPf2pgsxH6N+DPF4JhQQh0\nDuXKgxawreLYnyY4boOcVHgngE/nSrah4/tGwSJpfUuOdM5UduMY8qKJUekwYXg/9k3uTl27xq51\nbRsGArmw1ZH9kUnB7O0fzrKxwAOjOTNN8rKvh4DZIfBAEL6+3nAijsiAswghCOoCvNMM1naAqXXY\nE/QLKRbQ6qSvWuoFoMmBrZM2c6ZpOpObOvgb3iYcnpTMwXJ3OycdCeoKV2ZJDlqtm7o3RWBDKGMz\nO7IoDXjHIege2FLftezad5z6JyXGDK+0hqGjYWkwvOsIYaYqEOGAp7Ph483wyCR4qxXnV6+DB2Ng\nS3+YlgjLzJJR8d194DEDPBoHzyXARQ1ZfsA7OoIMGr6fWaDO3+0pkidK6Yq9vDwJ7giR9aax9tmZ\nbtsqhBTZwn+uVE9YwwEYYzPxy3F/z4a0BGMWBPaXjreKcy5XJ+oXp+2zs/s5bQ+oPSn/v8LD9Rlz\nIs+RhIljfoS2cvSfooApSLQW/DWFx5svch2QBVyZSkJl0RjHc6zEZRNYROLs9qW+xo1jfjuMu4/G\nhwCr+7i5hfefp9OvO0r69uZCrlQF8tWWLDZwVaPbYV5Wh3bygusLIT955Au4CoWClOggQoOBpyS7\nzWYomTM1DMYEwDNGnsSH9lnSZ9i26aHwgKtw1CjNBK9In77rJ1mI8YfXX+gO/aNhuxW+dzVp4MmO\ncF8M909Nhzf9+CCnFowNgq5xkoD7XgypREGwFzwSAU90hh/08E4U5NXCex7cvfhxON8Z9qvhcV94\n2Au+8oX10eSu0MJDBtq/P4JH32sH68O5+pQentTDju7wlh7tAmB3S9hvhYuSFtN//g0C7Q1jmBQV\nBGuj+GGFCYVCQZDN4V/QNzsU+tzrVH7j3Uc5/vJmyJX69yukF4Zrz6Q4ZUwzJ0HAOEhMC+F9jASP\nP8oH41ty5fHXJG/8h++ANdn8Z0JX2sVtY0CiFNN3/2KoGybRqXlx8GZt2OSDl/1FhXsc0Q5O9lvL\nzkbAV47kOfQvoGXdEAqDtrAm/SIbZjvOY8pveHl60cN0HL8bYpwX7B8W7YR5bWFCR1jTn7E9voed\nW3l2wEvS8ekdoHZfWDQUHm0LPZ6EIWtgYFdSY8PYcNQfJn8Dq/8Nz/eB7s3gXxnQ5V64NwReS4MF\nafDcbLhvAHuXN4Yvu+Vf36B1DQfJkXTqJTvsw/3nAkMjSIt/iphQCO21XroX7EJneDuHv4t2juSI\nFmePTxwQaCPWJmnFTUP2Our0VUMv58QNV+d0dNre37LwtUDp4QEDHGEGdTNOo15IvhlDaEj5rCOy\ngCtTicj6mmt/evn4EPWj836lpyeGaPe5y28lxZNdoQJuPAbii9Hgljcl7QwmHi/i7CTx4Ymv1oeE\ni17El9JEoTpSfAUnaCgvqinrUWW381gBp8/xYxxmA5c26OgQ/YPE471fOPN8yMQPf33CtQ/u4JnJ\n0tq17Z4WcDyZpfWTCDPo0WgCUdodszjuiHXbpWU81JnHg79LQvCYAQ+hmwaHdgzj0qdZ8HAqawan\nwpuSkMT2YNhq4ZdxmbAkGA6FsP4PFewK49STwfBeKKz3h/Vq5t+RyHsHAuGtGE4frQsPW+BfwTC2\nA1dHtmdM21M81Q62ds7lxSVj2dN3Or+tCmfRNw1hkAqmpcIv02FqPXj5MSLMBlLm/ELABOCQ3e7z\nCQ1sSGB4pzB4U+syhhyXBCUWp8H9dflsWDacDIYJoXzaxDleOMYM8mpHO7YnSJ+5OekPH4Ty16PJ\n0DoIHk+BlVthqC+PTmsCL7eHGQM4238WK1dLQuY4NBgbQe4APbF6YKUOL3saZC8vb0bXgS1XTHCX\nQ7he7yYxDgs3cubcYU7zNRwdhs4/MF/AZcsIhBAkhtXhl9F/Qr+15I17ndNMZgW+XD3bnNea/sg/\nJ501+tf7h+VN4EIKf+ZGc4lgmFcXFjeEF63wopVLm2ZydAzkpizk2r9iuPpIOmzYD49kw8yOsC8D\nnhsBnyyDwUns6/8EPz88BN6tC4uT4E49LF4LL9eBo7Vh+Gl41CFEMisCW4wBb5WXY9+PLYkICuTi\n8xKP/oEOm1WVyofXGrvGrhZCYAiMpHY4RBRwHGSjZNKTYreN9bkXvtvUF56XbH3pXb5ZJ2OM4O0r\nKdJio5ZX1HpU+YvmLWrYbU3mVTsx1cmqdD4qesyLGne9TY9/cNkTIAghiMO9sb87J6y4UtrdqnxV\nxOFNdN+is4sJIUh6o2yfbAqjmNzyNR+IvVRzzRHcUU1ZjyqqnUlh7u3SmSnF3ryohTVPzOHMs63x\n9FLBjk6wxBGXkw+TYXkc7DOwZZEUE/v5sQNoXCsLVsXAKskL/sECWZZG9ZGiBPzOYKmOpdJa8MPi\n55x4GIYPz33WEn65Uyo3ygb39ufUbknYYLIjzujpa36wPQ5+8Ie7faFbHVis5UcC0M4Ffg6G+7T8\nciSCC5+rYWkgjPVitQW+2DQTPgtj/ysvwl4TrdTAxAdg/POOdo5WM27AJtiUzqA4ZyekyTTg0oZB\nRY4hb/fhjfFZHOgTzbi2yVx6tBUnJoazffdv8KhkmvAAdaGzJ0fy/POjM3CPjUH9GjnqWetwFPNT\n+6CZBzExS6VjU9OIshkIN5igW0suPqyFc8msnupsR31tWRpH/paeabUKZNjioTH5/zu/Yu/jhY/B\nrpl897oGno6GsynodWp02iBSYqywyBErmdPBcNqxnrKpPbRaDdd28UzfOC5N9+fAdBvn7Ul8rvdP\n4zATV+d+B0v+5FT/nbAiBlZlwNqG/LPwNX4YBXtebAiD9VxZEAvvhcFL8bDlKE8++SL8ooG8bLjc\njGsPNIb+reHB58H2JLzakGsPpbKxNvDwMnh0FORIL1b7chzpawNCNLx/Jg3ukb5+MrYdEUGBpC45\nDq8lEqGGCy/XpkcLKzynhkXSS0DQAPf3abLOdX+YuQ6BPUAzDzRTIDwinEZxF/GZC5Zu+4q8T/Vj\n3IQuyyr6S2ITa/mtIbKAK1O1oFh6l2jMK2rcY2/Q3mqCJGHWL/Dmnf9ibzLWbWwhdrfSMY8itwuj\nxO0lTxARiwKtSeO0rQly3y+xCGztis7cdjtQTVmPKqqd5+92flFl41MsHyQJnmGBFi5qgbkp8KND\nmLy/VwY8FgMzE1F5e8LWVigUChrkSMJX78aZDG/fGqVSycTs+sSboGFid9c2zgmBV5JgezSTa8Pa\nQdPIqx0KxyShuEHyRWhnoIn9BZehdo3hMQOt0kLhERvpsSEcHxvDlUXRcEcnjiyQhO+W9cLhgUB4\nKRaeeR9PTyU8JUUG6NkwDO7Rw/pGMLcPdw2JZVFLmHhnFKw0cW2XTUr08Gsd+NURFvELwuDUXHhf\nclpixIf5n4ID51x20vLdOIZsG8L5s44vcoxtBisC4dnusKopKZFmfDU+8KgZViQyPDoa7vKBha4v\n6SySeNo3MoNxaOjyar38YxPwwNNLydDGn8FSaU3641l/2Oqoh4Qx7P80E9Y3YRBR0DqDo63aQfft\ncCibehkxzNndAobHwPCunFr2L2qFGYlNcQiv/bPiYGkd2NfCUW9OH+5v50jb3L2NpIVmZTTd60bk\n72+h+4u3V0nPmDMzHsFTqWTjm3W5erYBxzP/gl++pku9aNiYBUubw9ow6K+DTbX5563mjG/+Nv99\nciu8ugcG/QUPWDl2b2N4dQW8OYorA9fA6PnwcgzMHMS1F4bC2kzonQktm8HshjBK0qifoi4ae2Ko\nSQQSPO5b7olxjJvvQgjrZH+BmNWLt3qsyT8W6kaIFUIQpoUkHRgbgf9C8NVI8yUlPg99jzyiAkA1\nHdYvb05wkKTt182AnnNGMbyZQ3O/MOUoTzc8DRs6ur0OkyIISQHVVCnLnhCCbff3gy118ckhX8A1\n1ofAQuIzl+N6VPmL5i1qmEwlJMt+iOwyrNL5qCoUU4RpQgw3pyEWQhAUd3OmD9cd26LyXLWoIcnl\nZ1YRU4OdxkpLNWU9quh25m7O4OzjGU77XsleVTJeD4azN+MJLtX5ECEEj2yN4Oefnb+MzO1gI9ri\nEJIZpuOfxalwXzp/2s0heLMWjHU8iBniml6VuX1glAGTQQtN6nBhZzK8EE73jqEE6TXM75NOVgw0\nTjgCS2JhtmTn6nuD42h4WCcGtoAzJEIfP1imhef1eM8Fdlu5ioVrzwZykbbw37uhjwWvQiL3sCEO\nvox12e8UJWDDAE492AJGJTn6pGsyDGrpsHmd0BSiX4OUp/MTQ3y8oXAztbb2JDeGvhJf2WYIDQyE\nXWrYpSYuIQjengTPuVdqDBsYzcg2P2IJgze7SM59LIuEFY4xqBcIKwcn83/94njqW0ds3L4WOLVD\nsg3ePli6/n/sWnoPhQeXCjhyZUam5/9vaPf05535Tv1zhXlcYR58sBYar4ERE/L54J5YfL1VMGEC\nTAmB1VLUCF6RXmY+nt2Ij5/vBevm8tczozlHOjwyDlo9yJV52SiVHvyHUHYOzOKHrg3hobEE6yWh\nU6FQMAlH1jXmSi8C/3zaEPY2J9VLslc2jjqAbu5Vt/3oe4/zvLAMOkDAJAgcC/5TwXcheCg88FJ5\nYxz9Tn65aCuoVL7wiDQ+aj9f/rnWCWaku72OrbFDwx5u+D9CskEzl3ynTSEEaq3juaQfJWtwy6Nh\nVYI8vW5dZqrKJJWvb6XzUBXIQ+lBNEVrdWNwnyAhGlWhMW9jxhRvxiBT1aHqsh5Vx3aGmwNgm2QD\ny56SB+7nYDj1alk5sL5u/r64AtqtNrVxSoiwdevHCCEYFA21YswkpzjMlXiwI+xMg12SDSm76zpf\na+EYYsOCMaWAv68v4eqrMK4W/CrFjtX6qMmu155P1+ZycHFvkozwNyqW3fA1h10ZcN8f+PqoUHl5\nYswEsuypdp8IJidF4v8ibfPPWYNr6tX8+o7FYRm6vcR9plJ5wc5M9r0ZyNWdIwk0SQLyU6MTYaVD\nsD8/RGrX9tbtoMdi52sulyIUMOMphBBM7BwPd8bAnlYMR5DbWQVLJGHp6sIYzATAxrowy5Qfhis1\nCOqEQd2Yw8xIswufTziy08XbJPvfmADQ+fvCu65fiQY0dk0mpFFr8PS0xzPu+4XbPuiXmUeMrbHL\n/nFtJafDUW3j4IUkmBxGSICGetGShnzd0CwYKimKrvEYFy6shkfiYFZk/stCrYhwqBXGxRG96Nlh\nOyxJgTWrYMVKmFK8gy3zp5Kd9Tv/LGjMseeegFclW9a4IHiyTyLMjeGXtRA4Egxd7PGiC7xErezq\niBRSyy6A5o6ysmDY6PwyfRtcpKnB4RBmjshCPw5Wt93i4CMzlnj7S0FofynmsGYBeA6EuFTnNaJB\nMqgmg49a+uKhmgHW1jPxmy5F2fDxKftXUVnArURSKBR45lR9PstC0XxYYddKWFeX2KOuOcS9vL0q\njIeb6yvvAv9VmDMkLVL8UgvRuG9DdDEOZSHFxM69TvF7K9ZRrjwpqho5nFWH9eh2ayfdUmiaFk7e\nk1L4J+Z0gu+tHNwRyYqBYVzbqOWjA/VKVtcDwajnwTJ7mtkws54/57tqavPLz45maacIejaLgE8C\nWTe5rRSa7LEJzuWWSAKi1se9QkC/8DiMlNYH7VzY99p+GjWyawKHD4S3OmAYBOYoYF+XYtvh5+vH\nykZSG/56bh2GIAuPhkD98O7cVUw8UrZKNrHHu0USbw7ir0l3wMpILv/UkMsFfBPCtcDirrC+G2ta\n2OCZ4Y46ftUxrIWUMIEDr0i/L0pr0MFE4BdJc81drhkfL/Xtzarpi+E557i1BztnQt8GhfKt8/dD\nqXQ2xeL1ukzpneK+nfP/U+q5plB4cGrifS77OzWsDRulMT+EDm8vL1jqDeul8c6IkvqUVpH4+fhx\nsoM0Bn//0hPuberK2z3xeCqVcNf9zvu/msrmNzvi5+eLn68f+jEw7URn1uD8wrcmRgrbpup1Nj/G\nMEekZ0yALgydrxqLBXo2epr7cp3HIHAEBI6A5BCwZIDFnnZa7avDx0dDVhg8gsPUw0vljTW9I7GR\nENwBIjRSeWuDiVhqSf9j6oHK2/7F0Ww/boToKMfLR9ygsq8pVUrA1ev17Nmzh6+//prdu3ej07nP\nCqXT6di6dSvHjh3jyy+/JDMz06VMVVpoZaocisL9AlYcqXVVV/scVcJICZ6qqhtRIaoGmjbUlPWo\nMtq5gRSGP5wCbxi5b2gtyJHSiBb8+sG7PlhCtNArHI77wzHJlChR48qvxeD83Lk0sbNLGQ8PBSzR\nwZbn0fm7miVNbC4JrqyfDu+OgFqNuNLF4eTFIX+YG8e4NrZC23X3/eD7MKQPXsPVFuA1BrpkOAt3\n1mDw8lLBRSNMcw5NtgPJkap+3Fw4Igm/LHAkCRjZqSUhhoSix7OXGlY7O8sOb9+boa1aQosgjkw2\nY9NBesh5WGBFo5bWziYDjrJ0qPu05Dy0ECEEea+sgTGtXY4PI5KWy+Pztz9IK2CH+8bU/LjFQghY\nV7Y1vih6qdN5shL6Ft4nd77sfn/GwSLrVfv6wvot8OBY1L6uX+2WRTvPxbzH3b9APU+/fAE3OMTR\n/j07crh61Z+gBX/DqA0wxdXEI2j8ZTxV3mgWus77Vj13shZp/LRzIbkxhFuAu5bCXUtpUcD5KyJ6\nCL0Tf6SHBloHgy1e6i/NvN/zHcsstXviOQASg3IxJYEtAGJM0rEMK7CmHbpOuSjtpiq+vjos8TAw\ncy/e86BhPMRGdsV/0W0i4C5fvpzp06cjhGDGjBncd5/rG5EQgk2bNjF06FCEECiVSrRa15ihNeWB\nUp0pknnYutS5ZfVff8BF9o4ikvgSnxdJ6dIBlr39rotc5A2fJCPxIm5v0Wkabw1vCiJroCB6q6im\nrEcV1U5eXUd2RiphCYFwoZCICv9ytQlMqGsPcZT7CpeObSFRAxsGp8H96fDMUDqFwb2/aplsdxBT\nKDwYmfE5PNcfdhaIk7okBJWXJ+3W5jlfc9p8vh/5sp3HaPq3SKdH63R7XSW/n5i/EiEEISEB0EbS\nah4ZlgSTE9D7+0PIaDKMEXyQBS+lwLaNtWBaS5j9aH4dLXok0rt/BBcJhb568s64xhmP9IFgQ+Fr\nY1ZMM04djuP0U1GcGSGFBbOEmLk4dxQf/yZpksddk4SixDADl7s/C0sGEtzRHkd1dPHzIVwH9b92\n422/2x5aLdUeveDf9rBjh3bklynYp0qlB2zqRUTmWBLMkGgsn7nYMQ3iItuWS13uyMtuEnHj/Hhn\nnmTmQQ9/GtZ3pFJffaI7kSGBMKwF/+3ryNymUHhQ2wChfTa4vY6tyXgCJoAhOI6jx2pz566nEULg\nPde5n/wWSeYH4R0XEW4BU31gyxPcGQhhWvCxf3XejpZYW7P889rXBe2M8ySFHMRrtPRCJoQgWgfG\nVhDUPjdfwL1O2nmgsCeQ8BwmaYXN0RAwyf3Yre5TujGtUgLu8ePHCQmR7GiMRiPHjx93KaPVajl1\n6lR5NEwmmW45RVB4SBR3Am7Zr+M+ckLELcxSFoHCbXi0CFkwdqGash7dynZ6eLjOq2lHdXh5ejrZ\n0QohmNg4VeLn0aj8z9N/r1hFoD4iv0xEsCQ0bH24Dj3a2TWub0sazTdwaM9UKl87pNQnAAAgAElE\nQVQyrDsLb/Nrko0gpzT5tpSzuyQ7jo9L5a+poVzdrCbN9jO0fxf1DRo05jteqlNqOV767519jaFj\njkKmim2ZZtg3ibBg2PGv7bw273WUHkoi77Z/1r44gdrJRvjPZN7uAZcnzYeRS9D7+8FDqZDkao7E\nwS9JDP4vdHL/1ap9o1S0/gWSJDyawg/XEmF6NMzLgPudNcBMNnN2VSQ8FI23PW4txxeyCDV6rR9P\n/y45YJ19bRkju0naW0L7Q7338usIvhP8/QKZkFT0XIpS5TptmwL9YbH0MlBQWHymTxrMqu1yvlLp\nydjm0Kvx3iKv49JnkUoyzSElL/+vRkUe75TWotBj19tRcO77+fpQJ7MtdTLbOZU12DOORYe6d84b\ndAxqhdpttF+VbIgDHwNvHzUh9hTGlmDnPu8W9hcjur4u9ZeHB1nrwH8BaGcBO+rgmwOxesc5Hh4e\nWDo+iPdksNWTnMuUnl74zINGPITNIKXr1epMWKwQMA2iR13ElATagZfwy5EiNQSOPoth6EVMEQ3x\nXXCbaHDPnz9f5LYQgtq1a3PgwAE2btzIp59+yuOPP46vG4emmvJAKSsF/Hr79c+NYcKUnkpsFP0J\nrjqSDU/Ccx2CZcxE9w5nESjx8r45UwUbCiJP356OkBVJNWU9upXtPPN1NCaj+wx/W047hxNiTDN4\ntEn+9v89YYRVD7o9N8iggd8c5/vlwLeLglgbHgVWMzytQesfCLskZ650PbTJGA+vODTE//SAU51+\ngJ1StIHzy7Lzj9VPCeHkm+3hlyJsdr/dhFUD7BsID3Yn2KCDtxqzdDZ88mJdLh+oy+mOlzl9JzA2\nDQ+FAv1YGJD8LTwxHd5oTO6liXzyVzJsGA4P9oWoSHihAyxeiPdcMA64ghCC9SkQH1r4OBWMEhCk\n0YDZxlsY4ZUMWCu1r6AAqfXzhfn2F4SHHCluifCAT/bB7DcJNUt+BSsxERdc8jmi9FBC4zdZ2fqG\nF4L3JWHdFGjmxDBoYQWVpydqb4fSwN9PzyS7nSiLvTkxNcClfoWi9AqAgv3jdix/S+bfb9Ry2ufh\nJlVtie6nF6Lh4bawsgOMfEjat2ESCoWCXk+6Ma/pvZ5EDTChHUxwFoCP3u2wxw0ZfQIhBEm11mAx\nQ7QKmpvh+a4LEEKgmw7+88Ca3p4xeilsGH1rw/oWaGdATxPERPTF3Bs088FqgTYRDn4CR0FgP0gM\nAX23PFRTQDfnAjHhUhmDTgOrI4mIh2i7pt17jvQbG7abgAmg7wjmuJtbTypcwN2zZw9HjhxxoY4d\nO7oItOfOnXM5v06dOuTl5VG3rvTG/tBDD7Fo0SK3DcvJycmn7Ozscm2HTFWPbhRwb4YCwgKIWx9R\n6W0qCdmKiHtbfteQtbKloezsbKf1RxZwy5+CN7n5rL0+GX6Ldlte7evep8Ng8mfVDUlZXrbP909Y\nItX7SCQnmhcSbmtyV+n3S7vDUHotp+gL9ZIl4e78x1EM6Bblvo4p0ouoh4cHSXFBDKANA2gD25vC\ntntYRwLrSODa85NhRy2YEwSzOtMv8SQ8MId/6tRm3+lsOLCLv0gnIgjYPBn61Yd6Q+A/CXBoHEII\nPj8xjjfYTLQBIsNdtX03jiH7HGHYxvYJh18N/P5hEKxe77YtJ8a611g2U0oa12/XOD63D8AXxtbn\n7MDm5HZvR0SDNyDa1adGCAGvu2o6hzdzDUfGCypWjrbYx8bZ/IL0DyH9Qy7Y/TN4+V631yrvOX5d\nwE0IhgTzGZrVTXauc/C6/P+6wFCCOjiukRQVibE1xLd4hvA7jhR6Dd1MUCo90WmkLwpBoel4tHXU\n0yHace6N5hAxOlD1IT+qU1B3aGKBjPA0QmProZsIusmg7A7WhhDuDYH2ugPmQa060n9/u7Y1cAz5\nKaCDu0PbLj9D7BoUCgWJPqCeD74LIDMclH3As/c1qPcX2llQJwD61L5ul3tzqdmrlAb3+PHjGI1S\nOA+TyeTWRMFoNPLf//43fzsrK4vXX3+9XCZhTST978X3k+WMa5lw/qp03t2NeXmOu9LTveAYjvsH\nZXWlcDyInW8pskxRAm64LPwWSzVlPapq7WS8873aurYV7i08sQhHJbvHvM+tcExykqJ9BiNSYUjt\n8U5lt02eTN7atUzMrsf79GH3sDaF1zvN/WdwNjlMH2zmQFjdBD43QvT7ZPheI8hi4BKx/PjUPPiy\nDbw4Ufr9yMafjzaDZa3h5+EcOLeSjqTBnpXsGvwk5za0g5F/SAJubclf5bqAyzNSu8xBku2y2l+P\nevbFIseQlY71gY/acu2HUK7saAOr2sHHv8DQWDjsa29rEwZGATMHcGZiH47cFwabjDQ2SH3AfyPg\n2wiEkARcncbZjKuuuegQiAyTtLehbhwEiyNf77KZhfGZ4ytWYXO8R5NE2ODqNCeE4J76OGlx2TUf\nnxJ+eufV9RjtGmxWOUwtwgppP5N6cWpLc77tWTdfkA0POe1SLtnD+XzPQdBQCxFmhzNkRqAUs9bb\nHqorIhCSI0+QHgXhWjDWBe85MN6uKW8WDZqFoM4Bs81Rvy34PJmR3xI8829MGcD94ehGgDG0HoEj\nQDcBDD0lR7QAUwTqJdA3Fvxn3tx6UqUE3OXLlzNjhhTGYubMmYU6mb333nvExkqfRHJycli2bFlZ\nGiZTJVI4M8u9zvIWcMuTwtzkSS8t2X5QE+YmikJYIRrcMDf2tzFvlDwjWYna1bZiHPKqO1XVeXk7\ntXPbxnS436EhjU+EoAANPGIXVH8oPHV5Zm0zfGLFU6nkT+Lct00vCV4sCmdBmxZEGCU7TNJ8+Ku2\nNzyRQpcmoVzc4M9TU610qWcP+L8wgZQIh83mAX7k/TxJScO9VpoYYSS1eHG5pLmMjZIiK9hM2fRA\nx7cfhLOLEHIntIYVs2BFXdBGSvRJHL9+HA0rQmHuAK6+MBhON+Za9kh2fDoO/iuFmvr+HmD7HH54\nOAvmRMKqj2Ddo9DDjQb0hjH09/OBbSHwtmSeoPVzNgn09vKCfa04mOPeBKM3CrzVkoBIPwPc73jp\nCDLr6DNzE0IITqxIx28+9Igvfg65i0IghEB/lxvh/IJzzFruGc7esd1RFmI2YM0cX+S1K2KOM89V\nUOZFu4PkHvcJFeLDZ/DR2njY51jjQ1qC0tM51GSfZhDcHhLVjli2/10ntSk8HIzGdOLSp6C/C1J1\nYO2/ndB6oJsJ/pNB1x+Cu0CjhtA7FUKbQLQ/mEYeIVYHNh1YAiA8uhPa6RA4FMx1wZQKsSGBhOlA\n3xO0/UE3CyInnMdqBZ/FEDAB0oxQPwEaNoSgHreRgKvX69m7d69LmDCz2cwbb7yRXy41NZWDBw9y\n+PBhtm3bJkdRKGcKvlI9+66yBFxbz1CseUXn175VVJhweyN5+3nby5eP01kYCmKmWQiTtbclopqy\nHlVmO3lhEknhIbDSQtuGVvjQnpp2i7MN+dKFtZk7q5bL+R4eCpK7h+ULuNGhzi/hYQXCVl5PBiCE\ncGT0mi4F8Vd5SceeHOQQRAqaLAgh+GWDo5+aGGHRR1kcOeLqBNZzUBx8sImf/h4Kg+6EzY3hrUWs\nWrGa12dshD/SwPYc7D8A7wTAoJmwZBRkjgRbJ1rYxsGCx2G9I7vbewP/ISPGWdg/fVc8U5rHux3D\nlcTCG3Xo0+tT6fjE6HzBiMcaweCuXFwqpWUN8FfDZ5JQzQpnTXmzMEiLmcleajNxqiNuLfcWbdP6\nAQMINjnsZ8kdC0sj3Nq18le7Iusal+BoG0Mc/hnWEIeg/8LnvfmVIrT8FTDHC4bGylsUxLYRkVya\nJL34XBdw/dR6Ug1SuWOEEfngTy71zEl25dWakExQVwjVALWtGBtDZLMHiYnMol49MMeSbw+rnQkB\nU8FihvMNwaoDqwGMQ7bjPxFSYsdiDgNTJIQ0kmxmw7RgaAuGKd9KdcyG8KiORPtLdba3QXBICqrp\ndhOHuyBgJPjYTRqsYZIjGumXMIVklLkPSzhWlbNY3SzVlAeKTM5jfjuNe+z6kmdlKkihboRYd/uq\nK4VWowQP1+l2mpdVsZ2caYfWbns4A2eFR7Sl8GQmQeMPE9prTf52dxzar0hD0XFNucuI2seb3Lsl\ne8oBDZxDHtJA0nSu+1pH3s46DHjKwrVXurp8khdCQN+ehAQ54umy3RNTsGM798Vh7G58FEb04L12\nS9HqJLteYx2IjYKUUODtSMjJZO3YYZzoswy+bkZOADxSHx5u7OzfMq67q4Bf3Bj+tbA+LEl12vfH\nGyauvGyiVqRVyhj2uI3EcPfrFq+3gdclMw6Ozna8GDwjlff19obZzgl7bkzQcJ3MpVgDaNuF7U3d\nmw5cp51DpDbvUkt2rNf3T04AbvjqVZo53rXhOOdzBxaekKLYdkyz4aMq3sQitNXEQs6/nxZJ6Yzn\nIEHhzpp7W48H0SyQTA5OX+rN+Deco4bEqy+RYM3FewzYrJ0QQhA4BYx1ICqqD4ZhENwaTKYUQurl\noZkMPgtd+2l192eI8wdDP6gV3wMhBIZhEDBKMm0Y1R7MMeAzP48mMTe/lsgCrky3BYWSWuk8VBXS\nmjSFHrNmG7HeRsJudaGash7dqnZeIc399f7t3qHMqcw61xBRBSnvYYdAxqMhsCbYsT3J/edgIQSM\nHY5hEEzc8LTT/r9R8Lf9ywY7FpLXdCLfsg9lAS1uVqqznWmwQQsn2kFPKea1yseLefZ43GlhcHaG\nw/QiMawBPC0J7doCNoo8dgf0aEJQaBJ9msbAv3QwIxCT3tGe65rkogTcglECPt0Y6tzmK0OY2/oi\n/n56aH+OM3d86Xz8uYFu69TOKnxe8IlkQtLojmfplO4cw5UFPehZ35lXlUpNeDFZ10pDN2qC68W6\nr1uvC3Ppn4KUSx+XfTcKuNcpcAT4qkofnYbBW4s8bm53Nj8GsRCCxqaL+Kp1hIRlYL1D0sDb7lyK\nLtg5CUeMhfwIB0II4kLAaIjDsAD858I/j8fBkwn4LQT9JNDmQHS2FDLMNAjiOh6muQ3CY0B/N6in\n5mFNuki8aS+eoyGoK5i6ncZ/Gmhmg7GZJOD6aQLRLJQynYU1OIzGHjs3os5MjCP3YR20leCI2min\nl228ZQFXJpmqIYW1KZvtq/WSR76AGznAgvU2NDGIOKLBWsW0vDVlPbpV7VSryy9mtBCCRvVD4SfJ\npvS9mc5C8jutYuABSSjskuZegPbwsGsf94QTFCS9UJLr/sWS0XZb3BfuY0Cq+/rYIGl/t8+oBZP8\nYZOzCQG/REjXbQWGJm8wsYu07TOvgIC7XspcljjsR1q2+wK6xbheZ6J0fd6XBNekbUWP14CGEWTG\nONYanwV5KD0KN4t66v5wOOrqhHumVwqmAC0pcZItco8Ax3XHDpF4atkH7q5T/vOHDW1hQ+GJGkY1\nG0xaZOECvxBSOLEE/Sl8fQoXSv38SudnQVNXW+9Mkm66vXqLY9y9VD7YMt07OPoHmljafjmaORCj\nlvrd2MDR/wHjIHAQGBuAaibQaDlBfcGc1AxlF9D3cx4rg17SCnuNB9U08NebCO4Mfj1BNwZMI3ej\nm2a/Tj2I0kskhMDT04voYPBbCIaRYI0C7YQ8AiaDnzYQvxxZwC1tw2SSqcRkznUff7OyyFoBocGK\nI6WnkogBRUdfkEmimrIeVUY72d3PeXuM+znp6SYqii0uFGuEa7x11t1gbtA0AFro4W4rF2Y0cSl/\ncF08vONeeD2HBwdWP0pQoHMc1of6dmVK5k7OvhcFn0v2leZgSTj8bMco1t31FnkPZMNrdyOEICPG\nBsv7u72G32L43xopC6jfImi18CfY2he/AjHiGydHw2tr4IdBrv1w5yLC71zg2g+Dm8FcFQc3h9Cp\npcPJjvtjOb1cw5ROkqD8v/VtePGzcLBrfHk22KmevQ9E4OOt4ttX3IdJO/uYa981TnIuyyxXgb3M\nc2aM2mFHnKIv8XkjWxf/xeC6DXZhpNcV/oXtZshisdu0TnS9B82Rjn1h7WagXiJtXwlvREgL1/IB\n48BzpLQ/OmYuwZ0h0BJHSFQG6kXgNRoCR0Ct3tCvllROPxkCJoP/NCmKghCCsOZjaWqF1AKCs6k2\nRPhBghWsPnnEWp7BlAYhrewhxkZIv6ERbblrxm3kZFaeVFMeKDJVDBnTg8ulHkuB7GWaIL9bznfM\nfWWz4y2MzLnSr6fKEwsKLLehBvhWUE1ZjyqznW3DpPS2LJNsagPsD1wn/t6KuLn2PdiAqwuTaHxD\nOu89l/rm/183rT2fPtqXP3Bc6+XWrv1yYp7j8zVv7s83YeCxphj0Bexxn7oTVklx3P8hlk+P2OPt\nLn3CUWbeVHhdcshh0nbCWtpDgk1ZUWSK4LHhpR+vFJtrFq8mqAgNiSdgAnj7uEm89HYIPFTAFGTb\nYOn3Cz184V7AZHlnOjWQTERCsuDAyMQyjdkXqBm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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Animations\n", "\n", "\n", "\n", "[http://jakevdp.github.io/blog/2012/08/18/matplotlib-animation-tutorial/](http://jakevdp.github.io/blog/2012/08/18/matplotlib-animation-tutorial/)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Time to Get Started...\n", "# but first an interlude\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Getting Started: Four Ways to Use Python\n", "\n", "### 1. The Python command-line interpreter\n", "\n", "### 2. Editing Python (.py) files\n", "\n", "### 3. The IPython command-line interpreter\n", "\n", "### 4. The IPython notebook" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 1. The Python command-line Interpreter\n", "\n", "If you have never used the command-line, you're in for a treat\n", "\n", "- Mac OSX: in Finder/Applications, search for \"Terminal\"\n", "\n", "- Linux/Unix: ``Ctrl-Alt-t``\n", "\n", "- Windows: run \"cmd\"\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 1. The Python command-line Interpreter\n", "\n", "Type ``python`` at the command-line to start the interpreter\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 1. The Python Command-line Interpreter\n", "\n", "Execute a command: Type ``print \"hello world\"``\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 1. The Python Command-line Interpreter\n", "\n", "Closing the terminal:\n", "\n", "- Either type ``exit()`` or type ``Ctrl-d``\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 2. Editing Python (.py) files\n", "\n", "### This requires a text editor.\n", "\n", "The best option is one which includes code highlighting\n", "\n", "- Linux: gedit, emacs, nano, vim...\n", "- Mac OSX: textmate, emacs, nano, vim...\n", "- Windows: NotePad...\n", "\n", "### GUI-based editors with bells & whistles\n", "\n", "- Linux: KWrite, Scribes, eggy\n", "- Mac OSX: TextWrangler, SublimeText\n", "- Windows: NotePad++, SublimeText" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 2. Editing Python (.py) files\n", "\n", "Use your editor to open ``hello_world.py`` (here we use OSX's ``mate``)\n", "\n", "\n", "\n", "Edit the file to say ``print \"hello world\"``\n", "\n", "\n", "\n", "In the terminal, run ``python hello_world.py``\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 3. The IPython command-line Interpreter\n", "\n", "IPython provides an enhanced command-line interface\n", "\n", "It can be started by typing ``ipython``:\n", "\n", "\n", "\n", "Useful features include tab completion, help (``?``), etc." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 3. The IPython command-line Interpreter\n", "\n", "Basic use is just like the standard interpreter:\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 4. The IPython Notebook\n", "\n", "The IPython notebook can be started by typing ``ipython notebook``:\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 4. The IPython Notebook\n", "\n", "\n", "Your web browser should open to an interactive notebook page\n", "\n", "\n", "\n", "Notice that this slideshow is written as an IPython notebook!\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Conclusions\n", "\n", "- We've introduced Python and motivated its use in science\n", "\n", "- We've talked about four ways to use Python\n", "\n", "- Next up: basic training - getting started in Python" ] } ], "metadata": {} } ] }