{ "metadata": { "celltoolbar": "Slideshow", "name": "", "signature": "sha256:7488bc5598b6bf0d12cd7d7b09475ac85d4ed89c265315b52219648c483ae737" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "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_2014/) course. Source and license info is on [GitHub](https://github.com/jakevdp/2014_fall_ASTR599/)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%run talktools.py" ], "language": "python", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 1 }, { "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", "- Monday-Tuesday, 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_2014](http://www.astro.washington.edu/vanderplas/Astr599)\n", "- Github source: [http://github.com/jakevdp/2014_fall_ASTR599/](http://github.com/jakevdp/2014_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" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo(\"i9SSOWORzw4\")" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "html": [ "\n", " \n", " " ], "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "" ] } ], "prompt_number": 2 }, { "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": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "N = 200\n", "r = 2 * np.random.rand(N)\n", "theta = 2 * np.pi * np.random.rand(N)\n", "area = 200 * r ** 2 * np.random.rand(N)\n", "ax = plt.subplot(111, polar=True)\n", "plt.scatter(theta, r, c=theta, s=area, alpha=0.75);" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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5E+/iZZi0VhoN+Q/GWn4l4XPY2f/ZOE5uXo+44XZo0hoUBRITYO0yNHWuwvTg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\n5OFSjAjmgHIPui4gGI2HR1m16pbvvyrbt2PHDrp3784zT5dPLR/Y704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Q2NiJ6PXuvJRG\nje7jzJlVOBy5SFILrNZcwB9JMqIppbZ0uWy4XPkIghU/v2KsRU3x0pZ/+SkqlLicWBwOHLKCFreo\nhoD75neW/l4aMYA/s7PpEBxMj0r8hPV8fPjj9OlyBaI1wdSpU8vOtzaQJEnhBs+9IAj9gHdxX85n\nqqq+IQhCPdzUBUXA3aqqVloGX90DvQLod91nbwJzVFVtBbxYuo0gCI2Be4HGpX0+FK7G3sbiJqNI\nA5qLoljrmv8rUqD/q6itTvKN8Msvv3DkyJFK9+3du5d9ifsYt2oSdz3Sm15P9WHsF+NJybxETlE6\nBWnp/PbGd5zZeIRL+87iSi2hTZs2TJ/4OBHndQR7+3Py0y3kHrrA2S92EWquyNOqKEqZQxqgU6dO\nZVXHz74wl2HDhvHDt5/RuFEQocEGroT44+Pjyc72obCwB9u27eLbb9P5/vs8Jkx4rFJ2MFEUy802\nRFEkMTEZo7EdZnOoWxZV1ODj04G1a6/SCvz22288P2UKHXNyGG4wEK3T4SWKhOh0dPH24gFPPT0F\nG3UlC1prYrn7xsMjmMaNJ2E252K3v4eqHgDSUZRcZDkLlysel2sdorgWUVQIDx+MVtAiXjMtKXG6\nSLVYKLba8FYUwgSBIFHAXxQwiwKBokCYIBAIKC4zPyVc4tfERORK7l9REAgRxUolRm4ErVZ7U5XM\npc9epcZEEAQJ90ShH+7neIwgCHHAo8BIYD7uZ7lS3NC0qar6uyAIUdd9nAZcoTDzA65QYA0Fvlbd\nwq6JgiCcB+4A9uE2WnrACMil1rFWMBqNdOhQvWRFTfHGG2/w7LPPVskh8k/hiv8iIiKigvzkFfTp\n06fKG2Xb79toMKRRWVTHarWSakmnTr+6NG0RQ/2e0RzddYw976/BUOTJqqX/5eTJk4y6eySj7h7J\n3ZNGEd3VrRyo69q0Qnp4fn4+Ex6dRLG1hOXvLcXmsOPj5Y1GoyEzM5NpUx8kNjYWURTZuXM9eXl5\nXKHeDAgIIC/vEFbrIUAkKMhdB5SdfYKcnJwaESJLklhhOaGqStn3UVJSwiszZtCmsJBQjabcQ34F\nWo2GFpKES5Y54yggN2s/YRFXeV/0ej8aNBiJ01lMXp4VWd6CTnfFKeuJy5WGTjceWS7EarWiQS09\nD8ixWXE4XfgLoBNv8DCXSrz6iF5EoEXOymJpQQF3x8YSet0S1uRyceqvv/4Vv4kkSSpVP/ftgfOq\nqiYCCILwDe7n2gV4lf5VGQW5mUK/54F3BEG4DLwFzCr9PAxIvqZdMnAl3fBT4HfcM8DLpRd0WzFt\n2rRbakj27NlTbRu73c6Ux6fw0sqXGPPwGM6cOVNpO41GU+NzS0tPxTPEA4O3Hkkr4W8203NIdx5d\n+QAmf2/q1q1bTmvl/mFjSN10npKLhUiJjgqh9sTERPKFIgjTcOrUKVyyC1mW2bptK59+voyVK1cy\nceJEwK1wFxkZiSzLnDhxAkmSiIioR4MGI/Dy0pCR8SPp6euJijJXyb0yf/78ctv9+/dBFE9ht7tZ\n4mXZQVHRHkaOHAi4s6BNFgtGux2P676jYkVhr92OAOh0WhqjIisOCjP+qPTYHh7+CIIfdeoMpWXL\nR2je/AHi4sag0XihqhJO50GcDieSqqKqkGUtQXG6CBIEdDWeFbhF0u7S6dCVlLD61ClSiovLtfDV\n6UhLSqrheG589913nD17tvqG16EaYxIOXHsiV57hJaV/k4Evqxr7Zhywy3D7Q74XBGEksBzoXUVb\nFUBV1a1AWwBBEMq9Cq+QE18JrVa13bp1axISEsoejOra/9vbdru92vYXLlzgfPp5uj/XjezEbHbt\n3kV6enqtjmf2MvPDxz/RpG9TNHotp7adwMPXQMofSQya3IvTO9w3WFz3hgS3DGTp0qXlpClMviYm\n9r2POnXq0PrJ1hw/fpzTp0+Xjb9nzx4KE7JpEBND165dOXDgAJlkMHDAQIrtFr76fBVJSUllxX4A\nM559lo2rVzP5ySd58cVHWL16HZMnP46fn7u2KDg4iN27d1d6Tc8991y57SZNmjBiRFdWrfoUT8+6\nyHIBrVtHlbHd//TNN+hLSkiVZUJL/V4JpSkD9TQa2ut0JDidqIJAiCQQJSvst2WRl3cCk8ntG8rL\nc6sJ6PU+iOIBjMZI8vKsmEzujFRVlbHbj2I0updgdjmFEqeKKAfiLwiUqGmgglF0z7RKFHfleWXb\nsmrDpdo555S418ODJFnm85MnGVCvHq1KI1RJFgvWy1fVHGtyz5nN5jJ/U23vWaqeRFT6kldVNRno\nXtm+a1FtbU7pMmf9NQ7YQlVVfUr/F4B8VVV9BUF4vvTAr5fu2wjMVVV1/3Xj+ej1+iybzVarcE5h\nYSHnzp1zCzj9H0VhYSGjJo0koGsAqXtSefWp+ZVGgNatW0dcXFyl6daqqvLa2wvYfmw7ET2jiD8T\nT+HZXHpM7EybYa3Ktf315S1M7vBguWLEG0GWZXoP6UbvZ2LZ/+0Fnrp3Lmfij7Nn3+989N4Kfvnl\nF1KSz9KqdZdyeTVfrFzJghdf5IWXXmLcxIl8/d//smTBAmKbN+fjL77gSuTO5XKxd+9eLl68SHR0\nNB07dkQUxUqXdMXFxVy8eJGgoKByYevBPXrQpaCArHPnCL7OiZ6nKCS4XLQtPZ6iKOy1FLNN1FCv\nyXN4e0cjCAIlJenY7X9hMhXQsmUc27adwcPjDry8InA6LZw58zl2ezQtWvQmNzePrMREHA4nQYLA\njVY2laFYOcIgw1laXBO9/MPhoMhkYkSDBgiCwPHcXDz69uWVN9+s3eA3AV9fX2thYWF9VVUrcG8I\ngtABmKeqar/S7VmAoqrqGzUZ+2ZmJucFQeimqupO4C7gSj34T8AqQRAW4p4axeCO3lwPl6IotV5e\n+fj43FJD8u677/Lggw/+rQhObeHj48Py91ewa9cuGjzXoMrrGTJkSJWVuoIg8MKzsxhyYjC7/vid\nv3YcwTfOk7yUPFJPpxEW5347OqwOUg+l0+LhFjUOW7sdnhL2EieyU0WSJDIy07lw4SJPP/0EJ4/v\noW/fYWWGpLi4GJfLRdrly5g0GlqVXs/GdesYodOx6fhxkpOTqVevHhaLhaemTMF2+jR1XS42ajSs\nbNKE4Hr1Kix1ADw9PSuNMmk0GrQ6HUgSDllGd81Sx08QaH2NgRFFEUUjEdekMY2aZXHixO+oqkJk\nZAQTJtxLnz698fDw4Kef1rNs2SoSEn7G09OTIUNasX9/DjqdAYPBg2Knk0CBWhsSVVVQSSbyuqhL\nB62Wr/LyuGSxEOXtTY4s06uWhX/ffPMNnTp1qjRKdiPIsixQtd/jEBBTOoFIxR1QqTFNXHWh4a+B\nbkCAIAhJuKM3DwFLBEHQA9bSbVRVPSUIwrfAKa6GjCub9rhkWb7dGsdMnTr1liai1fSBDQsLY/To\n0TdsU13ITxAEGjVqxPIvlxLYyIBfCwF0WXz/0nGa9m5F+5Ht2LxgO43rNiEpKYmioiKU0rT6qq7Z\n4XCw+IO3qRdRn4LfPbmnR09CQkIYOnAkYUFRfP/9cupGx9G771BWrVpFt27d8PDwYMuWLYweP556\njRrRqJE7d2Pc1KksnDePth06ULeue3ny1RdfYDh+nMlBQQiCO1P3q2PHiOp24yLC69G0VSsu/for\n4aGh5CYl4X+NMREEoVxSvKqqnAemTpnCo48+WqWBHjZsKMOGDS2rYbLZbHTtOhCbLQdFERAVFcNN\nyEtY1RSiJDsmUcShquyw2+ljMCAJAi0FgcPp6UR5e5Or0dCwYcNajT1kyJCbyoItfZFXKg6kqqpL\nEITHgU24Q8PLVFWtcZjpX6cgKM0vkRVFqVVoS1VVdu7cecvT1m8VNm3adEvDw9Vh7bo1fLtvKaMX\ndKew8P9xd97xUZTbG//ObN9sei/0AAGkSu8oCojYRRELKMUK9oade69cFUXsXgtXRURQBEFQEBEB\npZdQAwnpfXezyfadnff3x0IgEiAJePHze/6C7Lw7774zc+a85zznOQ4Kigrw+vwsevAPwjXx6GU9\nyR3M+D1BIoIp1HisWG0VtEvvwOPTnz1lC7V+/Xrenv844XESwy+aRmRUOB998gwms6BXj3E8OP1J\nAGa99CxrFr1HePPuPPzkc/Tr169e41ddXU1+fj4tWrQgPDyc28aMYVRZGS1P8gRznE7WpKUxb8mS\nBv/u3bt38/ittzIuKopDBw6g9XqJ0GprDdTxe+poIMDvHg/Fsky7du2wREVx7W23cePNN9eydL1e\nL0eOHCE3Nxe/34/ZbKZNmza0bNmSJUu+4/77Z2Ay3oS3uJhwqDdzdDoEhQ+vWMVdYT6SjklNHie0\nAfiF4FNF4ZaOHfkJWLF+/TnrnDQEBoMh4Pf7Y4QQ9XdHOwf8zxmwQghVlmU1EAg0igV7/Gb5u+J8\nGhJFUXjllVfOWBW6at0Ket/WFo1GJjo6mqioKFwuF0PH+TAeacXB8i0YYgPs/SkLv28Xd83qSde+\n/cjebufhp+9h0efL6/Sxadu2LTWlBkpznDxwYwf++/lcLr0iyPCR8Tx5//e1xqRH7/7M/+IzbLv/\n4K7rRjBw2Aje+/wrcnJySElJITIyktzcXB669VZinU7Kw8K4qE8fDu7ahdvvZ3LbtkQc844qfD4s\nkQ1rlHYcXbp0Ia1LFzbv2UPvDh3Izsqi3OXCDGxRFHrpdOzw+ykJBOghy0xPTyc1IYFSj4dNb73F\nym++4aHnnmPtDz+wfuVK4oBEVUUrBD5ZpkSScOp0XHHTTQwb1oeVy9cTp+tI0O9v8DZHFQpu8QdD\nDR6SNKHf+mevSS9JxAGbrFauvv/+/4khEUIQDAY1nCG9ey64ILU5JpOppry8PLKxalFMXdM3AAAg\nAElEQVTDhg07+0ENxIYNG1AU5W/p6Wi12joSf8ep/ifHd/x+HzrjCVV7SZKwWCyEx1iocjk5knmY\nHtekI2liSGijx15ZTW5+Fq26tyG1cyWbNm1i6NChfL1oAbn5hzHqwjFoJXQRQf717ydon34xq5YF\n2fa7lX59TwhaXz5yFJu272Vk/+4MtrjJy8+ivLycxMREDhw4QN++fVmyYAEj7XZuiI/n5l27cGVn\n81xkJKvLy5mzfz9tIyPZXlHBYZ+PySNH1vEozgZJknhl7lym3n4763Nz6dO2Lfh8VJSX093tJk9R\nKPV6udZgIDk5mZSkUJFsksnENQYD3+3dy8QxY5iQlsaT0dGE1eNV2fx+Ns2bR4UkIan5+CUfGtqj\nivp5LSdDES48YjMX6yoYcJIAV32/MVZV2asovHfTmdux1IdXX32Vxx57rFFjqqqq0Gg0fkVRfI0+\nYQNwQYyJwWCoKCkpabQxOZ/o16/fef2+LVu20KVLl9O+YQ4dOsTXS77ij+0hI9auTQZjr76FAQMG\n1LuXP751mL/gCz6Y9xZoBM2SWjLrxdk0a9aMIX0vZePKZbTsfKKiXAkEOfhTMbpqM1fdk07+His7\n11QQHqcno38CFw2Oo7AoFxAoisKjT9xLhfN3WmcY+GFFESOv1TPpvl58t7CI31ceZkCf2+nTpw9D\n/hTXCA8P5/WP5vPBKzMZ2mcAaWlpSJLE0axDVNvthEVGUqSqlPn9WD0ebk9MJCUlhTRJYkJ2NgGX\ni0kaDZbkZJasWMHyAQMY0whdj9jYWD7+8kvemTOHBd99R0owSLjZjLBY2FxczCUGA61btiQ+Pr7W\nGwgGgxw5dIgONTXskyRams31GhKAGL2e0XFxdK2u5g3hw2/IokwtwutvT7iUhiyfOk4RHrwiDw0H\nGGX00UNX1/DsCQSIkWWaHT+nEIhgkL5DhtAUOY6777670WNKSkowGo22Rg9sIC6IMZFluaS4uLjR\nIg6//PLLefNOzjfzVZIkfD5fvcZk0Tdf88GXb5LY1UxMd1B8guyKbUx/bh0Dug3jjVfnnhJ3UFWV\ntb+s5ctVH3LPF5cQEWfmj+8O8uiMacz/ZBE3XHcjPz7wA9/N2kiXES3xeRS2fH2Y1tEXsaNwPdYf\nHVw83MK0Oe0pya8mJ9PJZ09mkjEwnoObZAIXB/h53bd06a2jtFjCWlGNw2Fi6dc5OKtlCvPW0DJ5\nD7/9ZjtlzY9zTPp8s7zO31d+u5jk1DT6Dr+c3b17c/+OHQQsFoyxsUhAZEICakEBk1u0QJ+fDzYb\nV0ZFsf6HHxplTCBUlfz088/zwMMP8+uvv1JaWhoSd541izHNmtUp+RdAzpEjaJxOkvR6Ovv9ZFZV\n0foMmbwKn49tDgfjNRrWBHy0jg+j3LGbQ87t6NRoBLGoaJHxImFFI9XQW6/QWy8TJZ8a5O5ycuBb\nCOyBAHqzmW7du59ybEPQFBGu4uJidDpdaZNO2ABcEGOiKEpeSUlJo1sVnktXtb8ap5Og3LhxIzNn\nP0tYEljLtGQMisEcqUcNhpPSScNPX3zL6Gv384/nXq3zHdu3b2f+V1/Q84bmRMaHbvp+13Zg26Kf\nKC0tJS0tjY/ensc3Sxbz28e/YDSYmDB8Gu3atuOaWxYz6fFm9BweixCCuFQdzdq5+eWrClbMyeGF\nJ97g2+++YMwtOiY9FmKm/rJcw0vTyrnyWhe7t0LrlCgSE6CwvOEFjO/N/wpJkvB6vfTt25fk5GTm\nffQRM+fMobsQ7JNlLM2a4ZAkdFot8Vot5aqK+RzU6cLDw7nyyivZtGkTVquVyLCwU7RDKioqCDgc\npOh0IEkYJAn/WVrCJhiNjElJIbO0lHFaLW/Z7VybkYG3pIRCWwmKXIYKGCSJeFkmTpbRSqd/nI7f\nu0IIqgIBJIuF8NhYYprYO7gpKCkpOU5A+0twQYxJdXV1TlFR0Vl67Z2K8x3fmDlzJs8+++x5/c6T\nYbPZuP/RKbQYoGX4lLaktIs45ZjBd7Rk4/yjPDt7GjeNmsSE2+9EkiR69epFt81dybNuRA2q2Kvs\nOGwOSgrLsNlspKWlER4ezoTbJzLh9om4XC4+/PhdvvjqI1Q8ZPS24PMoFB+tQpYFer3EgKtiWfFh\nBYMHD+bzL9/kqqlm3E4Fs0VLv0siiE+sxhAczWuzxpKVtZ+SkjymP3jvKXOu7zr8sHw5z0+7G4+r\nhoyL+/LZ4lCGZsKkSXTs0oUjR47Qv1kzvF4vL0ydyvjUVI4CPxoMvNaEDnV/Rv/+/VEUhbdmzsTm\n8xFzLG0aVFVK8vNJOZbxASgFOjUgrarVatHq9WhVldGSxI95eUzt2JGIoiIqS0uJlKQQpb8BLzlV\nCAKqSlUwSHhsLC1btWKXw0G7RqaEj+PP4lkNQXFxMW63O6dJJ2wALgjfQwhRnJ+f77kQ5z4ZjdXQ\nPBtWr15d+2+Xy8X9D08h/XKZ8f/uXq8hATBZ9Fx0SSLjZ3Vh6W/z+OLLz2o/u/aq69m+sJAFc1ay\nde0ulry6kagEePT5yXw+/7+1xwUCAR56/B4K/CvpfIWXFh3NFGTZKT5aRUyCTIsMIy3aG0lqqSU2\nWU9MTAwJiUkYtakcPejn9RmlHNztxukQ2Ct/5t8v30dSUgpPPTXztMV5J2fWqqqqeOG+u3gj1cra\ni1XUPeuYdkwu4IMPPqBTp07ccsst9O3bl5iYGO6cMYOKK6/Ed/PNvPbFF3i9XjZt2oTHc263hFar\nZcy4cWw6qRbJbrNhVFX0x7yValUlW5LodVKrjPrgC4Y0dS3h4XiDQTpoNPjdboo8HtKaNSO9Qwfc\nej3lioIzEEA9TaZRFQJ3IMC3bjcOWaZFu3a0btMGRQjKVbXR/JLjaErv4oKCAr/X621cEVAjcKHI\nYyX5+fmNTk9lZWWRl5d33iZxvuMmJ3eGm/vuG0R1ctLnujQ0p9EMPQ5ZKxEWpeeOWb2Zv/TD2nL0\nuLg49JKBqgM1VGx30n9IOi8tvJKHPu7FwhXv18oU7N27F4eSw7hHOtHnsuZ4HDLGMA0uhx+TRSbg\nC+J1B3FVCYSqwePxMP7me/jsLRdVZcnUWMP457Qy2rXQMe/dOObOMvL23Bm4/lSQBiGZgVGXDOCy\n/p2ZfOt15ObmYrfbMfid9IrRkWDSMjBWw76d24BQn12TycTevXu5dsggPp56J3s/fIudv62jfZcu\nvPzEE7wzcSJf3XsvN10yjJ07dzZ63W02G05niDYx7rbbyI6LY4vdHtpS2GxYjnkONarKV4rC8NTU\n0wZfj+PrwtBuIDY+HhehB6UzcKgqJOVhsVjo1KULrTIykKKiKAsGKQ0EsCoKtkAAayBAWSBAqaKg\nhIczvmNHOnfrVstxyayqotfQoUQ2MjV+HPWJZ50NeXl5PkLM1r8EF6oJV0lhYeO3bmaz+Zx1YE/G\nsbx7k0Rm6sPAgQOBEGFrzfoVTPt8ADkFh/B7FfTG+s8hBPjdCoZEA6YoE72vT+abpQt5psMLbN26\nlRpfGbM/GlNnTESMiSG3pLB46QJ69OiBx+PBFCbj9wWJijOS0SOZX7+20XtkJJLQh/gRksTKj8qw\nGCMJCwtDq9EztO8U3npxFpddVkW/u2DdGj/rNtgZOjCaMLMLh8NRJx3t8Xh4+sFJDE8p44ERqazZ\nm81T0yfx8YJleMJimZVVRrtwDd+VCToOC1HhIyIi8Hq9PHv3FDrbSvhXp1B9TFaNmxunTmZSTAx3\npIS8n901NfzjwQdZ+PPPjbomv/76K4MGDcJisRAXF8c7n3/OU9OmsSUnB4vdThJQpqocliSGp6Ux\nqgFSCLcdY+6GR0Qg6fV4AgHSZJk/amoIBAK43W58Ph+qqmKJiCA2Pj6ky6uqtWlgvV6P0Wg8Jdan\nqCo7heDF225r8G88HygsLFQJSYj8JbhQxqS4oqKi0bqN5zuVfPDgQfbt29foNotnw8ofV9K2fxTh\nUSbi3fFUV9iIa1b/Nsfl8GLQmjCZQ15Nr1GtmTP+Rx5wPITD4aDv6Jb1jktrF8W2hQf59L8fs2Tp\nfzlwaDeZ2/cRnxpOxsWprJjnJOsPhW7DnZgtWnascRBwablq9E1ERkayZcsW7r77blb88C7PPteG\nvLwcVLWUn9dZKSkNojc0O0UXNj8/nyipmkdGh+pBrugWw4LdlVRUVPD59z8y9babWVRcQofu3Zg5\ne27tuD/++IO2PmcdSnq7cDOamhoGxp7YbnQND8dUaePo0aMN7t8MnNLYvXnz5nyxZAnbtm1j3JVX\nMtJspp3ZzG0xMVga+eKQgOatWpFz8CBhqkqJ1cr+mhqMgF4IJELZIock4QU0ej3xSUnExsXVer6+\nYBCdLNemijfYbHQaNqzJtWbvvfceY8eOPUWL5mwoLS3V8P/QMymrqakxKIpy3ryCpuB0lbnngsWL\nF/PTuu/pPSlk+BLiE7FlWakqcxGZEFYbqxMCPDU+7AUu0lu1qx0fFmGgVc9INm3aRGJiIqU/1h9H\n2Lomj4MHD9Guh42HXosnNuFScnKPkJ/jYsOKIyTHJ3HfhBks+nYBBw7uITIqjmuvvpn77n4QSZJ4\n7rnnUFUVnTaSVSut9O6TyuY/XOzfa2DPgSTumHDXKYzjqKgoKpxBHG6FSLMWa00Au1slMjKSFi1a\nsH7bboLBYO1DJITgq6++IjIykkgZnurQos5bOlyrocTno82x//tUFYcQ9bZFbSwkSaJHjx4kxMQw\nLjGxUZlAq89H7EkBWiEE/mAQh8+HTqOhjVZbf9BVCDyKgiM/n9LCQlJbtiQ2NpafS0q4NDkZg0bD\nkepqDlkszH/uuSZnJ++6665G15UJIbBarUb+Qs/kQgVgFaPRWFNc3Hgj+cMPP/wFMzp/aN++PfYq\nG1EJoT2tVqelXdsMgtUaivZZsRbWYCuqoSTLTlWBlzYt29ahtQNEJOpwOBz06tWLgC2MBbO31nmw\nj+6rZMUH23j81dZMeKg1zVuHE2YJo3OnrowY1Zt/vXcZU55JYv7Cd3jz9XfYuyubjet2M+2+R2rj\nOrIso9VqmTnzfT7+TxjXXlVKcWFzOqebGNmrmE0/vsTE266q1VsBSExM5Orx93L9e0W8ssrKfV87\nGD/lkdo4AJwah+rRowc9e/ZkS0CiKnCivszuDyDFxvKJpGGrw8F+p5NZZRX0uWL0GZXo/4xVq1ad\n9jONRkNMdDT2Rm6N11dWAqEHMD83l/xDh2ih0+HRaqnmNFVyAMeyO0k6HalAaXY2OYcPMzIlBYNG\nQ1Z1NT9JEq99+GGjfuOfodfrG22IbDYbkiQpf0VNznFcMLfAaDTu37VrV7/jkn8NRWNdu7PB6XRi\nNBrPm4fUuXNn/lzEqNfrade2PR6Ph5qaGoQQJCabCA8Pr/+mkKitYH35xTncdc94vI4dZPSLpqrM\ny3dv7WHspDT6Dm1+yjiNRkNlZSWRSWXEtC7l8pG9GDx4CNdePZGDBw8yYcIEIiJObLkuuugiVqzY\nxGf//YTsHbN57t44svO93NvKzPxlBbz5+ku8/Mq7tcdPnHw3qqwjMTGRK1q2PEUmIC8vj9zcXIYM\nGYIkSbXZirEPPMg9c1/nKoMAoTKn0Ma4+x7gop69WDJvHh6Xi0FTrqZHz54sW7YMo9FI375968z1\nz/D7/adVcDuOjC5dyN+8mZhG1IFdm5qKAHKPHsVXWUkLXUgD1qfTEWUwMN/vZ4RGQ9IZAvgGjYbm\nskyZ3c7BQ4fIi42lODaWN997j06dOjV4Ln/GcS3khjSTPxk7d+7EYrFknf3IpuOCGROn07l+y5Yt\nfa666qpGrcr5Uqc/jo0bN5KWlnZOF/jPiIqMotrqIS6lLhnLZDLVyficDq5KhYjU0EPUrl07Vi79\nhVU/ruTA7r1E6MzExxZw/e2nbs/UoEp2ThaS7CSluZaJD8ZRfLicEWPzWbDgcdJbjDnFCzqOdT9/\ny2O3hCFJEjv21ZDewsQNI2L5fNp6nE5nnXF3ncQLUVWV0tLSWkq4Xq+vl8A3fuJEuvXuzS8/riLg\n8/Hu8Mvo0aMHmzdvJqVVS0oL8/n49VeZ7/NxeVQYTiTeUmWumTSViVOn1vvw6PV6Lj5Lv+dBo0ax\nYtMmup3xqFNRWlyMt7KStGPCzaoQ7JUkpqenU+7zMT83l0S/ny6yTAuNpt6anWoh2CcEf9jttGzf\nnkXff39G49gQlJSUsGLFCiZPntyocdu2bRNer3fDOZ38LLhgxsTv92/esGGDEzi31T1H/BWyAYpL\nw86fCmjd+VTl97PB4/JzZLOdvlNPiGdbLBZuuP5GVPV6du/eTVbBMsIjT33TFhUXoNU7SW0easod\nZgFjGIRHaJn5ZhozH/ueJd915frr6gs4CyQJZFni5itDQteSJAgEFD755BOmTZsGhIhP33//PVOn\nTq39/549e2qNyZlEozt16lRrtA8ePMito0cSVlnMMFOQ5mXF9Pb5+cOnZVuNjuc6teVBo54ZH7yN\nTqfj9kmT6nzXybGZM+Gyyy7jnX/8gzKvl8SzVOYKITjsdNJMq6W8qIgWJxHd9gWDhJnNtA4Lo43F\nQreoKDbbbKwtLeV7j4d4SSKCUMDWB1QAQpaJDQ/n8ZQUvrNaOXDgwDm/DFNSUpj0p7VoCDZu3Oh0\nu92/n9PJz4ILKVK0fdeuXbqmyAosXrz4L5jO+cMLz7/I/l+seFyN73O0Y81R+vYYUu+e+uWXX8bn\n81HfjiyoBLHbK0lKqbuftlX48ftVDAYN46dE882Sj+u0sTiOwUOvZeEqJ6p64np8u9pKz95Daw0J\nhG7mk4lWaWlpXHHFFTQG2dnZPHXn7dwnVfJK22j8bjcD9EFujTPxdqqOByMVZuw5QLkvwPPJUSz+\n8P06hDYhBP/6178adC6z2czkxx5jUXX1aYllx+EKBqlRFPKPHiVGVZGEQFVV3EKwXAjGtTgRQDZp\nNAyNj+elzp156+KLmdChA8PatGFwmzZc1bYtz3fpwts9evBSx45cHBXFzQYDrx8Lep8rmhK43bp1\nqwRsP+eTnwEX0pgU+Hy+YFOCsE1lDZ4OxcXF9fZ1aSrS09MZ2PsSfv2qfvX508Hj9LN5UTE3XF2/\nEtvTTz9NSkoKxXlegsHQTelxe8jPz2Pfvl34/G6OHnFSXuolEFDxelSMRi1t24e2WxmdwvEFyqhv\nzW++5Vaqgn2Z+qKNDxeW8/hrVpZtTGH6w8818tefHW//cyaTw3wMTIwixqBjkC5AzEnEvn4WLfdG\nCeYeziXRqCddKOzevbv2c0mSeOaZZxp8vutvuIG4fv34trLytJo4QggUpxNzURGOigp0Ph9et5uq\nmho+cTrpHB5O29NsEU0aDe0tFvrGxNA/JobuUVHEGwx1HvqO4eFIJSVs27atwfOuD8fJeY2B3W7H\nbrfrOCGx+pfggm1zhBAiNjY2c/v27f2ON7FuKDp37nxe55Kfn09VVRUdO3Zs0PFer5etW7dyMOsA\nhcXZqGqQ6KgEOrTrTI8ePUhMTOSBux9i8v23ExF/mP5XnZ0z4XUH+OLZLVzW9zq6n6aSVJIkmjdv\nTkpiBzb9nE9kko1AwEl0nERyMxmNVkbWQEmhmy2/OggGNHTuFk1k1AmBHrNZrtdwGo1GZs/5iB07\ndnDo0CFG9E1i0KBB1CdgdS41Urm5ueTv2sblF50IpAs1xNfY5VZoadAQpZG4NFzLRwUuDjvdmORT\nm9Y35u0syzIvv/kmD02Zwme7dnFDTEwdBqzP5+PIoUNofD6kQIA4ScIsy1QKwdeSRKws06+6mv27\nd9OmffsGxb0Aij0eonQ6zMe2S/2F4PuFC+ndu3eD534yhBC8//77PProo40at337diwWyyGr1Rps\n0okbiAuqxep0On/dunXruft954i+ffs2yJBUV1fz5tuvc81NlzJv2TOUaBaR3O8gaYOOoKSsZeWO\nV7l96hgef3oaWVlZXDrwCnYtdLH0rR3Yyup/o6iqIGt7Cf+ZvokezUbwwL0PnnUeFaUuZs/YRjBY\nTceuWlKbaTCHgSSpGI0CxavSJkPDgncqiY07ESdwVAWwVojTNv+SZZmePXsyfvx4Lr300noNSX04\nLqn50NQJXDGwO2OG9OSFJx8hMzPzlGN37NjBADNoZRlVFVSUV1DjqqHC6SLG7yLTXoPP70OSYLBZ\n8Lutmky/SkZGBhUVFU3e4oaFhTH344/pOHEirzsc/FJZiUtR8Pl8ZO3bR5bLRbJWiyoEfmCVqvK+\nEPQ2GplkNtNSrydeUTi8fz/uBtYQHXI661QwZ4SHk7l1a5PmDyED2lhDAv+b4CtcQM8EwO/3b2lK\nEDYYDPLZZ58xceLEv2hmITgcDlb9uJLs3EMUFhbwx+aN9B0dy6Mftic2sf7aCJ9X4fcfj/CP2Q8z\n9urJfDB3Hp/Nn8cHk5eQ2sVMxyHxWCINBBWVigInO1eUEalLYsqNTzFyxMizvnHX/LwGW/UeDFrB\nl2/auf2hKNp21qPTyyhBlUBAxedV+eJNB+PuMPHziiLG39kCS7iWld+VM2jgleesyH9yzxwhBLNf\nnsnBtV9zawctva6OIBBU+TV7NTPvW8246c9y7fU31o71+/2YEQSDKtlZh9B4amhlkCj0y7TWQKoe\nAn4fnkAAAzpWWavpedN44uPjcTqdjQ6Yq6pKYWEheXl5+P1++g4aRO8BA/hp2TJeWroUT14eLQIB\nVKDA62WvomCRJPrr9Tyu1xN/kjGI0GpBUcg5eJAOXbuiOUt6dtif0tbxej2uykrsdvt5IeY1FP+L\n4CtcYGMCbN+5c6euMbJ9EOJSXHrpped1Ina7nZKSEjp27IjX6+XNd2azet0yOgwIJ761jDailF4t\nZDJ/y8U9x8Xtj/QgOu5Ud9dg1DL06tZ0HZDMpy99Sll5CU88+gx3T76X1WtWs/anH9l3MBOXswoZ\nLW1atWHIoBH06tnrrGvg9/t5c+6LhEWWc8d9WlQV5r1SiUYvk9ZGx9GDCn6vSphJZcLkCAYMM1Fl\ndfLzylLMZj1rl4fx7luNV+g6E1atWsWRXxby9qhYjLrj2RUNV3eOpW8LP/e+OZNOnbvSrl2I5Rsf\nH89uVUNBXi5Gbw3NwnRISMiSRE61h0gE4TIsq1ZY7Qri7ZXBI889D3DatHZ9KCgo4NsFC1i9eBGW\ngJ9WGhk9AkdQsMtmw+Zyo0oSiUoAs0ZGIPABOgQ6IIjAV098JUKrpToQwG63E9dIzpMkSUTrdNhs\ntiYZk8LCwiaVlPwvgq9wAdTp65xckiSj0Vh95MgRS2PjJucbgUCA9evXM2DAAB56/D7kpFyuvb8D\nslblcPZ+UtPNGExa/L4g6xeWsHNlFU/OHUZ0/On3zz6vwnPjf2PcVQ8zeOBQ3v3gVQ4c3sqAUWG0\n7xaOwajB41LI3FzDlp/d9L74Eu6/59F6tyE2m437p00g6+jPmM0Kny+3oNPD4s99dOyq5dDeIH6/\nSqt0LSaTwGjUExWjJXNHgNkvCHr3upxnnn610X1WjkNRFDZs2MAP386npDAXs8XC4MuuZc2yRdzb\nvJheLep3Ludvr6C43Y08NiNkELxeL9cN6sfjNVkMitKhOcmABlQVqy+AJxAkzy+YUgIf/bCG3Nxc\nxo8f36BUcCAQ4It581j67jtcQZBR0REkGELbtSqHg8KcbMwBhSokVri9bA+oTDSbGKLXExSCwzU1\nxEgSP6uCHwR01ukZYzBgOGmeTkWh0mgk46KLTivIs8lmo389MgcvV1Uxc+HCWuPaUKiqyqefflqH\n49MQ2O12EhMTfYFAIEwI8ZfGTC6oMQGIjY395Z133hl6tl4y/yu8/uYrHHH+yK1PdwUBh7L2Ex6v\notFIOOxelECoKnTL8koyV9fw4seXkZB6+jfmzg3FvPvYPqKiwrjx3hgGjkhGrz/1oXC7Avz0TSGb\nlmuZPes/tG7duvazmpoa7r3/Flq2y+bIkRKqa7x8tDi0VcnLCdKi9YnvCypQUqig+OKJiowiP8/H\nf2bHsPjrdU1eE7fbzdOP3odSspXrumtpm2LC7lT4foeb+T8dZfMDFxEeHppPIKBQXe1ACAiPCKfU\nqfLMTgufLz2h9XLPXXeiLP+Sd1sa0dUj+R4UgueLA1jDImh502RumnAnLVu2xO1243Q60ev1hIeH\nn2JcvF4vT097APmPTTwUH0XcsZiPAIoKCnCUlpCm0RCm0SBUFbfTycKAYGkQRhuN3KzXccjppI0k\nEQQ2qYKFqqAIiTtMJi4+qaVGtqLQtnPn02r+7nI46FaPvMCzNhsfrFzZJN3XpmDZsmVMnDhxu9Vq\n/ctbYV7wZlg2m23B4sWLTxXOaABmzZp1XufidDpZuWYJV9+bgSRJVFVV4fE5qSxxYi13Yo6A2BQt\n8c10jLgrkYDw8swdK3nj8fUc2lVR73fGJYch9JXcME3ikjFp9RoSAHOYjmtub8XVU7Q8+uQUKo/V\nhwC8OfdluvQqZPzEJOw2FY9LEAwK/H7B6u/rZmY0WlAFOJ0O4hPiMegjSUhI+vPpGoXZs14k1beF\nubfFcUmXaLJLPXRpaeHh0bHEhgmOZh9EUYJ4vF4O7c+kpiQHV2kOWfsycbndp3xfl+7dsRvNPFYc\nYJdLQRWhGLwQgr3uII8XBQhGRTGubRKVxUW88sor3HX9NVzfvxf3j76MCZcO4vrB/XnvzTkcl7IQ\nQvDi448Rvfl3ZqbE1xoSCBkSV0kJ6TodYScVIUqSxASDhnkmmR1+H8sDChpJYmFQ5d5AkB8VlW5C\nMEBVWeBy8aLTyR9+P5IkoZMkAsppq3TqNSQ1ioJfpyMp6dyuR2PwzTffeKqqqr78X5zrQsdMAJav\nXLlybiAQaHQl5PTp08/rRNb8vAZF5yAi2khQCZJz9DDGCJX4VAMG85+MgFnD8DuScRT4aNtdxwf/\n2MiY27ow7OrWdQ5b8p/d3PJgHDHJPhpSJT1geDL5R47wxZefcsdtk8jKymLtLwcdY+8AACAASURB\nVN/w4ZcJRMdoadY8nLLyANs2KfQZpOOWSaE3o8cj+PRtL1MeMuGugfCIkDH8ba2Xvn2azvItLS1l\n228/sPCeWOQ/eREmg4aMZhaOOpwk2axU220kGRXiwkLX0eFReG9bDl0uva52jKqqVNjseIRgnVPh\nJ5tCpCRI1MmoGi1ms4kbMppR4PLxa7GddbtXMTgpmttj9fTuGl9LWy9x+1j+zcdM++wT+l51LW27\ndKNy3VrmJMfVobZXORw4SktI19fdUp2MSEnieT1M83qJEAJzUPA40Oz48RKUCMG+YJAVXi9lQtCt\nCcJa2S4X7Tp3bnRdjaqq7N69+7SUgTONW7p0KaqqLm3UwCbignsmQohivV6ft2FD4zNXDc33NxR5\nBTn0uDSZoBLkSHYWpsggqW3MpxqSY2jWIQxrqY/el8cybW5rVi3M5Lcfcms/ryh2kXuwgkGjo/l1\neRV5OdazzkFVBaktTfzn49mMu3UIjz99Ex26llBpO8S+/TsZdIlMWZFgyQI/qiowhx1jZJokJk03\nUpSnEB2jJy5BQ/aRQn5fp3Ll6MYpv5+MTZs2MagNGE/yqIZedCJ4eN2gJL7NgfKKCrxeD+GGE8e5\ngxILDwS46obQFragoIA7b7yGoysXMDrWw4aBRvZdHs5n/cMY39ZAeoyEMxjAoJHoEhPGiiOlvJUe\nyewO8fRNiEQ+qRFbstnA5NZxfNkxiqoVX/PSPXfzSJQF7UkPqhIMUpCTTTON5hRDUqQKdipqSAsC\nSJQlRsuCXFUwnZMMyTEkSdASmC4EB3w+dp/mxZDndvObtf7rvDkQ4PImaOfY7fZ6Ve/Ohq1btyKE\nsAohshs9uAm44MYEwOVyfblkyZImUVCbwgg8HVRVJTbJTElJEZLeQ2yyAekMKyRJcJwdHZdiZMq/\nW/HNf3ZRnFsNwPrlOfQfFYZOL3PVxFjCIs5Mqck55ODx23/m5293Mmm6n1c/MNGxq8I1NxtJz9DT\nvpOePgN9REapbFrrZ/YLHpzVKh63wFquknckiFajIynZQOZOhVeet3LNmMnEnEXv9Ezwer1EGE4/\n75E9YklsHsPjv3rZZZUpcyo4fIKlhwNMXh0gunkH2rdvT35+Pg/ecTM3avL5ZHAiI9vE4QgoIEFb\ni5Yb0/Tckqrl3c4yH2Vm8/RvB3ghzUiftBPBaCEEL+3Oq8NiNWo09A/X0tXlQGetrDM3m9WKRQli\nrseL8EoS7XUajkckVSHoKgnCARugUjeWKCGRJIEfGAtsDwbr7fWbYDDQ6yRJhuOo8PnIMRgYPnz4\nadfydIiNja1V8WsMli5dqvj9/oWNHthE/C2MSSAQ+G7RokX+pgSD33///fPWNjQtpTlFh1xU2sqJ\njNWfVXS8+LCbuJQTN1RiMyMDro7il6WhF0HxUTttO4e8J61ORjnDHnvvdiuzn9jAbVME//4gkktG\nmygqrCY/10NxgULeUQVZhth4HfOXxfHu51H88avCvbe4+G6BH4ddJq2ZmbAwPd986WHWDBcOaxRX\nX31uKnKpqakcqqj7Bl631177b0mS6N8hmsReo1hnHsbly+CSxT4+zDLiimzNnP/8F0VRePr+qUyO\ndzO6dXSIyduqNTU6M3muAB4liBCCcp8gUQ8t9ArXmBV6tWpe5xpIksRzXVuckkLfVGRjbJgWW0VZ\nnThGZUkJsSfR9IPBIP5jNPlUrweTEPiDKqqqUqWqREowRAOZskTozVb3vrIAkhC0PCYBkF8Pec2k\n0WD8k/ESQrCguppbH3jgvHvTZ8LChQs9Xq/32//V+f4WxgTYU1NT4zsupNwYPProo+etn87ll41g\ny8oifK4AP31ayJlMlKoKNi+rpP/ousSkflfGsfnnPDzuAD6vgsEUWmIhQJJkdv5eTn5O3V40eUeq\neW/mHzz6opFuvQ38stLNy0/aeeuVPLQaF+vWuJn5hI1pd1pZudSNxyvo3svE50ujue7mMLL3RzLj\nfj8Tr3Xy4EQXVRWxvP/fniQmxWIymSgvL2+ywe3fvz+5NRYOF58aSAUIKCpLMyWmPfwkH335DRv2\n5vHC+18z5V8fM3/Zarp06cKGDRuIdxYxstWJN7ZWoyE9I4PqqGSy/TL7nQotLbCtRpDlkhmXZKTK\ndup24eT+M24l5FdkVTnpqNMQJYPtWODa5/eh+v2YZTmk2ep04nO7qPR58SsKRgRGCQSCoKriUwUm\noJ0EBYQajJ/qKocqg72SRDuNhhKvt86nttPUd6212ZA6deKWW28923Kfgm3btlFQ0HhB+aNHj1JS\nUgKwudGDm4i/QwAWIYSwWCzfLl269K6OHTteMAMXGRkJqpbMdXbGPtEGt8cZejnVY6u2LK/EaNLQ\nqlNdNmlUnJ707ia2ryvCaNbhdoZueL9XYLEY6dQjivKSum+0z+fu4bapWmLiNTw5pYyUVMH4u2S6\nXWzEWiHQ6wOsXBqgbQcNv/3sYclXbp55OYrmLXUMu1zQp7+J1q06EwwKtNrQ8uXlutHrIrFYLGRm\nZlJUVNToAB6ATqfj3kdeYMash3jxakGHZmG1MROHS+HVFTaadx1Jt24hxZC4uDjGjKkrgL30i3lc\nnXTqZT1S5aNStjCsWxp+vx8hYHmug6HhuTQP07HP4cDn89W7nXApQf6bXcY97VOw+hSSjDo8yOSV\nl5GYlITH7cGIwON2gxrEIEloJInlQbhSK9UGac1aTcgzInSZkySwqgKdRsYnIIBAd+wGEAgMErjq\n0S8RQrCmooKxf+JL/VFVxfqoKN59/fUmdUPQ6/VnlHU4HZYtWyZ0Ot0Kt9v9l3JLTsbfwpgAuFyu\nxQsWLLjpqaeearS+SWFhIWaz+ZxiA8dhNhspO1zD9+/lM+SWGFSTQNacuHFUVfDHskp+/aKUaXPa\nn+IVCQHxzbR89/E+vG4fHpdCfLKKq1olKUaP3qAhreUJXkp+djXW0io6dbfwwvRyrhunYfhoLet/\nDPDqC27sdkHAH6R7Lw0tWsn0f1HLLz8FeO6RKv71ZjRJyXoqyqrw+wMYDCfSoSuXOhhz5T3IssyA\nAQNq/x4MBvnxxx8ZNWpUgz26S4dfhiTN4fk3ZpKgt9E2XsXmltlRKHPZmNu554GHQwJCqordbken\n09WKALlcLg7u2sYrw0Js0VU5VoY1j8aglcmIDSMjNmSMDfqQwah0+mmpC3kGkVpBdXV1vWpqFp2W\n+zJSCR4rEgQwamT83pB3UF1TA14vWgl0klSr2TpWV/c3y5KESavBoQRxC2oFolFVDLKMTw3FT47n\nGY2yjKKqHAUGnWTkJEmqY0gCqsr3Nht7YmN5c948mkrK7NKlS5PGffXVVzXV1dVfN2lwE/G3MSbA\nr1lZWfry8vJTVNEbgqysLPr27Xv2A88AVVVRlABPzh3Kf1/bzj+u2cvFV0TScWA0sgylR71sXV5J\nZIyO6W+2Jz61LmGp2u7DWurC6/YSGVPD7Q/G8P5LJRj0CoQLco4eIjIihpSUNLRaHTs2lbNnSxnD\nr9Ty4Wt2Rl4lExkNU8c6ad5aYvAwHWHhEjq9xL7dKjOme8i4SOaBJ4x4PfDKC1UMGW5kzzYfcfEH\nGHtre1JSjdhtftb/LJj38bWn/EZZluusb0NLGS65dDhDhg5j69at/PTTT0RaLLSP3E/mto28+HQR\nhvAY9m5eR8Bpw6+otGzfmVsmPUDr1q0J18nojsUuEsx69JrTn09RBbIEzkCQGq+fqoJ8qiorMIZZ\niItPwGSqu+YaWcKgkchRVFprZYQQeL1eyouLiEegk48pxAtRh8VaZ00kiUSthgOBIMUCLMcCraqq\ngiShSjKqEOgkCQmJbEAyGmldT++agKqyy+FgpaLQaeRIPp0x439ahwOhmrIdO3YYgdVnPfg84u8S\nM0EI4TOZTGuXLm18SjwtLe2cDQmEHjSD0YhGK3Pvi/14/PUhWHO97FxhZfv3VryVASa90IZH3ulQ\nx5AIEUoDW0uqSUqTiIyW6donjJ6Dwuk1xMKvK6pJaxFG245GNMYqsrL24fN58XmDbF5bQPuLtBQc\n9REZLZj3jpcZ/9Lz4qsmZC2kZ2jo0VvPjbfqeP9LA9Gx8PwjHvoP0XD0cIDt62oYMdiPTinl7lt/\nZ9mSYp5/vJSxNzxQ7xtdkiR69uxZa0BycnL47LPPTjmuPmg0Gnr37k1hbjb71nzCMNPvPNitmFZl\nX/Lbl7PIkHP45tYYlt4Rx7iEQ7w1Ywr/nDkTu/tEbKFH0ml0b09MkAMOH/l2F1FSkGaaAEnCjdZe\nSvb+THIOHyYYrOu5p0dZ+NYVIKAKNFoN+Tk5xEggjp3HKwQf+s8cM9JIEjEamW0C0qWQhqtRI4Mk\nYbFYMIVZULVabKrKAiGIM5s55HSS7XIxLy+PtRUVfF5ZyXM2G3u6dePRDz9k5muvNdmQCCF45ZVX\nmjR2+fLlhIWFbf4rxaPrwwWn058MSZKu6NChw1f79+9veifrc8Qdk29g5L0aMrqHHsTS0hKqXCWk\ntracNrtjK/NQbXfSPF2PRivx0TMF9OxjpMdAC3kHnXzwz0rG3pPIoNEhVqTDHqCiCFq2aM+061cz\nfLQEqoc/fg0w8w09zZprkGW5zvkUReDzquh0gvfnBPD7IDYWsnYFiLQIMveATgPFpRBUo7nxpqlc\nc+14OnXq1KgA9datWykrK+PKK68EQsZGCEGbNqGGFD/88APz/jmFJwc60aOQa1UQaoBBbcxMXyro\nlZ5M1zQLg9pFUerwMek7F8GAhk97GkmynLm/r80T4PalmQSraljeSsKngs5oRneMz6EiKHIF8Bgs\ntGmfUVu1+21eBbv35nKXFmw6MzqPi2SthgKni/RGEMT8qsoot0p7JO6TZRIkiYBQUTRaTCYzR4NB\n3vD5qOrUiTHXX0/egQN4vV5qPB669+pFh+7d6d69O40VST8d3G53kzr39erVq2bbtm13CSEWnZeJ\nNBB/N2OisVgsxWvXrk2oT5T4bFiwYAHjxo07pzl8u+Qbft7zFpOeD6muC1WQdeQQssFNUvNTDUrA\nr5J70ErrDB1anURxro8Xxh4mKhqMRgk1KPC6tDhrVC4eEsatDyeQlGagosRHjdXC3KcOode6ad9B\nJSlFYuztOrL2C3r2PXUHGgyGzmetUHlgoocHHtXy0uN+/vEI9LsYzCaJQ4dBCRo5dDSZnzaYSW8/\nkqdm/KPeIGZDUFxcjMfjqTUmQ/p0YUjUQZ4YbkSrkVi734lBVmkWKbEhX8PvxdG8f1vHWrbs7F8q\nyaQTSblbiNGqOHyhmEaUUc/AZjH0SYmoDWbO2phDTHUlu+0BbjYG6W6SCLNYkE6KgAsEuc4ApuTm\ntbR0VyDI2B93Mk0EKRUSQ/UyCVoN26uquUiS6miKnAlrFJVVqoYOOi0rPX5aC0FzBB4BOUYjNXoD\nRIQz5f0PGDVqVJPW86/G3r176dOnT5Xb7U4QQpy/9pcNwN9mmwMghAh6vd435syZ06QO1t27dz9n\nzsmIy0dyeJuXKmvINZdkCUeBmf0b/BQeceL31XWxHVYvkdEhdzjviI9Vn1XSsauG1+fHMufLOP6z\nrDmfrEph+gvRlOV7uOfyw/zzngK2rnWycXUBFSVePC6FDb8ojBijo6QQmreq/7JoNGA0ySSlaunW\nS0NetkpivMTlQ8FoBL1eRquVadtKpv/Fbj59PQbZ/wPPP/vwKVuDhiIlJaXWkDgcDqzFOaTHyZTZ\nfWQVOWkbq9I5CWLMgrYxCrvzbNz6n90s3FKGX1FJkKvI3LqBvSXFtDFWMCqphlFJNaQbK/hsVxbj\nl+5mwb5SKt1+NuZZuTlFx7Wpej62CYJaXR1DAiHyWKJRg7Ws5Dh5lTCdhoyEaD5QZFohqDwmabBS\nyBQ38H6wC8HHAbgzzMgEs4HPYiyMCDcRFWbCYtQzMiaa1y7qQCA+nsGDB4fGHOtnfL5htVrx/int\n3FDMnTvXFwwG3/lfGxL4mxkTAEVRPvr2228l62koyWdCRkbGOXNOwsLCGD3iRha/c7hWXLn3pc0Z\nM643sZGpFBxyU5rnwu0MEFQEDqsbS5RMXpYXl91Pzg4Hkx4JJ9yiw2w2I2tkDEaZS8aE8/aiVGa8\nnkD+IR+lR0zsWS8ji1hkjEREamjWQkP7jhoSEs98WZSASodOMo4qMBpAowkFBouKBTHROiIitLjd\nTnQ6maenxRF0/8Kir786p3UB2Lx5M0YdHCzxEaFX6JgokRwuEWOCGBNUe+HSdA3PDQuyNSuPBz7d\nSl5hGde00vL+mDS6xEG/JA0Dk7Vc20rPewN1PN8tyO6ifO5ZdYCuYYIInUSXMEFspIGZFRLuYOga\niJNYP2atBk1QweUOUcx/KraTm9AcW+t01ikqnY6lxx+NNONBIniWB94jBP/0CUYYDbTXhgK2Bkli\nqEHHOJOe28x60n1evnFUc9nYm2rFpRoaa2osVq1a1STjX1NTw/z584XP53vvL5jWWfG3MyZCiEq9\nXr/8008/bbKc47k2N79nygOIyjYsnHug1qCEsiCJdOrQlXBjCrYiyM50EPAHKc33EXAHWDy7mFsm\nh9OmXQRGkxHpT4VxkiQxeKSF+5+PImufldvvb0WLFu3wePUUFYRunjUrA1TZT3/zq2oofqLXS5SX\nCqIjBHv3CXbshkqblvBwPf6Ainwsi6HVykweH8533350zsroe/bswev1Y3XLRBpDvA2dRiKggjcA\ni/bAqA462ifIPD80QHKYl28OCm7qlkBqWjMM0QkcqQ5Q41dqjUNGtIZ/9dbRMcLFVpuPo9U+KoWB\nGUO74AgL55qDTt7JdbClrJrdFTVk2V3YvAF0Ehy0O5l1uIJPpThmz/uCju3bs11vZKbTj0sV/OgL\nIut0lJzBmBSqgid8gjS9jvGm+mUqjbLMfreb3yMimXj3CXGp6dOnnzfC5MkYP358k9TwPv/8c6HT\n6dYJIYrO+6QagL9VzOQ4JEnqm5ycvKawsDCssRWWHo+Hd955p0lamSfD6XTy9HOP4NLt5YoJLWiV\nEU1pgZOyAifdBiTXHnPwQCaHttvZ+ZONcZMiGHZFw2LH78+yYdAmUHSoDfsy92J3ZPPdL2EYjRJe\nryCxHpIXgN8vEEGV9+f4WbcqQIfmkJ0jsJhljAZwusFsguFDE7jl+nTCLaHYy31PWxl/5/v079+/\nSesRCAS4bsQAJjTLZHeJis2lMK6bRPMowd4Sla/3QOtoiRmXRxDw+wn4fRRVC55Zo2Fqv44MbxeD\nEKF6mfLSIvD7iNIKtHIoG1bmUZi9I0CP6FjiYmJYeLCEjiaFdDMcdATJcij0NIIeQWUAtrvBl9qa\n+595gdFXXUVERATjL7uEgeWFVHh9ZJZZuUJWGaLX4nB7iBUqsSfdS2WqYIUi+DEoMc5s4EqD7rSG\noTiocpvLx4wvv+Kaa65p0vr91TgWJHcePXr0aiHE2gsxh78Tz+RkbHa73SWrV69Ob6zmp8lk4pFH\nHjnnCVgsFmb/+22++XYxX/3jczSWXPpcEUUgoHI404rHFWDPxjKWfHKIzhdrefSlWNpddOYmTydj\n+NVhvPpEMRmtu3DbrVN4480ZfL8owKQHDEQeZ1zWwwFRg4LyEpVF//VjMUD34fDs3ZCaJCEE+P0q\nmVkyP22o5papO7nxqlRuG5tMvx4B9mbubrIx2bhxI+mRXnqkx+EPlhMdZuTrzAAVTpW4MC19mqn0\nbaGloErB7fbhD0KM2cD9/TR8s7+U4e1ikCSIjYslJjYWl8tJtaMarxJA1miIj9dygyuXf26voaPV\nxXsddaSYTgSNiz0qux1BnEFBGyFo4RNsNuqocdhrCXJqUOWalDiSjQb2piWwOL+U+yrspMp69F4v\ncSKIJElkC7ALiUsMet6w6EnUnP6FtTcQ5DUlSGRKMt26dcPv9/Puu+/y4INnF/5uLEpKSsjOzm5S\nUd+GDRuorKx0AL+c94k1EH9LYyKEEJIk/Xv27NlvjBgxouHCn8dwvlxPnU7HzTeNY+yNN7Ft2zZW\nrV5Kha2UI+u8hFviiYvqhpYd/OuDZIymxnlQLdJ1FOU5yWhp5O6p01m9+ic++89aLrtSS4tWoS3K\nssUK7TvKZHQ6QcO2VQruG+9hzGB4cIJEVGRI/cvtDj0oWq2Rnl309O4qUWlTefaNQsor/bRqYcZa\nXd3ktVj61adc3VGmecvW/HHUS2qEh4cH6wkKcPolEpObERERQXlFBYq7mI6JenQamZQIwTt/uMiu\n9NDmmGauJIWM9Z81XZuXlhCvd3Bzchgpf1rPFJNc+7cilx8Rk8LtCXFMn/8+BcUl3DlpMpaICKqd\nZSQb4aIICxddlI5LCXLE5eHfWfnk+nwoLi+T9Fou0WvQn8Hrtakqi/0KmzQ6Hu3ahlerFSwWCzqd\nrtGtORsKRVGa3MbljTfecLlcrlfFBdxq/C23OQCSJIUZjcbygwcPmlu0aNHo8YWFhbhcrvPesAtC\nHkNmZiYajYZHnx3BzA9NRMc1vDF26Evg6SklDO3xT+655x7cbjeXjxyEX9nNv98x0rGLFo2mrnfi\ncqncOsrFoItU7hkvERejx2g0npLxOBlen+DhfwYIyuH0HPACk6c0XlBaCMHl/bvw/ZToWl0Tr8+H\ny+VClmUijkkoqqpgyfoDbNxvo9IFroBAr4Eyp6BLcgIzhrcgPrz+qllFCbJ313YOlno4UKblxQ71\nxwys3gD/1955h0dVpQ38d6YmM5n0ACGU0IsgLCC6H7KLIhZAWEAFxdW1fCu7KqjYUXYR14oufvAt\n2IVV2gcIuiAgKtKkFymhJEBISIEkw2R6u+f7YyYhlEAymZAE5vc855m5d+49970z575zylsK/Fra\ndb4GnVZLns3NQ1vtLFm7iQ/+8Q+6/LCUwU3Oz4bo9PuJUqn4rrCYr46cQOvycIOQtFWpSFWrUBHI\nDZzl87MH+BUVA9JSeLhVGm5F4bFSyaJ1G2pljqSmFBQU0KpVK5fL5UqVUp6uKznqZc8EQEppj4mJ\nmTVt2rRHpkyZUs0nFRo3bszWGuQouRhCCDIzM2ndujVJSYmYi2wkJHFBh8BzKVMOdpsPg0FfHm3c\nYDCw5sfNjBnzZx695yt6/dbDkLs0NG2uwuuF/yz28M3/eenWBkYOEjROMaDVai95ySi94PVnNPS/\n38Jd97cJ6X69Xi9I/1kBkqL0eqKCtisen8K89fl8u62QGGlleDvJNY0EBo2CyyvZfwq+zyrk3i8K\n6d7YwIPXp9O15dnWuSXFxSRoBc3jo1l93Msxm5dkvQqDRoUkYEtyyi1xa3S06diRErdCI42kaYye\n3rFWfli9mo69erFn5VIGX+AeooNOdgObJHNbo0R2l9rZZi7lO7OVAqcbiSRGq6FdSgx94028khyP\nMbiy88MpM43TO7N169aQE2hdilAN1ABmzJjh02g0C+tSkUA9ViYAdrv9rRkzZvxp/Pjx1fac1Gq1\nIc8PVIXhw4eTlZWFz6NDrTJyqsBJSuqlDcP+9/UiHn02ifwcLxqSMJnOTNhqNBo++eQzSkunMmXK\nu7zzt09xua0gQZCEUSd5+tF4hDiBEKqq6C4A9HpJn15qTp4sCOletVotEoHPr6BRq1iz30y/zgEz\n8VKHj1fmH8akWHntRjXNDCp0QkEgQUpENCChRyOBTgXfHHbw3Lf7eerGFtzevRUQmIAtKsynpV5F\noV0Sl5CAoWkyOScLcNsDCbmiow0ktUwlPj4etUrF8kP53N+5MTq14A9pemb++1Pe+fBzPn1NhdXr\nw6S9cNNWpOQfh44zsWM6PeJN0OrS97/MpfBft91R7hkdbo4dO8bmzZsZOXJktc8tLi7mvffe89nt\n9tdqQbRqUe+WhisipTwOfDpx4sTQLHgCdYRssHUp0tPTsZr1qPxNKDVrOJXvPjeeznn8+flEThxz\no9c0IveI/oINNDY2ltdem8zunXkc3G/lYIaVxYt+4DddUvjdb5tgMiWzeafnLNuLylCkJL/Az71D\nG/OfJV+EtDwshKBFemv25gbsOhTA7fFw2ubk2S8P0MloZfJNWtonqxFBpzikgkoEOmt2L0SpBXF6\nFX/souatmwQfbDjOuoOFgfoUP16PG4NWRbFbEh+lp1GjRnTqci3de11Ht57X0b7zNcQFFQnAw11T\n0QUnTn/TOIajhw8RGxvLDbcP4utTlf9Bq4Tg1Q5VHzYftDrINsQyatSoKmc4rC7p6ekhKRKAyZMn\ne4QQc6WUh8MsVrWp18oEwOFw/P2rr77yZ2ZmhnT+kSNHmDev5gZbF0KtVtOjez/mfJRH+3adcVij\nyTrgpOSUB8V/5kF3OhRsVh/5OS6OHvSQktScg7vU9PntHcRfIMTfhdi3bx83dJeoVILUps3Y8quW\nE/neiyoURZFk53hRaRL4r94tcLtOUVJSUqXrKYpylnVn31uH8fnP+RzYv4ckdyaZGbuZMGs7zVXF\n/LGzG4/XjV9R0Gg1eH0KQgSsVe0eUBRBTIVY4d0bq5jUF974MZNCqwe/34866JH7/Qno0+z8UBIn\nrG5m7S28oKwqIYjWqnE4HDwydiyLpZ5j9sqNqMvmPRQpsV0k+p1XURh3tJC/vPq3agc7vxwcP36c\njz76yG+z2SbUtSzQAJSJlLJYUZR3n3/++QuH+roEbdq04b777gu3WOU8Ne4ZcrOiKcxz075dJ1o0\n64jLZuLwPhdHDrg4etDFZ+8XcXC3l2htUzp37IZel8CKRU6GDa26H5HdZiPGEOhhRUVpGPvf3XF6\nYjmY6WPzTjduz5keh9enUHjKS0amD6FJJr1VW4QAk1FVaczcQ4cO8a9p/2TsY/cy8OYe9O9zDQP6\ndmX08P4Mvb0fX0ybxKbDJeiEi65pGmKi1ORbFJ7rI4jSgPB7cDpseL1e/IERDhLJKTskR4nzJi6v\nS1UxoKWPxb8WoFKpUaQk26qQbVfTt1nAIdKvSLz+wH2lmfQ8cu2Fh7pSj2DZSQAAIABJREFUSlw+\nP1FRUTRp0oRHJrzKa4VWrN7KFQWAzednTu7JSuv8nxNFNO7Zm/4hxG2tCkVFRaxYsSLk8ydMmOAE\n/ldKmR8+qUKnXs+ZlOF2u6esXLnyqR07dhh69OhR7fNrcwY+KSmJsY9P5u0XX2bMiylc0y0ek6kt\nPp8Pr9eLoig8/qwavU6PUAmspV7effk4A2/9b6655poqX0er02H3nNH9Go2atm07YrNZObopl2U/\nldKhlQopAz2B+Phk0ls1xmg8M6nn8crzHP4yMjKY/v5rFOfuZWB3hYd6RNNmsBGTIZZjBS7GT99O\nl0QXdw9S88NBmPCdh9vbesgs8nFzC4nfB37KAtIJFJ8XCXj8UOoGl1fQwnj+9y+E4M628Oy6kzzc\nuxmo1HyS4WVgm2blsU9m7yvg9laJpF7C2/iw2Uly4yblvYfBQ4aQe/Qoz37xMW+kJZCku3CvIlar\n4c/p5yfD8ikK0/JKyOrQjRkff1Jr7UdRlJBDZ+zfv59Fixb5nU7nP8IsVsg0CGUipbRrtdpXnnrq\nqbfXrl0bUtZti8XChg0bGDhwYLjF4/bb7sDjcfPcQ2P568vNufmOQER1c7EkrUVAXI9HYdPPJ1k8\nq5Sb+z7Mow9feonW5/ORnZ3NoUOHyMjIoDjHyvHjbqRUEEKiUqnRanXc/Ps2aNQafH4fil/y2YJT\n/PWBtLMeAqvNR6lNlMfXUBSFzz/5kOULZ/DYLYLfD48DlECCKa2aQrOHF2Yc4OHrfAzuFk2BRSHX\n7ODwSR/HTkGMDv49BIy6MyENFSnxKeBXILc04KvTJUmF+gJZ+6SUpMYI2icq/HzEzM5TMaw9ZeOO\njmd+3oe6Vm3SfWmOg8Gj/1q+LYRgzLhxfBkby39P+4DHjYKbk+MvqhTynG6MGjVFHi/PZZ8irc/v\neHfa9JBXWKpCKEHAyhg/frzd5/NNrusVnIrUWzuTcxFC6GJiYrKXLl3a5Oabbw6pjoyMDDp16hRm\nyc6wf/9+Fiz8gk1bV5OU6qBTNwPxCTpKTilsWeOlQ7ve3D38oUv+Gx09epSlS+bzw/cLSYr30TTF\nS3ZOMVt3nuTTN6FF00CEMZVKg09RY7GqMBrjSU5pjMkUS1GJh5SkwGSh16ug0QgWLivm0Mk7mfDq\nGyiKwpuvTyR721f85WY3Wuwoig+NSqBI8Prhg//46N8GRv82inUHffxzlYuR3SV3d4epPymsPQhT\nboFkA0RpQCXAp0CJE8zOwLbdDfE6Qas4Ffpzoqt5/Qo+NKzO0TBjdxSNut7I0f37mNk7kU7JVf+/\nKHX7GL2plNkr1lwwENHBgwd59+WXUI5mMlQnuSEhlkbnmM5bvT7WF1v4osiKO6Ux/e66hyfHjQsp\nZmtVsFgsOJ3OkDP7bdq0if79+5c4HI5mUsqQPOxrgwajTACEEPd26dLlo19//TWmPhoPlVFQUMD8\n+fMxGKNQFD9xsYnceOONl8xg73K5+PSTf/Hjqi+4s7/C4P5xnCjwMOm9Q9x0vQ+zxU+zRl4evlsV\nmE/wSXw+gUarx+4QnCyGGFMjmjVvcSaSWraTjdstrFyn4YWJc+nSpQuvvvIiGT9NY9IISE0UxESr\n0WpFufHb15vcrN7m4t2h8OMB+PwXeGuwoF1KYPjx42GFNXsVnuoNZqfA6w/MkahVEBslSDCARiiU\nuuBIMQhUxOkhUQdadSCRls0jOeXT8Y8NCo6UHixY9hP/+/67WH6Yz6SeKecFbL4QPkXh5W1FtBzy\nMI8/U7kLhZSSXbt28e3cOez+ZSN+aylNdBpUgNnnx6LS0KFLF24bdR833XRTyLFfqsqqVavo0aMH\nycnnG9ddCiklN9xwg23r1q1PKYryaS2IFzINYphTgfnZ2dmTFi9e3G7EiBEhV7J//346d+4cRrEC\n2O12du7cSZ8+fWjevDnDhw+/9ElBCgsLeX78o7RvfozPp8QTa9Kwe5+Nv085wKt/hR5ddOTkKYx9\nzUu/6yWtWwjUOoFfI3F7XBiiNLRrFUV2biHZ2X5atmyNENC6ZTRbdjmITexCp06d+ON9I9ny89es\nmqijZcr5cwmKIlm00ctL/VUU2uDjDX7eGwKtkkCRgRWebccDDnpxURAbFfgzEkKUFxAoCpiiFNIT\n4YQFDFF6zB4/03/xMbwjxMfF0ax1C55NUjO3qD3R0dGMe/4lXs7LY9KO9bzULZEoTeU9A4fXz6Sd\nxeh6DmDMuIv7yQgh+E0wChoEJj6LiopQFAWTyURaWho7duzA5/Oh1+v55Zdf6Ny5cyBbQS1w6623\nhnzuihUryMjIMEspZ4VRpLBQ71dzKiKlVKxW6+NPPPGEoyaZ/Pbs2VMrQW3y8/Np3749QohqKZKi\noiKeGfcAg393nAljk4k1aSgqDvRIAookoPObN1XxxB+jeXGK5GhOQH61ShAdJRD48LhdpDfX4nEV\nUVgYMFBburKExT8kMnHSP3nv7dfJ3L2CD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3uJUDdo6lqACPUGL/C0lHKXECIG\n2C6E+F5KObLsACHEFOB08H1nApnuOgNpwGohRLugnclo4DfA34UQ10gp913um4lw+Yn0TCIAIKUs\nkFLuCr63ARkErGSBcsvZe4C5wV1DgblSSq+U8hiQCVwf/EwF6AEDEIktcpUQUSYRzkMIkU6gZ7G5\nwu6+QKGUMiu43RTIrfB5LoEeCsBHwDrAL6U8XKvCRqg3RIY5Ec4iOMRZCIwL9lDKuBeYc4nTJYCU\ncjXQq3YkjFBfiSiTCOUEw0UuAr6UUi6psF8DDAN6VDj8BNC8wnaz4L4IVymRYU4EoHxO5FNgv5Ry\n6jkf3wJkSCnzKuz7BhglhNAJIVoB7YAtl0faCPWRSM8kQhl9gPuBXyss/74kpVxBYNVmbsWDpZT7\nhRALgP0EPIf/GvEYvrqJeA1HiBAhLESGOREiRAgLEWUSIUKEsBBRJhEiRAgLEWUSIUKEsBBRJhEi\nRAgLEWUSIUKEsBBRJhEiRAgL/w+rYiYzSPC4IQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 4 }, { "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": 5, "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Visualization:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "!curl -O http://matplotlib.org/mpl_examples/pylab_examples/demo_agg_filter.py\n", "%run demo_agg_filter.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", " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\r\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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69+0j2NFBpLeXqN+PFhkyS14QMNntWLKzseXl4SgtxVVZSc7kyeROn07u1KmI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\nzcQCxIMolVhcSIHkXWpIuw0ZsbDz53HTb/4mhj/9aUx+4hMIH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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Animations\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": "code", "collapsed": false, "input": [ "from IPython.display import HTML\n", "HTML(\"\"\"\"\"\")" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Time to Get Started..." ] }, { "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": {} } ] }