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@jbwhit
Last active November 10, 2016 23:01
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Overview of ipython awesome features.
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{
"metadata": {
"name": "notebook example"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Awesome Examples\n",
"================\n",
"\n",
"IPython shell \n",
"-------"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The ipython notebook is a new workbook type of document. Think of it a bit like a mathematica notebook, but improved in a number of ways.\n",
"There are also a lot of tools that have come online recently that make sharing and tweaking existing notebooks simple and useful.\n",
"\n",
"Run with: \n",
"\n",
" ipython notebook --pylab inline\n",
"\n",
"Sidenote: install packages via \n",
"\n",
" pip install -U package_name\n",
"\n",
"If you don't have pip use:\n",
"\n",
" easy_install pip \n",
"\n",
"If none of these work, you might have to do: \n",
"\n",
" sudo pip install -U package_name"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$\\LaTeX$ support\n",
"-----------------\n",
"\n",
"By the way, it supports inline $\\LaTeX$ and full equations: \n",
"\n",
"$$\\alpha \\equiv \\frac{e^2}{\\hbar c} $$\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Embed Links and Images\n",
"-------------\n",
"\n",
"It's worth taking a look at the Wikipedia article on [spectral lines](http://en.wikipedia.org/wiki/Spectral_line) if you're interested in getting an overview of the physics. It includes the helpful examples.\n",
"\n",
"Continuous spectrum:\n",
"\n",
"<img src=\"http://upload.wikimedia.org/wikipedia/commons/5/57/Spectral_lines_continous.png\">\n",
"\n",
"Emission spectrum: \n",
"\n",
"<img src=\"http://upload.wikimedia.org/wikipedia/commons/a/af/Spectral_lines_emission.png\">\n",
"\n",
"Absorption spectrum: \n",
"\n",
"<img src=\"http://upload.wikimedia.org/wikipedia/commons/b/b8/Spectral_lines_absorption.png\">\n",
"\n",
"Where the relationship between absorption and emission should be easily seen (they are the reverse of each other). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Of course, the real thing we see is much more complicated; it looks more like this:\n",
"\n",
"<img src=\"http://www.ucolick.org/graphics/echelle_lg.jpg\">\n",
"\n",
"But we're going to zoom WAY in on this kind of data. \n",
"Anyway, let's dig into some code to start modeling what's happening out in the universe!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting \n",
"----------\n",
"\n",
"Various ways of plotting. Look here http://matplotlib.org/gallery.html"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load http://matplotlib.org/mpl_examples/pylab_examples/polar_legend.py"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#!/usr/bin/env python\n",
"\n",
"import numpy as np\n",
"from matplotlib.pyplot import figure, show, rc\n",
"\n",
"# radar green, solid grid lines\n",
"rc('grid', color='#316931', linewidth=1, linestyle='-')\n",
"rc('xtick', labelsize=15)\n",
"rc('ytick', labelsize=15)\n",
"\n",
"# force square figure and square axes looks better for polar, IMO\n",
"fig = figure(figsize=(8,8))\n",
"ax = fig.add_axes([0.1, 0.1, 0.8, 0.8], polar=True, axisbg='#d5de9c')\n",
"\n",
"################ Edit Here ####################\n",
"r = np.arange(0, 5.0, 0.01) # 8\n",
"\n",
"theta = 2*np.pi*r\n",
"ax.plot(theta, r, color='#ee8d18', lw=3, label='a line')\n",
"ax.plot(0.5*theta, r, color='blue', ls='--', lw=3, label='another line')\n",
"ax.legend()\n",
"\n",
"show()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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TNXL+uiICiGAy/6z16D4ojG0LP66zTqaDhl7my9kdUBeb0blrEqNGR9ebtvrr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tq+h73nshkeHcGT82YwLXUYwT7e1922JyRCp2B6ilgkItDLkzFDY5memkSrzsCqg0fZd+4CYrGY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jCAv0Z96IJP61Yh0Wm61NsVwFp36+3LvwHkSts1VOZq3Hb+fHyOvaJhh8fM188PkaUsee5+U/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\nJkAcduTGapSV+WgKs9C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mQWazYNf5YvMJlST21RAEgWAfLz7fvIPxAxIkmXUjKtWIggx1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\ndH+zGPsvhY5oRHa18u3XiTx072T2pkfgdp95X8fF1TJ6XGGLj5E3VGHcPg9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qatXo/BwE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UatzU6tzUaNzYalphaztYZKaw3mamvDzxWWasosFjwNxobQFOTjTZfgQIbEdSMi0F+CRhvT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\n"
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Embed YouTube Videos\n",
"--------------------"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import YouTubeVideo\n",
"\n",
"YouTubeVideo('G5KUWPTVZOk')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" <iframe\n",
" width=\"400\"\n",
" height=\"300\"\n",
" src=\"http://www.youtube.com/embed/G5KUWPTVZOk\"\n",
" frameborder=\"0\"\n",
" allowfullscreen\n",
" ></iframe>\n",
" "
],
"output_type": "pyout",
"prompt_number": 5,
"text": [
"<IPython.lib.display.YouTubeVideo at 0x1078e2590>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"URLS to know\n",
"------------\n",
"\n",
"gist.github.com\n",
"\n",
"http://nbviewer.ipython.org/\n",
"\n",
"https://gist.github.com/jbwhit/5705903\n",
" \n",
"http://nbviewer.ipython.org/5705903"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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