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Created June 9, 2013 08:33
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2013-06-05 GEM talk ipython notebook by David Lagattuta and Jonathan Whitmore.
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{
"metadata": {
"name": "notebook example"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"ipython: Future of Science\n",
"================\n",
"\n",
"IPython shell \n",
"-------"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our Top Suggestions to You\n",
"-----------\n",
"\n",
" * Get [github.com](http://github.com) account ([learn to use git](http://nbviewer.ipython.org/urls/github.com/fperez/reprosw/raw/master/Version%2520Control.ipynb) for version control) -- free open source hosting\n",
" * Get [stackoverflow.com](http://stackoverflow.com/) account (learn to ask good questions and give good answers)\n",
" * Ex: http://stackoverflow.com/questions/14449753/make-longer-subplot-tick-marks-in-matplotlib#14449753\n",
" * Build an online presence for **jobs** one day!"
]
},
{
"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",
"This notebook + more will be available after the talk.\n",
"\n",
"Run with: \n",
"\n",
" ipython notebook --pylab inline\n",
"\n"
]
},
{
"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",
"\n",
"$$ x = a_0 + \\cfrac{1}{a_1\n",
" + \\cfrac{1}{a_2\n",
" + \\cfrac{1}{a_3 + \\cfrac{1}{a_4} } } }$$\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",
"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Praesent cursus sapien lacus, eu molestie elit. Ut congue, turpis ut volutpat eleifend, massa velit lobortis ipsum, id ullamcorper metus erat nec elit. Vestibulum ante ipsum primis in faucibus orci luctus et ultrices posuere cubilia Curae; Duis ut magna non turpis sollicitudin auctor dignissim vel nisi. Mauris lacinia turpis eget lacus convallis nec egestas neque faucibus. Nam rutrum cursus neque. Maecenas tortor felis, molestie et fermentum quis, vestibulum sed turpis. Suspendisse rutrum, lectus ut venenatis euismod, tortor risus cursus ante, a aliquam massa felis vel justo. Integer tincidunt quam at ante feugiat feugiat. Aenean facilisis facilisis arcu, quis laoreet nunc ornare sit amet. Nulla euismod est eget quam ultrices gravida. Nunc scelerisque tincidunt nisi, at faucibus orci sollicitudin a. Duis vitae pellentesque nisi.\n",
"\n",
"Nunc sit amet turpis in justo adipiscing venenatis vel non felis. Sed nec justo augue, vel facilisis neque. Pellentesque mattis tristique lorem vitae consequat. Suspendisse risus neque, cursus non sagittis ac, consectetur quis lacus. Integer elementum, turpis in accumsan molestie, odio est adipiscing lectus, non pellentesque erat sem eu lacus. Praesent a justo massa, et ullamcorper elit. Nam imperdiet, arcu consequat tincidunt feugiat, enim metus ornare metus, sed fermentum erat augue ut sem. In nec libero tellus. Etiam elementum vulputate tempus. Etiam blandit odio et velit iaculis ac bibendum nisl rutrum. Suspendisse pretium rutrum tempor. Phasellus iaculis odio et velit malesuada accumsan. Nullam pharetra vestibulum turpis id molestie. Ut at libero at turpis porttitor pharetra. Quisque nec nunc nisi. Maecenas molestie viverra nulla.\n",
"\n",
"Phasellus id adipiscing enim. Duis semper nulla vitae risus volutpat molestie. Integer tellus massa, blandit a tincidunt vel, cursus ut leo. Sed pellentesque dictum risus, ac sollicitudin quam aliquet sed. Praesent pretium vestibulum auctor. Mauris faucibus odio ac felis facilisis tempor. Proin eu magna vitae odio mollis facilisis at et est. Fusce elementum metus sit amet ligula rutrum ullamcorper.\n",
"\n",
"Mauris in arcu non sapien fringilla ultricies et eu felis. Nulla hendrerit velit sed massa ornare eget venenatis mi tempor. Maecenas ut tellus lorem. Praesent eleifend nisl eu nibh consectetur nec sagittis felis ullamcorper. Quisque pharetra nunc ut sapien congue adipiscing convallis odio ultricies. Nullam vel sem turpis, eu venenatis leo. Integer rutrum, sapien iaculis malesuada tincidunt, lacus augue laoreet diam, non laoreet ante lectus eget lacus. Pellentesque egestas varius imperdiet. Vestibulum et mauris ante, sed auctor dolor. Maecenas porttitor faucibus tempor. Cum sociis natoque penatibus et magnis dis parturient montes, nascetur ridiculus mus.\n",
"\n",
"Donec a ultrices ante. Maecenas dignissim vulputate scelerisque. Cras augue metus, sollicitudin et ornare venenatis, congue quis nulla. Phasellus at sem ac lectus laoreet luctus. Praesent sed lorem diam. Praesent ac ornare sem. Donec ut odio eu velit sodales tempor vel a sapien."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Libraries!\n",
"------------------"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import pylab as pl"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 46
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print \"hello hawthorn!\""
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"hello hawthorn!\n"
]
}
],
"prompt_number": 49
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import YouTubeVideo\n",
"# look below!"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 154
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting!\n",
"----------"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Here is a youtube video of Dave and I explaining the following code!\n",
"\n",
"YouTubeVideo('1HSclOlW3nQ')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" <iframe\n",
" width=\"400\"\n",
" height=\"300\"\n",
" src=\"http://www.youtube.com/embed/1HSclOlW3nQ\"\n",
" frameborder=\"0\"\n",
" allowfullscreen\n",
" ></iframe>\n",
" "
],
"output_type": "pyout",
"prompt_number": 155,
"text": [
"<IPython.lib.display.YouTubeVideo at 0x10d891d50>"
]
}
],
"prompt_number": 155
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def GaussFunc(x, amplitude, centroid, sigma):\n",
" \"\"\"Takes an array, and calculates a Gaussian with the following parameters. \"\"\"\n",
" return amplitude * np.exp(-0.5 * ((x - centroid) / sigma)**2)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 88
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Single physical cloud with following physical parameters\n",
"\n",
"feature_centroid = 5315.3\n",
"feature_amplitude = 2.3\n",
"feature_sigma = 1.5\n",
"\n",
"\n",
"wavelength = np.linspace(5305., 5330., )\n",
"pl.plot(wavelength, GaussFunc(wavelength, feature_amplitude, feature_centroid, feature_sigma)) #show tab"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 115,
"text": [
"[<matplotlib.lines.Line2D at 0x10c7cbc50>]"
]
},
{
"output_type": "display_data",
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3ZjwZc9cAgLpQrgGEnV/mrStRrgEAdaFcAwg7yjUAIFpQrgGE1c6d0qFDUu/eppM4p1s3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\nAADAIZRrAAAAwCGUawAAAMAh/w9pfT4rZf4EugAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 115
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"# comments!\n",
"error = 0.05\n",
"\n",
"exposure_one = {} # create a blank dictionary\n",
"exposure_one['wavelength'] = np.linspace(5305., 5330., num=40)\n",
"# smart line-continuation\n",
"exposure_one['flux'] = np.exp(-GaussFunc(exposure_one['wavelength'], feature_amplitude, feature_centroid, \n",
" feature_sigma)) + np.random.normal(0, error, len(exposure_one['wavelength']))\n",
"exposure_one['error'] = np.ones_like(exposure_one['wavelength']) * error \n",
"exposure_one['color'] = 'blue' \n",
"exposure_one['label'] = 'exp 01'\n",
"\n",
"exposure_two = {}\n",
"exposure_two['wavelength'] = np.linspace(5305., 5330., num=40)\n",
"exposure_two['flux'] = np.exp(-GaussFunc(exposure_two['wavelength'], feature_amplitude, feature_centroid, \n",
" feature_sigma)) + np.random.normal(0, error, len(exposure_two['wavelength']))\n",
"exposure_two['error'] = np.ones_like(exposure_two['wavelength']) * error\n",
"exposure_two['color'] = 'green'\n",
"exposure_two['label'] = 'exp 02'\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 135
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print exposure_two['flux']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 0.94499198 1.00954136 0.971235 1.01885901 0.98371828 1.01058178\n",
" 0.90712515 0.97644162 1.01851115 0.93210774 0.97991725 0.90388535\n",
" 0.52034844 0.27601661 0.24064394 0.05562805 0.1532537 0.09333654\n",
" 0.25329119 0.3874541 0.5320797 0.80127639 0.80326568 1.03400306\n",
" 1.07043673 0.89892248 1.00017245 1.05405606 0.94668394 0.98888399\n",
" 1.06374898 1.09581885 1.03638447 0.97075836 1.05025257 0.9900755\n",
" 0.97207472 1.00673306 1.03249482 0.96473522]\n"
]
}
],
"prompt_number": 140
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"exposures = [exposure_one, exposure_two] # a list of dictionaries"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 130
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"exposures[0]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 141,
"text": [
"{'color': 'blue',\n",
" 'error': array([ 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05,\n",
" 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05,\n",
" 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05,\n",
" 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05,\n",
" 0.05, 0.05, 0.05, 0.05]),\n",
" 'flux': array([ 1.05794236, 1.03830009, 1.03500467, 0.99047029, 1.02907917,\n",
" 0.98033089, 0.96967209, 1.00930351, 1.04360832, 0.97732787,\n",
" 0.91578568, 0.82660863, 0.62253641, 0.30535047, 0.26436108,\n",
" 0.21307896, 0.08375021, 0.09149992, 0.14804059, 0.35441024,\n",
" 0.54166221, 0.82174282, 0.92167278, 0.94021463, 1.11553511,\n",
" 0.9480145 , 0.98061066, 1.03047299, 1.0574776 , 0.93308433,\n",
" 0.94931708, 1.08303421, 0.94899156, 0.99525836, 0.95467019,\n",
" 0.98808084, 0.99580691, 0.9336084 , 0.95526332, 1.08318217]),\n",
" 'label': 'exp 01',\n",
" 'wavelength': array([ 5305. , 5305.64102564, 5306.28205128, 5306.92307692,\n",
" 5307.56410256, 5308.20512821, 5308.84615385, 5309.48717949,\n",
" 5310.12820513, 5310.76923077, 5311.41025641, 5312.05128205,\n",
" 5312.69230769, 5313.33333333, 5313.97435897, 5314.61538462,\n",
" 5315.25641026, 5315.8974359 , 5316.53846154, 5317.17948718,\n",
" 5317.82051282, 5318.46153846, 5319.1025641 , 5319.74358974,\n",
" 5320.38461538, 5321.02564103, 5321.66666667, 5322.30769231,\n",
" 5322.94871795, 5323.58974359, 5324.23076923, 5324.87179487,\n",
" 5325.51282051, 5326.15384615, 5326.79487179, 5327.43589744,\n",
" 5328.07692308, 5328.71794872, 5329.35897436, 5330. ])}"
]
}
],
"prompt_number": 141
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pl.rcParams['figure.figsize'] = 12, 8 # plotsize"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 132
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for exposure in exposures:\n",
" pl.errorbar(exposure['wavelength'], exposure['flux'], yerr=exposure['error'], color=exposure['color'], \n",
" label=exposure['label'], linewidth=2.0)\n",
" pl.scatter(exposure['wavelength'], exposure['flux'], color=exposure['color'], linewidth=2.0)\n",
" \n",
"pl.legend(loc=4)\n",
"pl.xlabel(\"Wavelength\", fontsize=18)\n",
"pl.ylabel(\"Flux\", fontsize=18)\n",
"pl.title(\"Cool Idea\", fontsize=20)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 152,
"text": [
"<matplotlib.text.Text at 0x10efa5990>"
]
},
{
"output_type": "display_data",
"png": 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4i9WrAQzQozc4BqqFj9XUyoXzFc62NovsI4G9yFZLpmkZW98DQsqBTSQuoV04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TWjmk81dmXu4sCpA9S+pTYWS+5Or6706QM//JA7HSdvak5RHD9/nLd+eAuADYc38MXOL7iv3n35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\nNDSUnj178tFHHzFgwAAmTJhA+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}
],
"prompt_number": 152
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting inspiration\n",
"--------\n",
"Various ways of plotting. Look here http://matplotlib.org/gallery.html and find plots that are similar to what you want to find.\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load http://matplotlib.org/mpl_examples/pylab_examples/polar_legend.py"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 54
},
{
"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, 8.0, 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",
"png": 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Kx9PVpf6TyOSYg+IwB8UhN9egyz6ALiMFVXVRbRGlvgSPI7/gnvor5sA4aqIH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yPLRNViF6Pow+Gs7aBMeyac4HEQlmTz/MnoGYvQIwewZg8grE6B9uyZI6TWrsmdAZjGSX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\n"
}
],
"prompt_number": 57
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notes\n",
"-------\n",
"\n",
"\n",
"To edit an [ipython notebook](http://ipython.org/ipython-doc/dev/interactive/htmlnotebook.html), you need to have this stuff installed. However, you can download an ipython notebook and use [nbconvert](https://github.com/ipython/nbconvert) to convert into pure python\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": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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