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@ellisonbg
Last active December 19, 2015 17:39
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xkcdify for IPython
We can make this file beautiful and searchable if this error is corrected: Illegal quoting in line 35.
By this year:,The majority of Americans will be too young to remember:
2012,The seventies
2013,The Carter Presidency
2014,The Reagan shooting
2015,The Falkland Islands war
2016,Return of the Jedi release
2017,The first Apple Macintosh
2018,New Coke
2019,Challenger
2020,Chernobyl
2021,Black Monday
2022,The Reagan presidency
2023,The Berlin wall
2024,Hammertime
2025,The Soviet Union
2026,The LA riots
2027,Lorena Bobbitt
2028,The Forrest Gump release
2029,The Rwandan Genocide
2030,OJ Simpson's trial
2031,Clinton's reelection
2032,Princess Diana
2033,Clinton's impeachment
2034,Columbine
2035,Forgot about DRE
2036,9/11
2037,VH1's I Love the 80s
2038,A time before Facebook
2039,VH1's I Love the 90s
2040,Hurricance Katrina
2041,The planet Pluto
2042,The first iPhone
2043,The Bush presidency
2044,Michael Jackson
2045,Trying to say "EYJAFJALLAJOKULL"
2046,The Arab spring
2047,Anything embarrassing you do today

This Gist contains an IPython Notebook that I wrote to exhibit the xkcd modes of Matplotlib and IPython.

This notebook can be viewed here.

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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"An xkcd sytle for IPython"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Punchline: I have opened a pull request to give IPython an `xkcdify()` function that can be used to render an IPython Notebook in the xkcd visual style. Read on to find out more."
]
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Matplotlib 1.3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At SciPy 2013, Michael Droettboom gave a talk about the state of Matplotlib. He focused on the new features in the upcoming 1.3 release. It was a fantastic talk that covered a lot of new features. Here is the talk in case you are interested:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import YouTubeVideo\n",
"YouTubeVideo('gj5i_19Bftk')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" <iframe\n",
" width=\"400\"\n",
" height=300\"\n",
" src=\"http://www.youtube.com/embed/gj5i_19Bftk\"\n",
" frameborder=\"0\"\n",
" allowfullscreen\n",
" ></iframe>\n",
" "
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<IPython.lib.display.YouTubeVideo at 0x10fd4a190>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One of the features that Michael talked about is the new xkcd rendering mode. With a single call to the `xkcd()` function, an entire Matplotlib figure can be transformed to use the visual style of the [xkcd webcomic](http://xkcd.com). As Jake Vanderplas describes in this [blog post](http://jakevdp.github.io/blog/2012/10/07/xkcd-style-plots-in-matplotlib/), this idea started out on a [Mathematica Stack Exchange question](http://mathematica.stackexchange.com/questions/11350/xkcd-style-graphs). On the Python side, Damon McDougall, Fernando Perez and Jake sprung into action; this resulted in Jake's often cited notebook [here](http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb).\n",
"\n",
"After that, the Matplotlib team built this functionality into Matplotlib itself. The amazing thing about this work is the relatively low level at which this feature was built into Matplotlib. This fact was highlighted in Michael's talk when someone from the audience asked if he could enable the xkcd mode on a live animation of a double pendulum. A few seconds later the entire animation looked handdrawn! You can see the entire Matplotlib gallery rendered in this mode [here](http://matplotlib.org/xkcd/gallery.html).\n",
"\n",
"Here are a few examples from the Matplotlib Gallery that shows the xkcd mode in action:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.kernel.zmq.pylab.backend_inline].\n",
"For more information, type 'help(pylab)'.\n"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is a plot that reproduces xkcd [#373](http://xkcd.com/373):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.xkcd()\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.bar([-0.125, 1.0-0.125], [0, 100], 0.25)\n",
"ax.spines['right'].set_color('none')\n",
"ax.spines['top'].set_color('none')\n",
"ax.xaxis.set_ticks_position('bottom')\n",
"ax.set_xticks([0, 1])\n",
"ax.set_xlim([-0.5, 1.5])\n",
"ax.set_ylim([0, 110])\n",
"ax.set_xticklabels(['CONFIRMED BY\\nEXPERIMENT', \n",
" 'REFUTED BY\\nEXPERIMENT'])\n",
"plt.yticks([])\n",
"plt.title(\"CLAIMS OF SUPERNATURAL POWERS\");"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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6UkMQMmHA9dTipMtYBjGZTIhEMqVNV8NJN464STcUCkGj0aQ6FsZYHXJzcxEI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\nNmwY3G43Vq5cia+//hqTJk1C27Zt8eSTT2L37t0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"text": [
"<matplotlib.figure.Figure at 0x10fd4a290>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is a more quantitative example that shows how different plot elements (axes, tick marks, lines, shapes) are styled:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from matplotlib.ticker import NullFormatter\n",
"x = np.random.randn(1000)\n",
"y = np.random.randn(1000)\n",
"nullfmt = NullFormatter()\n",
"left, width = 0.1, 0.65\n",
"bottom, height = 0.1, 0.65\n",
"bottom_h = left_h = left+width+0.02\n",
"rect_scatter = [left, bottom, width, height]\n",
"rect_histx = [left, bottom_h, width, 0.2]\n",
"rect_histy = [left_h, bottom, 0.2, height]\n",
"plt.figure(1, figsize=(8,8))\n",
"axScatter = plt.axes(rect_scatter)\n",
"axHistx = plt.axes(rect_histx)\n",
"axHisty = plt.axes(rect_histy)\n",
"axHistx.xaxis.set_major_formatter(nullfmt)\n",
"axHisty.yaxis.set_major_formatter(nullfmt)\n",
"axScatter.scatter(x, y)\n",
"binwidth = 0.25\n",
"xymax = np.max( [np.max(np.fabs(x)), np.max(np.fabs(y))] )\n",
"lim = ( int(xymax/binwidth) + 1) * binwidth\n",
"axScatter.set_xlim( (-lim, lim) )\n",
"axScatter.set_ylim( (-lim, lim) )\n",
"bins = np.arange(-lim, lim + binwidth, binwidth)\n",
"axHistx.hist(x, bins=bins)\n",
"axHisty.hist(y, bins=bins, orientation='horizontal')\n",
"axHistx.set_xlim( axScatter.get_xlim() )\n",
"axHisty.set_ylim( axScatter.get_ylim() );"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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6MTzk89rKmPo08o0R1XEAQFtVs9rbOwCgg+sYoOaMqCrfyhgW7XE4xIr/AUCl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\nJEszUi9GuzZtK5JGnjkImhaDvwDgjh3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okhnecDiMzs5OtLe3Q5IkWIe77q9J2Gw2vVPu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pQZ/lSZ4QN85dPLvWdEJpOxzzSMEnHr1jUAj/3zXwjM5ma4evW6kCqVmZCQkCJHnt++nQu7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\nefXOAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10fd4e450>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"xkcdify() in IPython"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Part of what makes the xkcd visual style so attractive is the hand-drawn look. As a physicist, I have spent countless hours writing complex mathematical derivations by hand. This work often involves making hand-drawn plots as well. Even though I love computing, most of my graduate and post-graduate work was done in this manner. Furthermore, when we teach physics almost all of it is done by hand. In spite of the amazing growth of computing in science and engineering, the foundations of these fields are built with handwritten work. The hand-drawn look of xkcd reminds me of that foundation.\n",
"\n",
"With this in mind, I thought it was appropriate for the IPython Notebook to have an xkcd mode as well. I also thought that Matplotlib's xkcd mode looked a bit out of place with the default styling of the Notebook. The xkcd mode in the IPython Notebook is made possible by the xkcd inspired [Humor Sans Font](http://xkcdsucks.blogspot.com/2009/03/xkcdsucks-is-proud-to-present-humor.html). This mode is enabled in the notebook using the `xkcdify()` function:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import xkcdify, display, HTML\n",
"xkcdify()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" <style>\n",
" @font-face {\n",
" font-family: \"xkcd\";\n",
" src: url('http://antiyawn.com/uploads/Humor-Sans.ttf');\n",
" }\n",
" \n",
" div.cell {\n",
" border: 2px solid black;\n",
" margin-top: 10px;\n",
" margin-bottom: 10 px;\n",
" }\n",
" \n",
" .CodeMirror {font-family: xkcd; font-size: 120%}\n",
" \n",
" .rendered_html {font-family: xkcd; font-size: 120%}\n",
" pre, code {font-family: xkcd; font-size: 120%}\n",
" .rendered_html table {border: 2px solid black;}\n",
" .rendered_html tr {border: 2px solid black;}\n",
" .rendered_html th {border: 2px solid black; padding: 0.45em 1em;}\n",
" .rendered_html td {border: 2px solid black; padding: 0.45em 1em;}\n",
" \n",
" div.prompt {font-family: xkcd; font-size: 120%}\n",
" \n",
" div.output_area pre {font-family: xkcd; font-size: 120%}\n",
" </style>"
],
"metadata": {},
"output_type": "display_data",
"text": [
"<IPython.core.display.HTML at 0x10c264210>"
]
}
],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This function is not yet in IPython - I am hoping my pull request will be merged before the upcoming 1.0 release.\n",
"\n",
"I will admit that using this style on code and output is a bit extreme. It is particularly difficult given that Humor Sans doesn't distinguish between upper and lower case (but Python does!). I have added keyword arguments to allow you to disable the styling of specific elements:\n",
"\n",
"```\n",
"xkcdify(code=False, prompts=False, output=False)\n",
"```\n",
"\n",
"To show how you can use this mode, I have tried to reproduce a few xkcd comics that are table based below. However, I have another goal with this work. I wanted to show to style the notebook with a little CSS. Another beautiful example of this is Cameron Davidson-Pilon's [Probabilistic Programming and\n",
"Bayesian Methods for Hackers](http://nbviewer.ipython.org/urls/raw.github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/master/Prologue/Prologue.ipynb). I am hoping that we can develop support in IPython to make this type of thing easier."
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"1070"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is a simple table in a Markdown cell that reproduces xkcd [#1070](http://xkcd.com/1070), entitled \"Words for Small Sets\":\n",
"\n",
"---\n",
"\n",
"Just to clear things up:\n",
"\n",
"<table>\n",
"<tr><td>a few</td><td>anywhere from 2 to 5</td></tr>\n",
"<tr><td>a handful</td><td>anywhere from 2 to 5</td></tr>\n",
"<tr><td>several</td><td>anywhere from 2 to 5</td></tr>\n",
"<tr><td>a couple</td><td>2 (but sometimes up to 5)</td></tr>\n",
"</table>"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"1093"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"More importantly, we can use the full power of Python to build xkcd-style tables. Here we use a pandas `DataFrame` object to read in a CSV file with the data for xkcd [#1093](http://xkcd.com/1093):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pandas.read_csv('1093.csv',)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we can use IPython's display system to show the table along with the title/subtitle of the comic. Question: does anyone know how to get pandas to hide the index column when displaying the `DataFrame`?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"display(HTML(\"\"\"\n",
"<h2 style=\"text-align: center\">When will we forget?</h2>\n",
"<hr style=\"height: 2px;\"/>\n",
"<h3 style=\"text-align: center\">Based on US Census \n",
"Bureau National population projections</h3>\n",
"<hr style=\"height: 2px;\"/>\n",
"<p style=\"text-align: center\">Assuming we don't remember \n",
"cultural events from before age 5 or 6</p>\n",
"\"\"\"))\n",
"display(df)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
"<h2 style=\"text-align: center\">When will we forget?</h2>\n",
"<hr style=\"height: 2px;\"/>\n",
"<h3 style=\"text-align: center\">Based on US Census \n",
"Bureau National population projections</h3>\n",
"<hr style=\"height: 2px;\"/>\n",
"<p style=\"text-align: center\">Assuming we don't remember \n",
"cultural events from before age 5 or 6</p>\n"
],
"metadata": {},
"output_type": "display_data",
"text": [
"<IPython.core.display.HTML at 0x10e07e850>"
]
},
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>By this year:</th>\n",
" <th>The majority of Americans will be too young to remember:</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0 </th>\n",
" <td> 2012</td>\n",
" <td> The seventies</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1 </th>\n",
" <td> 2013</td>\n",
" <td> The Carter Presidency</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2 </th>\n",
" <td> 2014</td>\n",
" <td> The Reagan shooting</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3 </th>\n",
" <td> 2015</td>\n",
" <td> The Falkland Islands war</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> 2016</td>\n",
" <td> Return of the Jedi release</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> 2017</td>\n",
" <td> The first Apple Macintosh</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6 </th>\n",
" <td> 2018</td>\n",
" <td> New Coke</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7 </th>\n",
" <td> 2019</td>\n",
" <td> Challenger</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8 </th>\n",
" <td> 2020</td>\n",
" <td> Chernobyl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> 2021</td>\n",
" <td> Black Monday</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td> 2022</td>\n",
" <td> The Reagan presidency</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td> 2023</td>\n",
" <td> The Berlin wall</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td> 2024</td>\n",
" <td> Hammertime</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td> 2025</td>\n",
" <td> The Soviet Union</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td> 2026</td>\n",
" <td> The LA riots</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td> 2027</td>\n",
" <td> Lorena Bobbitt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td> 2028</td>\n",
" <td> The Forrest Gump release</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td> 2029</td>\n",
" <td> The Rwandan Genocide</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td> 2030</td>\n",
" <td> OJ Simpson's trial</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td> 2031</td>\n",
" <td> Clinton's reelection</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td> 2032</td>\n",
" <td> Princess Diana</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td> 2033</td>\n",
" <td> Clinton's impeachment</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td> 2034</td>\n",
" <td> Columbine</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td> 2035</td>\n",
" <td> Forgot about DRE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td> 2036</td>\n",
" <td> 9/11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td> 2037</td>\n",
" <td> VH1's I Love the 80s</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td> 2038</td>\n",
" <td> A time before Facebook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td> 2039</td>\n",
" <td> VH1's I Love the 90s</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td> 2040</td>\n",
" <td> Hurricance Katrina</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td> 2041</td>\n",
" <td> The planet Pluto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td> 2042</td>\n",
" <td> The first iPhone</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td> 2043</td>\n",
" <td> The Bush presidency</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td> 2044</td>\n",
" <td> Michael Jackson</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td> 2045</td>\n",
" <td> Trying to say \"EYJAFJALLAJOKULL\"</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td> 2046</td>\n",
" <td> The Arab spring</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td> 2047</td>\n",
" <td> Anything embarrassing you do today</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "display_data",
"text": [
" By this year: The majority of Americans will be too young to remember:\n",
"0 2012 The seventies \n",
"1 2013 The Carter Presidency \n",
"2 2014 The Reagan shooting \n",
"3 2015 The Falkland Islands war \n",
"4 2016 Return of the Jedi release \n",
"5 2017 The first Apple Macintosh \n",
"6 2018 New Coke \n",
"7 2019 Challenger \n",
"8 2020 Chernobyl \n",
"9 2021 Black Monday \n",
"10 2022 The Reagan presidency \n",
"11 2023 The Berlin wall \n",
"12 2024 Hammertime \n",
"13 2025 The Soviet Union \n",
"14 2026 The LA riots \n",
"15 2027 Lorena Bobbitt \n",
"16 2028 The Forrest Gump release \n",
"17 2029 The Rwandan Genocide \n",
"18 2030 OJ Simpson's trial \n",
"19 2031 Clinton's reelection \n",
"20 2032 Princess Diana \n",
"21 2033 Clinton's impeachment \n",
"22 2034 Columbine \n",
"23 2035 Forgot about DRE \n",
"24 2036 9/11 \n",
"25 2037 VH1's I Love the 80s \n",
"26 2038 A time before Facebook \n",
"27 2039 VH1's I Love the 90s \n",
"28 2040 Hurricance Katrina \n",
"29 2041 The planet Pluto \n",
"30 2042 The first iPhone \n",
"31 2043 The Bush presidency \n",
"32 2044 Michael Jackson \n",
"33 2045 Trying to say \"EYJAFJALLAJOKULL\" \n",
"34 2046 The Arab spring \n",
"35 2047 Anything embarrassing you do today "
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This cell contains some formatting...\n",
"\n",
"<style>\n",
"table.dataframe thead th:first-child {\n",
" display: none;\n",
"}\n",
"table.dataframe tbody th {\n",
" display: none;\n",
"}\n",
"</style> "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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