{ "metadata": { "celltoolbar": "Slideshow", "name": "", "signature": "sha256:3081685c89eba14dfc2b22d2ac07b9abfe0a493b94cb889209858c7de53da319" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Computational data visualization in Python\n", "\n", "* Olga Botvinnik\n", "* Twitter: @olgabot\n", "* github.com/olgabot\n", "* University of California, San Diego (UCSD)\n", "* PhD Student in Bioinformatics\n", "* PyCon 2014 Lightning talks\n", "\n", "Talk slides: http://bit.ly/pycon2014_dataviz\n", "\n", "Talk git repo: http://github.com/olgabot/pycon2014_dataviz\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## I love data visualization, especially in Python." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import HTML\n", "HTML('')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 1, "text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## `matplotlib` is great for \"plot this stuff\"\n", "\n", "But what if you want to **compute something on the stuff** and then plot the computation?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "This is where the `seaborn` plotting library comes in." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Today, I'm going to talk about the [seaborn](https://github.com/mwaskom/seaborn) statistical plotting library.\n", "\n", "Written primarily by Michael Waskom, PhD student in Cognitive Neuroscience at Stanford\n", "\n", "* Twitter: @michaelwaskom\n", "* https://github.com/mwaskom\n", "* http://stanford.edu/~mwaskom/" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import HTML\n", "HTML('')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "So let's make some data to plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import numpy as np\n", "import pandas as pd\n", "\n", "data = pd.DataFrame(np.vstack([np.random.normal(loc=1, scale=10, size=100),\n", " np.random.negative_binomial(20, 0.7, size=100)]).T,\n", " columns=('apple', 'banana'))\n", "data.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
applebanana
0 3.956180 16
1-17.019842 5
2 -4.270835 6
3 2.543823 4
4 3.818865 5
\n", "

5 rows \u00d7 2 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ " apple banana\n", "0 3.956180 16\n", "1 -17.019842 5\n", "2 -4.270835 6\n", "3 2.543823 4\n", "4 3.818865 5\n", "\n", "[5 rows x 2 columns]" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "data.plot()" ], "language": "python", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAnoAAAG4CAYAAADSYkouAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERERUZZio0dERESUpdjoEREREWWpvwBY/chXM4ymswAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## `seaborn` changes your plots with just an import" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import seaborn as sns\n", "data.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAesAAAFVCAYAAADPM8ekAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKKwJIYQQyaGwJoQQQiSHwpoQQgiRnP8HJ8FrU7ZBHmwAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## But .... What about other visual styles?\n", "\n", "Being a fan of [Edward Tufte](http://www.edwardtufte.com/tufte/), I prefer less \"chartjunk\" and a white background over the grey-styled backgrounds that are like R's ggplot2 (by Hadley Wickham)\n", "\n", "![Sparklines](http://courses.csail.mit.edu/6.831/archive/2008/lectures/L15-graphic-design/image025.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "So we'll set the style away from the default. We'll set the `style` to `'white'` so there's a white background, and the `context` to `'talk'` so everyone here can see the axes labels." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.set(style='white', context='talk')\n", "data.plot()" ], "language": "python", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAnoAAAG4CAYAAADSYkouAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERERUZZio0dERESUpdjoEREREWWpvwBY/chXM4ymswAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## What about `a` versus `b`?\n", "\n", "Well, in `matplotlib` you'd do something like this:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt\n", "\n", "# the two ways you can access a column in a pandas Dataframe:\n", "# 1. data['columnname']\n", "# 2. data.columnname\n", "plt.scatter(data['apple'], data.banana)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAm8AAAG4CAYAAAAT5QCCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Well, what if we want to look at the histogram of the two data points in addition to the scatterplot?\n", "\n", "Like this:\n", "\n", "![](http://i.stack.imgur.com/cnkHP.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Scatter + histogram in matplotlib" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt \n", "\n", "fig = plt.figure(figsize=(8,6))\n", "ax1 = plt.subplot2grid((4,4), (1,0), colspan=3, rowspan=3)\n", "ax2 = plt.subplot2grid((4,4), (0,0), colspan=3)\n", "ax3 = plt.subplot2grid((4,4), (1, 3), rowspan=3)\n", "plt.tight_layout()\n", "\n", "ax1.scatter(data.apple, data.banana)\n", "ax2.hist(data.apple)\n", "\n", "# Turn the histogram upside-down by switching the axis limits\n", "ax2_limits = ax2.axis()\n", "\n", "ax3.hist(data.banana, orientation='horizontal')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "(array([ 4., 7., 19., 8., 10., 28., 11., 6., 4., 3.]),\n", " array([ 2. , 3.4, 4.8, 6.2, 7.6, 9. , 10.4, 11.8, 13.2,\n", " 14.6, 16. ]),\n", " )" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAjMAAAGnCAYAAABCTdYKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsZghIiIiVfv/AfY1449uxwfQAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Well what if we want to see the Pearson correlation score of these?\n", "\n", "Could add some more code to find and put the text of it somewhere...\n", "\n", " pearsonr = np.correlate(data.apple, data.banana)[0]\n", "\n", " # Get axis limits of the scatterplot\n", " xmin, xmax, ymin, ymax = ax1.axis()\n", " dx = xmax - xmin\n", " dy = ymax - ymin\n", " ax1.text(x=xmin + .9*dx, y=ymin + .9*dy,\n", " s='pearsonr = {:.3f}'.format(pearsonr))" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt \n", "\n", "fig = plt.figure(figsize=(8,6))\n", "ax1 = plt.subplot2grid((4,4), (1,0), colspan=3, rowspan=3)\n", "ax2 = plt.subplot2grid((4,4), (0,0), colspan=3)\n", "ax3 = plt.subplot2grid((4,4), (1, 3), rowspan=3)\n", "plt.tight_layout()\n", "\n", "ax1.scatter(data.apple, data.banana)\n", "ax2.hist(data.apple)\n", "\n", "ax3.hist(data.banana, orientation='horizontal')\n", "\n", "pearsonr = np.correlate(data.apple, data.banana)[0]\n", "\n", "# Get axis limits of the scatterplot\n", "xmin, xmax, ymin, ymax = ax1.axis()\n", "dx = xmax - xmin\n", "dy = ymax - ymin\n", "ax1.text(x=xmin + .9*dx, y=ymin + .9*dy,\n", " s='pearsonr = {:.3f}'.format(pearsonr))" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAjMAAAGnCAYAAABCTdYKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCe0NV2Iz78MLz7gAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## But that seems like a lot of work....." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, enter `seaborn`.\n", "\n", "Seaborn's `jointplot` does exactly this, sanely, in a single line:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.jointplot('apple', 'banana', data)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAGoCAYAAAAJjpFOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nI9nGfAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## But, it gets even better!\n", "\n", "What if we want to do show the linear regression of these data? Just supply the argument `kind='reg'`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.jointplot('apple', 'banana', data, kind='reg')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAaUAAAGoCAYAAADmTPpwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## You could also do a kernel density estimate plot!\n", "\n", "Notice that you don't see the discreteness of the `'banana'` plot, though (Something to keep in mind when you're picking a visualization for your own data)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.jointplot('apple', 'banana', data, kind='kde')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAGoCAYAAAAJjpFOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Or a Hexbin plot!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.jointplot('apple', 'banana', data, kind='hex')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAGoCAYAAAAJjpFOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREusAgERGRLjBIRESkCwwSERHpwv8Ho+Zl1oU1l3oAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Quick tip: Some `seaborn` functions do all kinds of crazy things in the background but you can't pass a `fig` object to them, so the way that you can get the figure to save is via `matplotlib`'s `plt.gcf()` (\"get current figure\"):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.jointplot('apple', 'banana', data, kind='hex')\n", "fig = plt.gcf()\n", "fig.savefig('jointplot_hex.pdf')" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAGoCAYAAAAJjpFOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREusAgERGRLjBIRESkCwwSERHpwv8Ho+Zl1oU1l3oAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## That's nice, but what's the distribution of 'apple' and 'banana' relative to each other?\n", "\n", "Let's do this with boxplots. Well, in `matplotlib` we'd do...." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.boxplot(data.values);" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAG4CAYAAADFQNrnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAIX5HyjTrBOc5wI0AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Bleh. Very ugly. Plus nothing is labeled!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.boxplot(data)" ], "language": "python", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAG4CAYAAADFQNrnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGGHLAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Very nice! But something I use a lot in my own research is `violinplot`." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Violin plots: sideways smoothed histograms, double-wide\n", "\n", "The dotted lines within are the quartiles of the data.\n", "\n", "Seaborn was built with `pandas` in mind, so it will auto-label your data points." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.violinplot(data)\n", "\n", "# remove the top and right axes\n", "sns.despine()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAG4CAYAAADFQNrnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngSMiIiIyMCxwRERERAaGBY6IiIjIwPx/a3uxrOjWNsIAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "As a side note, this is the way you'd do this in pure `matplotlib`:\n", "\n", "(which is how I used to do it before I discovered `seaborn`)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.stats import gaussian_kde\n", "\n", "def violinplot(ax, x, ys, bp=False, cut=False, bw_method=.5, width=None):\n", " \"\"\"Make a violin plot of each dataset in the `ys` sequence. `ys` is a\n", " list of numpy arrays.\n", " Adapted by: Olga Botvinnik\n", " # Original Author: Teemu Ikonen \n", " # Based on code by Flavio Codeco Coelho,\n", " # http://pyinsci.blogspot.com/2009/09/violin-plot-with-matplotlib.html\n", " \"\"\"\n", " dist = np.max(x) - np.min(x)\n", " if width is None:\n", " width = min(0.15 * max(dist, 1.0), 0.4)\n", " for i, (d, p) in enumerate(zip(ys, x)):\n", " k = gaussian_kde(d, bw_method=bw_method) #calculates the kernel density\n", " # k.covariance_factor = 0.1\n", " s = 0.0\n", " if not cut:\n", " s = 1 * np.std(d) #FIXME: magic constant 1\n", " m = k.dataset.min() - s #lower bound of violin\n", " M = k.dataset.max() + s #upper bound of violin\n", " x = np.linspace(m, M, 100) # support for violin\n", " v = k.evaluate(x) #violin profile (density curve)\n", " v = width * v / v.max() #scaling the violin to the available space\n", " ax.fill_betweenx(x, -v + p,\n", " v + p)\n", " if bp:\n", " ax.boxplot(ys, notch=1, positions=x, vert=1)\n", " \n", "fig, ax = plt.subplots()\n", "violinplot(ax, range(data.shape[1]), data.values)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAngAAAG4CAYAAADWl5oTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "But this is not even close to what `seaborn` does and it's already more code than I want to write." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Back to `seaborn`: more `violinplot` styles!\n", "\n", "My favorite one is `inner='points'` which puts a point for each observation of data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.violinplot(data, inner='points')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAG4CAYAAADFQNrnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRESkZ1jgiIiIiPQMCxwRERGRnvl/+vgztJ2+kWUAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We have a lot of data points so it almost looks like a line. But you can see the outliers quite nicely." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Not enough dataviz for you?\n", "\n", "* Seaborn repo: https://github.com/mwaskom/seaborn\n", "* Seaborn docs: http://stanford.edu/~mwaskom/software/seaborn/index.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Computational data visualization in Python\n", "\n", "* Olga Botvinnik\n", "* Twitter: @olgabot\n", "* github.com/olgabot\n", "* University of California, San Diego (UCSD)\n", "* PhD Student in Bioinformatics\n", "* PyCon 2014 Lightning talks\n", "\n", "Talk slides: http://bit.ly/pycon2014_dataviz\n", "\n", "Talk git repo: http://github.com/olgabot/pycon2014_dataviz\n" ] } ], "metadata": {} } ] }