{ "metadata": { "name": "", "signature": "sha256:3aeb8188c74b7ffb0ae07924677cf407c5132b4d65d4f4670a51f4216c63e141" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Visualization in Python: Matplotlib and Beyond\n", "\n", "\n", "

" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%run talktools\n", "%matplotlib inline" ], "language": "python", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "html": [ "\n" ], "metadata": {}, "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "heading", "level": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Matplotlib sometimes gets a bad rap..." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "First because of its defaults..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "x, y = np.random.normal(size=(2, 100))\n", "\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.plot(x, y, 'ob', ms=10)\n", "plt.grid(axis='y')" ], "language": "python", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Wait... this reminds me of something...\n", "\n", "\n", "\n", "\n", "\n", "See this [Excel vs. Python vs. IDL](http://www.ifweassume.com/2013/10/excel-vs-python-vs-idl.html) on the blog *If We Assume* for more side-by-side comparisons." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### It has horrible default color schemes..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(8, 6))\n", "plt.imshow(np.random.random((30, 30)))\n", "plt.colorbar();" ], "language": "python", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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snht7x619wa1r2oBp5DiOLNPAcTeyXA8cb0eG28rxVvG3Bn9rMaMyGWGywmiU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s4MTEAUQxgzP18tzhmtmKySHzSBWD6dMZULT+6Nd+6Vr+w3/ND8Bz/k10w+4XPBlE4rllQC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\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VSL7uR4vxUeHhuWLinYqpjYrpOiO6r5qeuXafBKZrRXRfHX2t86QZbQ7zNzZtVdwq6ZKZ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\nOA4V5mIIq66UVPEiUWuhlIZdu5zUwcI52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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Matplotlib also draws flak for its static output in the notebook..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = plt.axes(aspect='equal')\n", "ax.add_patch(plt.Circle((0.7, 0.7), radius=0.5, alpha=0.3));" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "(Click and drag? Who needs to click and drag?)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## But with enough effort...\n", "\n", "you can make some halfway decent graphics...\n", "\n", "\n", "\n", "Asteroids from the Sloan Digital Sky Survey" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "But this takes **a lot** of by-hand tweaking..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# let's load the source which generates this graphic:\n", "\n", "# %load http://www.astroml.org/_downloads/fig_moving_objects_multicolor.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "\"\"\"\n", "SDSS Stripe 82 Moving Object Catalog\n", "------------------------------------\n", "Figure 1.12.\n", "\n", "A multicolor scatter plot of the properties of asteroids from the SDSS Moving\n", "Object Catalog (cf. figure 1.8). The left panel shows observational markers\n", "of the chemical properties of the asteroids: two colors a* and i-z. The\n", "right panel shows the orbital parameters: semimajor axis a vs. the sine of\n", "the inclination. The color of points in the right panel reflects their\n", "position in the left panel. This plot is similar to that used in\n", "figures 3-4 of Parker et al 2008.\n", "\"\"\"\n", "# Author: Jake VanderPlas\n", "# License: BSD\n", "# The figure produced by this code is published in the textbook\n", "# \"Statistics, Data Mining, and Machine Learning in Astronomy\" (2013)\n", "# For more information, see http://astroML.github.com\n", "# To report a bug or issue, use the following forum:\n", "# https://groups.google.com/forum/#!forum/astroml-general\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from astroML.datasets import fetch_moving_objects\n", "from astroML.plotting.tools import devectorize_axes\n", "\n", "#----------------------------------------------------------------------\n", "# This function adjusts matplotlib settings for a uniform feel in the textbook.\n", "# Note that with usetex=True, fonts are rendered with LaTeX. This may\n", "# result in an error if LaTeX is not installed on your system. In that case,\n", "# you can set usetex to False.\n", "from astroML.plotting import setup_text_plots\n", "setup_text_plots(fontsize=8, usetex=True)\n", "\n", "\n", "def black_bg_subplot(*args, **kwargs):\n", " \"\"\"Create a subplot with black background\"\"\"\n", " kwargs['axisbg'] = 'k'\n", " ax = plt.subplot(*args, **kwargs)\n", "\n", " # set ticks and labels to white\n", " for spine in ax.spines.values():\n", " spine.set_color('w')\n", "\n", " for tick in ax.xaxis.get_major_ticks() + ax.yaxis.get_major_ticks():\n", " for child in tick.get_children():\n", " child.set_color('w')\n", "\n", " return ax\n", "\n", "\n", "def compute_color(mag_a, mag_i, mag_z, a_crit=-0.1):\n", " \"\"\"\n", " Compute the scatter-plot color using code adapted from\n", " TCL source used in Parker 2008.\n", " \"\"\"\n", " # define the base color scalings\n", " R = np.ones_like(mag_i)\n", " G = 0.5 * 10 ** (-2 * (mag_i - mag_z - 0.01))\n", " B = 1.5 * 10 ** (-8 * (mag_a + 0.0))\n", "\n", " # enhance green beyond the a_crit cutoff\n", " G += 10. / (1 + np.exp((mag_a - a_crit) / 0.02))\n", "\n", " # normalize color of each point to its maximum component\n", " RGB = np.vstack([R, G, B])\n", " RGB /= RGB.max(0)\n", "\n", " # return an array of RGB colors, which is shape (n_points, 3)\n", " return RGB.T\n", "\n", "\n", "#------------------------------------------------------------\n", "# Fetch data and extract the desired quantities\n", "data = fetch_moving_objects(Parker2008_cuts=True)\n", "mag_a = data['mag_a']\n", "mag_i = data['mag_i']\n", "mag_z = data['mag_z']\n", "a = data['aprime']\n", "sini = data['sin_iprime']\n", "\n", "# dither: magnitudes are recorded only to +/- 0.01\n", "mag_a += -0.005 + 0.01 * np.random.random(size=mag_a.shape)\n", "mag_i += -0.005 + 0.01 * np.random.random(size=mag_i.shape)\n", "mag_z += -0.005 + 0.01 * np.random.random(size=mag_z.shape)\n", "\n", "# compute RGB color based on magnitudes\n", "color = compute_color(mag_a, mag_i, mag_z)\n", "\n", "#------------------------------------------------------------\n", "# set up the plot\n", "fig = plt.figure(figsize=(5, 2.2), facecolor='k')\n", "fig.subplots_adjust(left=0.1, right=0.95, wspace=0.3,\n", " bottom=0.2, top=0.93)\n", "\n", "# plot the color-magnitude plot\n", "ax = black_bg_subplot(121)\n", "ax.scatter(mag_a, mag_i - mag_z,\n", " c=color, s=0.5, lw=0)\n", "devectorize_axes(ax, dpi=400)\n", "\n", "ax.plot([0, 0], [-0.8, 0.6], '--w', lw=1)\n", "ax.plot([0, 0.4], [-0.15, -0.15], '--w', lw=1)\n", "\n", "ax.set_xlim(-0.3, 0.4)\n", "ax.set_ylim(-0.8, 0.6)\n", "\n", "ax.set_xlabel(r'${\\rm a*}$', color='w')\n", "ax.set_ylabel(r'${\\rm i-z}$', color='w')\n", "\n", "# plot the orbital parameters plot\n", "ax = black_bg_subplot(122)\n", "ax.scatter(a, sini,\n", " c=color, s=0.5, lw=0, edgecolor='none')\n", "devectorize_axes(ax, dpi=400)\n", "\n", "ax.plot([2.5, 2.5], [-0.02, 0.3], '--w', lw=1)\n", "ax.plot([2.82, 2.82], [-0.02, 0.3], '--w', lw=1)\n", "\n", "ax.set_xlim(2.0, 3.3)\n", "ax.set_ylim(-0.02, 0.3)\n", "\n", "ax.set_xlabel(r'${\\rm a (AU)}$', color='w')\n", "ax.set_ylabel(r'${\\rm sin(i)}$', color='w')\n", "\n", "# label the plot\n", "text_kwargs = dict(color='w', transform=plt.gca().transAxes,\n", " ha='center', va='bottom')\n", "\n", "ax.text(0.25, 1.02, 'Inner', **text_kwargs)\n", "ax.text(0.53, 1.02, 'Mid', **text_kwargs)\n", "ax.text(0.83, 1.02, 'Outer', **text_kwargs)\n", "\n", "# Saving the black-background figure requires some extra arguments:\n", "#fig.savefig('moving_objects.png',\n", "# facecolor='black',\n", "# edgecolor='none')\n", "\n", "plt.show()\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ewoLn25J9XPh8t1c5qt3n5Fp/cmMf8tN4cmMkb41147B6vnSxAznHg7zkx1Et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\n/yo9Yq6sf2C67cjb2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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### (Shameless plug...)\n", "\n", "[AstroML](http://astroML.org): Python machine learning for Astronomy and Astrophysics\n", "\n", "The above example is taken from this website, which is associated with a textbook I just published:\n", "\n", "\n", "\n", "[Statistics, Data Mining, and Machine Learning in Astronomy](http://press.princeton.edu/titles/10159.html)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Matplotlib is old, it's static, and it has crappy defaults...\n", "\n", "But it's *really, really* comprehensive, and *really, really* battle-tested.\n", "\n", "A graphics framework needs the following:\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Matplotlib does all of these\n", "\n", "\n", "\n", "- **API:** both matlab-like (stateful, terse, less powerful) and object-oriented (stateless, verbose, more powerful)\n", "- **Abstraction:** basically a high-powered SVG internal object model\n", "- **Output:**\n", " + more static backends than you'd ever need: pdf, png, svg, eps, ps, pgf, jpeg...\n", " + more GUI backends than you'd ever need: Tk, Agg, OSX, GTK, Qt4, WebAgg, ..." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Nobody wants to re-implement all of this functionality...\n", "\n", "So why not just replace a piece of it?\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
  • [Seaborn](http://www.stanford.edu/~mwaskom/software/seaborn/)
  • [PrettyPlotLib](http://olgabot.github.io/prettyplotlib/)
  • [ggplot-py](http://blog.yhathq.com/posts/ggplot-for-python.html)
  • [mpld3 & mplexporter](http://mpld3.github.io)
\n", "\n", "Other projects side-step matplotlib altogether: [Bokeh](http://bokeh.pydata.org), [Vincent](http://vincent.readthedocs.org/en/latest/), [bearcart](https://github.com/wrobstory/bearcart), [plotly](https://plot.ly/), etc." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Replacing matplotlib's API:\n", "\n", "## PrettyPlotLib, ggplot, and Seaborn.\n", "\n", "All three packages have roughly the same goal: *create beautiful matplotlib plots without the clunky matplotlib syntax*.\n", "\n", "- [PrettyPlotLib demo](PrettyPlotLib.ipynb)\n", "- [ggplot demo](ggplot.ipynb)\n", "- [Seaborn demo](Seaborn.ipynb)\n", "\n", "Note that all of these **tie-in** to matplotlib, re-using its extensive infrastructure" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Replacing matplotlib's output renderer:\n", "\n", "## mpld3 & mplexporter\n", "\n", "mplexporter is a package which crawls the object structure of matplotlib figures, and offers hooks to create custom renderers.\n", "\n", "[mpld3](http://mpld3.github.io) uses this framework to export maplotlib plots to HTML representations using [D3js](http://d3js.org).\n", "\n", "- [mpld3 demo](mpld3.ipynb)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Starting Over from Scratch\n", "\n", "## Bokeh\n", "\n", "[Bokeh](http://bokeh.pydata.org) is a new Python graphics framework developed by the folks at ContinuumIO:\n", "\n", "- [Bokeh demo](bokeh.ipynb)" ] } ], "metadata": {} } ] }