{ "metadata": { "name": "", "signature": "sha256:90c376d8917eabbc4fea8b9a7b1182613ff26dfe191ae577b37d07c5f03c156a" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Matplotlib Tutorial: 3. Useful Plot Types" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far we have dealt with simple line and point plots using the ``plot`` command.\n", "There are a wide array of other plot types available in matplotlib; we'll explore\n", "a few of them here. An excellent reference for this is the\n", "[Plotting Commands Summary](http://matplotlib.org/api/pyplot_summary.html) in the\n", "matplotlib documentation. For a more visual summary of available routines, see\n", "the [Gallery Page](http://matplotlib.org/gallery.html).\n", "\n", "As before, we'll start by entering the matplotlib inline mode & doing some imports:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "\n", "from __future__ import print_function, division\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Histograms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Histograms can be used to judge the density of 1-dimensional data. For example:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.random.normal(size=1000)\n", "\n", "fig, ax = plt.subplots()\n", "\n", "H = ax.hist(x, bins=50, alpha=0.5, histtype='stepfilled')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAW8AAAEACAYAAAB8nvebAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngChvAAgQ5Q0AAfr/QMp7U/Xz1HoAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Pie Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib can create pie diagrams with the function ``pie``:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fracs = [30, 15, 45, 10]\n", "colors = ['b', 'g', 'r', 'w']\n", "\n", "fig, ax = plt.subplots(figsize=(6, 6)) # make the plot square\n", "pie = ax.pie(fracs, colors=colors, explode=(0, 0, 0.05, 0), shadow=True,\n", " labels=['A', 'B', 'C', 'D'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAFdCAYAAACgiL63AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAfiaH7a4GcsiAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Errorbar Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Often we want to add errorbars to our points. The ``errorbar`` function works\n", "in a similar way to ``plot``, but adds vertical and/or horizontal errorbars to\n", "the points." ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.linspace(0, 10, 30)\n", "dy = 0.1\n", "y = np.random.normal(np.sin(x), dy)\n", "\n", "fig, ax = plt.subplots()\n", "plt.errorbar(x, y, dy, fmt='.k');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUkEMfUkqyP8BWnTPmFaXB9wAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Filled Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes you'd like to fill the region below a curve, or between two curves.\n", "The functions ``fill`` and ``fill_between`` can be very useful for this:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.linspace(0, 10, 1000)\n", "y1 = np.sin(x)\n", "y2 = np.cos(x)\n", "\n", "fig, ax = plt.subplots()\n", "ax.fill_between(x, y1, y2, where=(y1 < y2), color='#FFAA22')\n", "ax.fill_between(x, y1, y2, where=(y1 > y2), color='#AA22FF');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\negAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Scatter Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have seen scatterplots before, when using point-type line styles in the\n", "``plot`` command. The ``scatter`` command allows more flexibility in the\n", "colors and shapes of the points:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.random.random(50)\n", "y = np.random.random(50)\n", "c = np.random.random(50) # color of points\n", "s = 500 * np.random.random(50) # size of points\n", "\n", "fig, ax = plt.subplots()\n", "im = ax.scatter(x, y, c=c, s=s, cmap=plt.cm.jet, alpha=0.3)\n", "\n", "# Add a colorbar\n", "fig.colorbar(im, ax=ax)\n", "\n", "# set the color limits - not necessary here, but good to know how.\n", "im.set_clim(0.0, 1.0);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAWMAAAEACAYAAABmohcVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRRqgxFihUCjSgP8Pa2eGn+T1XbQAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Contour Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Contour plots can be used to show the variation of a quantity with respect\n", "to two others:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.linspace(0, 10, 50)\n", "y = np.linspace(0, 20, 60)\n", "\n", "z = np.cos(y[:, np.newaxis]) * np.sin(x)\n", "\n", "fig, ax = plt.subplots()\n", "\n", "# filled contours\n", "im = ax.contourf(x, y, z, 100, cmap=plt.cm.copper)\n", "\n", "# contour lines\n", "im2 = ax.contour(x, y, z, colors='k')\n", "\n", "fig.colorbar(im, ax=ax);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAWYAAAEACAYAAACAi9xRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDNPCPI1pTGMapxmmhXka05jGNE4z/H/o4EN2rzKf5AAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Showing Images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``imshow`` command allows displaying images in a variety of formats.\n", "It can be useful for actual image data, as well as being useful for\n", "visualizing datasets in a way similar to the contour plots above." ] }, { "cell_type": "code", "collapsed": false, "input": [ "I = np.random.random((100, 100))\n", "\n", "I += np.sin(np.linspace(0, np.pi, 100))\n", "\n", "fig, ax = plt.subplots()\n", "\n", "im = ax.imshow(I, cmap=plt.cm.cubehelix)\n", "\n", "fig.colorbar(im, ax=ax);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAASsAAAEACAYAAADrz1BBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEwAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "2D Histograms and Hexbin" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``hist2D`` and ``hexbin`` are ways to represent binned two-dimensional data.\n", "They can be used as follows:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "x, y = np.random.normal(size=(2, 10000))\n", "\n", "fig, ax = plt.subplots()\n", "im = ax.hexbin(x, y, gridsize=20, cmap='binary')\n", "fig.colorbar(im, ax=ax)\n", "\n", "fig, ax = plt.subplots()\n", "H = ax.hist2d(x, y, bins=20, cmap='binary')\n", "fig.colorbar(H[3], ax=ax);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAD9CAYAAADwIc/TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAD7CAYAAAAmeCzOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Polar Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to plot data in coordinates other than Cartesian.\n", "Here we'll show how to do a polar plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "ax = fig.add_subplot(1, 1, 1, projection='polar')\n", " \n", "theta = np.linspace(0, 10 * np.pi, 1000)\n", "r = np.linspace(0, 10, 1000)\n", "\n", "ax.plot(theta, r);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARMAAAENCAYAAAAsdYFTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKFAQEPw/XC/y0QJNCwEAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 10 } ], "metadata": {} } ] }