{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "name = '2015-11-27-meeting-summary'\n", "title = 'Subplots in matplotlib'\n", "author = 'Denis Sergeev'\n", "tags = 'matplotlib, jupyter, binder'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from nb_tools import connect_notebook_to_post\n", "from IPython.core.display import HTML\n", "\n", "html = connect_notebook_to_post(name, title, tags, author)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Today we discussed some of the basic `matplotlib` functions and also had a look at different ways of running Jupyter Notebooks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating subplots in `matplotlib`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Back to basics" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To show figure area:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.facecolor'] = '0.8' # grey background" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sample 1D array of size 100:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x = np.random.rand(100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two simplest ways of creating a bunch of subplots within one figure are shown below." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUIAAAE4CAYAAAAuFPo7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5))\n", "ax_a = fig.add_subplot(131)\n", "ax_b = fig.add_subplot(132)\n", "ax_c = fig.add_subplot(133)\n", "\n", "for iax in [ax_a, ax_b, ax_c]:\n", " iax.plot(x)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3P4/Sr7PxPt4d2EAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax_a, ax_b, ax_c) = plt.subplots(ncols=3)\n", "for iax in [ax_a, ax_b, ax_c]:\n", " iax.plot(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grid of subplots with shared axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the same handy `subplots()` command, we can create an $2\\times 3$ grid of subplots." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(nrows=3, ncols=2)\n", "for iax in axs.flat:\n", " iax.plot(x, color='r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the subplots have same axes, it's natural to leave axis labels only in outermost subplots. We can do this setting `sharex` and `sharey` keywords in `subplots()` function to `True`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(nrows=3, ncols=2, sharex=True, sharey=True)\n", "\n", "for iax in axs.flat:\n", " iax.plot(x, color='r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `Gridspec`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A more sophisticated grid of subplots can be created using `matplotlib.gridspec` submodule. The quickstart guide can be found on this page: \n", "* [Customizing Location of Subplot Using GridSpec](http://matplotlib.org/users/gridspec.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Removing empty space from `matplotlib` figures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The issue of getting rid of white space in figures was also mentioned during the meeting. `Matplotlib` has the feature called [`tight_layout()`](http://matplotlib.org/users/tight_layout_guide.html) that in some cases is enough to fit all subplots in a figure." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Example" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import cartopy\n", "import cartopy.crs as ccrs" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAB78AAALfCAYAAAAZugb2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZIkSZIkpbz/DxLUIV98bVb1AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(30, 10))\n", "ax = fig.add_subplot(111, projection=ccrs.PlateCarree())\n", "ax.coastlines()\n", "\n", "gl = ax.gridlines(draw_labels=True)\n", "gl.xlabels_top = gl.ylabels_right = False\n", "gl.xformatter = cartopy.mpl.gridliner.LONGITUDE_FORMATTER\n", "gl.yformatter = cartopy.mpl.gridliner.LATITUDE_FORMATTER\n", "\n", "lon, lat = np.linspace(-100,50,10), np.linspace(10,60,20)\n", "arr = np.random.rand(20,10)\n", "c = ax.contourf(lon, lat, arr)\n", "cb = plt.colorbar(c, ax=ax, orientation='horizontal', \n", " fraction=0.046, pad=0.04) # magically sets colorbar size correctly...\n", "\n", "fig.tight_layout(pad=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And by the way, `ax` is not just a `matplotlib.axes._subplots.AxesSubplot` instance anymore, but has geoaxes attributes:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "cartopy.mpl.geoaxes.GeoAxesSubplot" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(ax)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Jupyter Notebooks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Jupyter Notebooks can be launched not only on a local PC, but also on a remote host with the help of some web-services. \n", "\n", "We took a glimpse at\n", "* [mybinder.org](http://mybinder.org)\n", " * Example: [test_binder](https://github.com/dennissergeev/test_binder) (click 'launch binder')\n", "* [wakari.io](https://wakari.io/)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", "

This post was written as an IPython (Jupyter) notebook. You can view or download it using\n", " nbviewer.

\n", " " ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HTML(html)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:phd]", "language": "python", "name": "conda-env-phd-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }