{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%run ../../common_functions/import_all.py\n", "\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib import cm\n", "\n", "from common_functions.setup_notebook import set_css_style, setup_matplotlib, config_ipython\n", "config_ipython()\n", "setup_matplotlib()\n", "set_css_style()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Some simple notes on Matplotlib functionalities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A line plot" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 393, "width": 629 } }, "output_type": "display_data" } ], "source": [ "x = np.arange(0, 10, 0.1)\n", "y = np.sin(x)\n", "\n", "plt.plot(x, y)\n", "plt.xlabel('x')\n", "plt.ylabel('sin(x)')\n", "plt.title('Sine function', fontweight='bold', fontsize=16)\n", "plt.show();\n", "#plt.savefig('sine.png') # to save\n", "\n", "# type of markers, line, can be set as kwargs in plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## a 3D plot" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 340, "width": 572 } }, "output_type": "display_data" } ], "source": [ "x = np.array([i for i in range(-100, 100)])\n", "y = np.array([i for i in range(-100, 100)])\n", "x, y = np.meshgrid(x, y)\n", "\n", "def f(x, y):\n", " return x**2 + y**2\n", "\n", "fig = plt.figure()\n", "ax = fig.gca(projection='3d')\n", "parabola = ax.plot_surface(x, y, f(x, y), cmap=cm.RdPu)\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A bar plot" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 358, "width": 591 } }, "output_type": "display_data" } ], "source": [ "# Some dummy data\n", "data = {'a': 10, 'b': 20, 'c': 15, 'd': 25}\n", "\n", "plt.bar([i for i in range(len(data.keys()))], data.values()) # does not read str xtics directly, have to set xticks\n", "plt.xticks([i for i in range(len(data.keys()))], data.keys())\n", "plt.show();\n", "\n", "# there are also other types, like scatter plot or hist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using log scales" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/martina/Desktop/Mallzee/repos/plantation/venv/lib/python3.7/site-packages/ipykernel_launcher.py:7: RuntimeWarning: divide by zero encountered in power\n", " import sys\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 358, "width": 595 } }, "output_type": "display_data" } ], "source": [ "# Exp in semilog\n", "x = np.linspace(0, 1, 100)\n", "#plt.semilogy(x, np.exp(x))\n", "\n", "# pow law in log-log\n", "x = np.linspace(0, 1, 100)\n", "plt.loglog(x, x**(-0.6))\n", "\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting a customised legend" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 393, "width": 609 } }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 10)\n", "sin_line, = plt.plot(x, np.sin(x), label='sin(x)')\n", "cos_line, = plt.plot(x, np.cos(x), label='cos(x)')\n", "#plt.legend(handler_map={sin_line: HandlerLine2D(numpoints=2)}, loc=4) # with the Handler\n", "plt.legend(loc=4)\n", "plt.title('Sin and cos', fontweight='bold', fontsize=16)\n", "plt.xlabel('x')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting errorbars" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 358, "width": 600 } }, "output_type": "display_data" } ], "source": [ "plt.errorbar([i for i in range(10)], \n", " [i for i in range(10)], \n", " yerr=[i for i in range(10)], label='avg')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Amesome: can use [xkcd](https://xkcd.com)'s style!\n", "\n", "In order to make this work best, the proper font of xkcd, Humor Sans has to be downloaded on the system. You can find it [here](https://github.com/shreyankg/xkcd-desktop/blob/master/Humor-Sans.ttf) (on a Mac, just double click on the downloaded file and click install). \n", "\n", "Then, you should clear the font cache of Matplotlib otherwise it does not pick up newly installed fonts:\n", "\n", "```\n", "rm ~/.matplotlib/fontList.cache\n", "```\n", "\n", "You may also need to clear the cached font_manager Matplotlib instance, so better run\n", "\n", "```\n", "rm ~/.matplotlib/fontList.py3k.cache\n", "```\n", "\n", "This will clear our everything and make sure Matplotlib rebuilds its font cache the next time it is imported." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 395, "width": 630 } }, "output_type": "display_data" } ], "source": [ "matplotlib.rcParams.update({\"text.usetex\": False})\n", "\n", "plt.xkcd() \n", "plt.plot([i for i in range(10)], np.sin([i for i in range(10)]))\n", "plt.title('A sine wave')\n", "plt.xlabel('x')\n", "plt.ylabel('sin(x)')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "1. [A great article on xkcd arriving to Matplotlib](https://jakevdp.github.io/blog/2013/07/10/XKCD-plots-in-matplotlib/) on Pythonic Perambulations, by Jake VanderPlas (great blog btw!)\n", "1. [Matplotlib's own showcase of the xkcd style](http://matplotlib.org/xkcd/examples/showcase/xkcd.html)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }