{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pylab import *\n", "%matplotlib inline\n", "xkcd()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmsAAAGgCAYAAAD1iyAOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1UYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, axes = subplots(2, 1, figsize=[6, 6])\n", "axes = axes.flatten()\n", "\n", "labels = ['Opinion', 'News I do not\\ncare about', 'News I care about', 'Headlines']\n", "frac1 = [0.33, 0.01, 0.33, 0.33]\n", "frac2 = [0.05, 0.89, 0.05, 0.01]\n", "\n", "axes[0].pie(frac1, labels=labels);\n", "axes[0].set_title('Relative importance in judging media')\n", "axes[1].pie(frac2, labels=labels);\n", "axes[1].set_title('Relative amount of content')\n", "\n", "f.tight_layout()" ] } ], "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }