{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T16:33:02.813269Z", "start_time": "2019-12-25T16:33:02.079738Z" } }, "outputs": [], "source": [ "from matplotlib import pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T16:33:02.825038Z", "start_time": "2019-12-25T16:33:02.818182Z" } }, "outputs": [], "source": [ "plt.style.use('seaborn-white')\n", "plt.rc('figure', figsize=(8, 6))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T16:33:03.193406Z", "start_time": "2019-12-25T16:33:02.828734Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# slices = [60, 40]\n", "# Colors:\n", "# Blue = #008fd5\n", "# Red = #fc4f30\n", "# Yellow = #e5ae37\n", "# Green = #6d904f\n", "\n", "slices = [120, 80, 30, 20]\n", "labels = ['Sixty', 'forty', 'Extra1', 'Extra1']\n", "colors = ['#008fd5', '#fc4f30', '#e5ae37', '#6d904f']\n", "\n", "# https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.patches.Wedge.html\n", "\n", "plt.pie(slices, labels=labels, colors=colors,\n", " wedgeprops={'edgecolor': 'black'})\n", "\n", "plt.title('My Awesome Pie Chart')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T16:33:03.205238Z", "start_time": "2019-12-25T16:33:03.196706Z" } }, "outputs": [], "source": [ "# Language Popularity\n", "slices = [59219, 55466, 47544, 36443, 35917]\n", "\n", "labels = ['JavaScript', 'HTML/CSS', 'SQL', 'Python', 'Java']" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T16:33:03.352197Z", "start_time": "2019-12-25T16:33:03.208894Z" } }, "outputs": [], "source": [ "explode = [0, 0, 0, 0.1, 0]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T16:33:04.045892Z", "start_time": "2019-12-25T16:33:03.358297Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.xkcd()\n", "plt.pie(slices, labels=labels, explode=explode, shadow=True,\n", " startangle=90, autopct='%1.1f%%',\n", " wedgeprops={'edgecolor': 'black'})\n", "\n", "# explode - to emphasis on a cut\n", "# shadow - to give a shadow to the chart\n", "# startangle - start at a certain angle\n", "# autopct - calculate percentages\n", "\n", "\n", "plt.title('My Awesome Pie Chart')\n", "plt.tight_layout()\n", "plt.savefig(r'plots/plot3-1.png')\n", "plt.show()" ] } ], "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": "3.7.4" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }