{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:46.360721Z", "start_time": "2019-12-25T12:41:46.028171Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:46.365657Z", "start_time": "2019-12-25T12:41:46.361668Z" } }, "outputs": [], "source": [ "from matplotlib import pyplot as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:46.499107Z", "start_time": "2019-12-25T12:41:46.367690Z" } }, "outputs": [ { "data": { "text/plain": [ "['bmh',\n", " 'classic',\n", " 'dark_background',\n", " 'fast',\n", " 'fivethirtyeight',\n", " 'ggplot',\n", " 'grayscale',\n", " 'seaborn-bright',\n", " 'seaborn-colorblind',\n", " 'seaborn-dark-palette',\n", " 'seaborn-dark',\n", " 'seaborn-darkgrid',\n", " 'seaborn-deep',\n", " 'seaborn-muted',\n", " 'seaborn-notebook',\n", " 'seaborn-paper',\n", " 'seaborn-pastel',\n", " 'seaborn-poster',\n", " 'seaborn-talk',\n", " 'seaborn-ticks',\n", " 'seaborn-white',\n", " 'seaborn-whitegrid',\n", " 'seaborn',\n", " 'Solarize_Light2',\n", " 'tableau-colorblind10',\n", " '_classic_test']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# availables styles\n", "plt.style.available" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:46.636855Z", "start_time": "2019-12-25T12:41:46.500021Z" } }, "outputs": [], "source": [ "plt.style.use('seaborn-white')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:46.774810Z", "start_time": "2019-12-25T12:41:46.638852Z" } }, "outputs": [], "source": [ "# Median Developer Salaries by Age\n", "ages_x = [25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35]\n", "\n", "dev_y = [38496, 42000, 46752, 49320, 53200,\n", " 56000, 62316, 64928, 67317, 68748, 73752]\n", "\n", "# Median Python Developer Salaries by Age\n", "\n", "py_dev_y = [45372, 48876, 53850, 57287, 63016,\n", " 65998, 70003, 70000, 71496, 75370, 83640]\n", "\n", "# Median JavaScript Developer Salaries by Age\n", "js_dev_y = [37810, 43515, 46823, 49293, 53437,\n", " 56373, 62375, 66674, 68745, 68746, 74583]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:47.375542Z", "start_time": "2019-12-25T12:41:46.775653Z" } }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.legend.Legend at 0x1e7c4ffcf08>" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(ages_x, dev_y, label='All Devs')\n", "plt.plot(ages_x, py_dev_y, label='Python')\n", "\n", "plt.xlabel(\"Ages\")\n", "plt.ylabel(\"Median Salary (USD)\")\n", "plt.title(\"Median Salary (USD) by Age\")\n", "\n", "# adding legend\n", "# method 1\n", "# plt.legend(['All Devs', 'Python'])\n", "# method 2 - pass a label argument to plot\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Format Strings\n", "\n", "A format string consists of a part for color, marker and line:\n", "```python\n", "fmt = '[marker][line][color]'\n", "```\n", "\n", "\n", "**Markers**\n", "\n", "|character|\tdescription|\n", "|--|--|\n", "|**.**|\tpoint marker|\n", "|**,**|\tpixel marker|\n", "|**o**|\tcircle marker|\n", "|**v**|\ttriangle_down marker|\n", "|**^**|\ttriangle_up marker|\n", "|**<**|\ttriangle_left marker|\n", "|**>**|\ttriangle_right marker|\n", "|**1**|\ttri_down marker|\n", "|**2**|\ttri_up marker|\n", "|**3**|\ttri_left marker|\n", "|**4**|\ttri_right marker|\n", "|**s**|\tsquare marker|\n", "|**p**|\tpentagon marker|\n", "|*****|\tstar marker|\n", "|**h**|\thexagon1 marker|\n", "|**H**|\thexagon2 marker|\n", "|**+**|\tplus marker|\n", "|**x**|\tx marker|\n", "|**D**|\tdiamond marker|\n", "|**d**|\tthin_diamond marker|\n", "|**'**|\tvline marker|\n", "|**_**|\thline marker|\n", "\n", "\n", "**Line Styles**\n", "\n", "|character|\tdescription|\n", "|--|--|\n", "|**-**| solid line style|\n", "|**--**\t|dashed line style|\n", "| **-.**|dash-dot line style|\n", "| **:**\t|dotted line style|\n", "\n", "|Example| format strings:|\n", "|--|--|\n", "|**b**| blue markers with default shape|\n", "|**or**| red circles|\n", "|**-g**| green solid line|\n", "|**--**| dashed line with default color|\n", "|**^k:**| black triangle_up markers connected by a dotted line|\n", "\n", "\n", "**Colors**\n", "\n", "The supported color abbreviations are the single letter codes\n", "\n", "\n", "|character\t|color|\n", "|--|--|\n", "|**b**|\tblue|\n", "|**g**| green|\n", "|**r**| red|\n", "|**c**|\tcyan|\n", "|**m**|\tmagenta|\n", "|**y**|\tyellow|\n", "|**k**|\tblack|\n", "|**w**|\twhite|" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:47.524273Z", "start_time": "2019-12-25T12:41:47.377537Z" } }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.legend.Legend at 0x1e7c50e5b88>" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# change formatting of the plot\n", "# method 1\n", "\n", "plt.plot(ages_x, dev_y, 'k--', label='All Devs')\n", "plt.plot(ages_x, py_dev_y, 'b', label='Python')\n", "\n", "\n", "plt.xlabel(\"Ages\")\n", "plt.ylabel(\"Median Salary (USD)\")\n", "plt.title(\"Median Salary (USD) by Age\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:47.669207Z", "start_time": "2019-12-25T12:41:47.526229Z" } }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.legend.Legend at 0x1e7c515cac8>" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# proper method / more desirable\n", "\n", "plt.plot(ages_x, dev_y, color='k', linestyle='--', marker='.', label='All Devs')\n", "plt.plot(ages_x, py_dev_y, color='b', marker='o', label='Python')\n", "plt.xlabel(\"Ages\")\n", "plt.ylabel(\"Median Salary (USD)\")\n", "plt.title(\"Median Salary (USD) by Age\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:47.836615Z", "start_time": "2019-12-25T12:41:47.671202Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# using hexadecimal value for colors and linewidth\n", "\n", "plt.plot(ages_x, py_dev_y, linewidth=3, label='Python')\n", "\n", "plt.plot(ages_x, js_dev_y, linewidth=3, label='JavaScript')\n", "\n", "plt.plot(ages_x, dev_y, color='#444444', linestyle='--', label='All Devs')\n", "\n", "plt.xlabel(\"Ages\")\n", "plt.ylabel(\"Median Salary (USD)\")\n", "plt.title(\"Median Salary (USD) by Age\")\n", "plt.legend()\n", "\n", "# adding a grid\n", "plt.grid(True)\n", "\n", "# Automatically adjust subplot parameters to give specified padding.\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:48.140911Z", "start_time": "2019-12-25T12:41:47.838569Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# using xkcd format\n", "\n", "plt.xkcd()\n", "plt.plot(ages_x, py_dev_y, linewidth=3, label='Python')\n", "plt.plot(ages_x, js_dev_y, linewidth=3, label='JavaScript')\n", "plt.plot(ages_x, dev_y, color='#444444', linestyle='--', label='All Devs')\n", "plt.xlabel(\"Ages\")\n", "plt.ylabel(\"Median Salary (USD)\")\n", "plt.title(\"Median Salary (USD) by Age\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "# saving file\n", "plt.savefig(r'plots/plot1-1.png')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:48.151882Z", "start_time": "2019-12-25T12:41:48.141910Z" } }, "outputs": [], "source": [ "# ages 18-55\n", "\n", "# Ages 18 to 55\n", "ages_x = [18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,\n", " 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55]\n", "\n", "py_dev_y = [20046, 17100, 20000, 24744, 30500, 37732, 41247, 45372, 48876, 53850, 57287, 63016, 65998, 70003, 70000, 71496, 75370, 83640, 84666,\n", " 84392, 78254, 85000, 87038, 91991, 100000, 94796, 97962, 93302, 99240, 102736, 112285, 100771, 104708, 108423, 101407, 112542, 122870, 120000]\n", "\n", "js_dev_y = [16446, 16791, 18942, 21780, 25704, 29000, 34372, 37810, 43515, 46823, 49293, 53437, 56373, 62375, 66674, 68745, 68746, 74583, 79000,\n", " 78508, 79996, 80403, 83820, 88833, 91660, 87892, 96243, 90000, 99313, 91660, 102264, 100000, 100000, 91660, 99240, 108000, 105000, 104000]\n", "\n", "dev_y = [17784, 16500, 18012, 20628, 25206, 30252, 34368, 38496, 42000, 46752, 49320, 53200, 56000, 62316, 64928, 67317, 68748, 73752, 77232,\n", " 78000, 78508, 79536, 82488, 88935, 90000, 90056, 95000, 90000, 91633, 91660, 98150, 98964, 100000, 98988, 100000, 108923, 105000, 103117]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2019-12-25T12:41:48.641876Z", "start_time": "2019-12-25T12:41:48.152880Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(ages_x, py_dev_y, linewidth=3, label='Python')\n", "plt.plot(ages_x, js_dev_y, linewidth=3, label='JavaScript')\n", "plt.plot(ages_x, dev_y, color='#444444', linestyle='--', label='All Devs')\n", "plt.xlabel(\"Ages\")\n", "plt.ylabel(\"Median Salary (USD)\")\n", "plt.title(\"Median Salary (USD) by Age\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(r'plots/plot1-2.png')" ] } ], "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 }