{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.rc('figure', figsize=(10, 8))\n", "plt.style.use('seaborn-white')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Age</th>\n", " <th>All_Devs</th>\n", " <th>Python</th>\n", " <th>JavaScript</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>18</td>\n", " <td>17784</td>\n", " <td>20046</td>\n", " <td>16446</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>19</td>\n", " <td>16500</td>\n", " <td>17100</td>\n", " <td>16791</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>20</td>\n", " <td>18012</td>\n", " <td>20000</td>\n", " <td>18942</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>21</td>\n", " <td>20628</td>\n", " <td>24744</td>\n", " <td>21780</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>22</td>\n", " <td>25206</td>\n", " <td>30500</td>\n", " <td>25704</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Age All_Devs Python JavaScript\n", "0 18 17784 20046 16446\n", "1 19 16500 17100 16791\n", "2 20 18012 20000 18942\n", "3 21 20628 24744 21780\n", "4 22 25206 30500 25704" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_csv(r'examples/age_data.csv')\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "ages = data['Age']\n", "dev_salaries = data['All_Devs']\n", "py_salaries = data['Python']\n", "js_salaries = data['JavaScript']" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# fill entire area under python plotted area\n", "\n", "overall_median = 57287\n", "\n", "plt.plot(ages, dev_salaries, color='#444444', linestyle='--', label='All Devs')\n", "plt.plot(ages, py_salaries, label='Python')\n", "\n", "\n", "# plt.fill_between(ages, py_salaries, alpha=0.25)\n", "\n", "# fill between the overall median\n", "# plt.fill_between(ages, py_salaries, alpha=0.25, y2=overall_median)\n", "\n", "# filling only when a condition is met\n", "# fill with green when we are above the median salary\n", "plt.fill_between(ages, py_salaries, alpha=0.25, y2=overall_median, color='green',\n", " where=(py_salaries > overall_median), interpolate=True)\n", "\n", "# fill with red when we are below the median salary\n", "plt.fill_between(ages, py_salaries, alpha=0.25, y2=overall_median, color='red',\n", " where=(py_salaries <= overall_median), interpolate=True)\n", "\n", "\n", "# interpolate - make sure certain x-intersections don't get clipped\n", "\n", "plt.legend()\n", "plt.title('Median Salary (USD) by Age')\n", "plt.xlabel('Ages')\n", "plt.ylabel('Median Salary (USD)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# fill area between two different plots\n", "\n", "\n", "plt.plot(ages, dev_salaries, color='#444444', linestyle='--', label='All Devs')\n", "plt.plot(ages, py_salaries, label='Python')\n", "\n", "\n", "# filling only when a condition is met\n", "# fill with green when we are above the median salary\n", "plt.fill_between(ages, py_salaries, alpha=0.25, y2=dev_salaries, color='green',\n", " where=(py_salaries > dev_salaries), interpolate=True,\n", " label='Above AVG')\n", "\n", "# fill with red when we are below the median salary\n", "plt.fill_between(ages, py_salaries, alpha=0.25, y2=dev_salaries, color='red',\n", " where=(py_salaries <= dev_salaries), interpolate=True,\n", " label='Below AVG')\n", "\n", "\n", "# interpolate - make sure certain x-intersections don't get clipped\n", "\n", "plt.legend()\n", "plt.title('Median Salary (USD) by Age')\n", "plt.xlabel('Ages')\n", "plt.ylabel('Median Salary (USD)')\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" } }, "nbformat": 4, "nbformat_minor": 4 }