{ "cells": [ { "cell_type": "code", "execution_count": 12, "id": "initial_id", "metadata": { "ExecuteTime": { "end_time": "2024-01-03T22:15:35.162726Z", "start_time": "2024-01-03T22:15:35.058002400Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "markdown", "id": "aad8f1be5516012d", "metadata": { "collapsed": false }, "source": [ "# Reading Data" ] }, { "cell_type": "code", "execution_count": 13, "id": "4ccb436b57193789", "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-01-03T22:15:35.232271100Z", "start_time": "2024-01-03T22:15:35.152553400Z" } }, "outputs": [], "source": [ "climate_change = pd.read_csv(\"../datasets/climate_change.csv\", parse_dates=[\"date\"], index_col=[\"date\"])\n", "medals = pd.read_csv(\"../datasets/medals_by_country_2016.csv\", index_col=0)" ] }, { "cell_type": "markdown", "id": "aa200e2713b69a1d", "metadata": { "collapsed": false }, "source": [ "# Example 1 - Sharing y axis" ] }, { "cell_type": "code", "execution_count": 14, "id": "668201961b8eb4dc", "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-01-03T22:15:37.684761200Z", "start_time": "2024-01-03T22:15:35.203267700Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 1, sharey=True) # It shares the same y axys for both graphs\n", "ax[0].plot(climate_change.index, climate_change[\"co2\"])\n", "ax[1].plot(climate_change.index, climate_change[\"relative_temp\"])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1b37396825dd9dac", "metadata": { "collapsed": false }, "source": [ "# Example 2 - Two y axis in the same x axis - with anotation" ] }, { "cell_type": "code", "execution_count": 15, "id": "6c434eb6e92c6dec", "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-01-03T22:15:39.460457Z", "start_time": "2024-01-03T22:15:37.581686300Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_timeseries(ax, x, y, color, xlabel, ylabel):\n", " ax.plot(x, y, color=color)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel, color=color)\n", " ax.tick_params(axis='y', colors=color)\n", " \n", "fig, ax = plt.subplots()\n", "plot_timeseries(ax, climate_change.index, climate_change[\"co2\"], \"blue\", \"Time\", \"CO2 (ppm)\")\n", "ax2 = ax.twinx()\n", "plot_timeseries(ax2, climate_change.index, climate_change[\"relative_temp\"], \"red\", \"Time\", \"Relative Temperature (Celsius)\")\n", "ax2.annotate(\">1 degree\", \n", " xy=(pd.Timestamp('2015-10-06'),1), \n", " xytext=(pd.Timestamp('2008-10-06'),-0.2),\n", " arrowprops={\"arrowstyle\":\"->\", \"color\":\"gray\"})\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5550f7531a905390", "metadata": { "collapsed": false }, "source": [ "# Example 3 - Medals won by country" ] }, { "cell_type": "code", "execution_count": 16, "id": "eb319da7b22620f1", "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-01-03T22:15:39.919026900Z", "start_time": "2024-01-03T22:15:39.452880300Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\franc\\AppData\\Local\\Temp\\ipykernel_1016\\2880509723.py:5: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax.set_xticklabels(medals.index, rotation=90)\n" ] }, { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.bar(medals.index, medals[\"Gold\"], label=\"Gold\")\n", "ax.bar(medals.index, medals[\"Silver\"], bottom=medals[\"Gold\"], label=\"Silver\")\n", "ax.bar(medals.index, medals[\"Bronze\"], bottom=medals[\"Gold\"] + medals[\"Silver\"], label='Bronze')\n", "ax.set_xticklabels(medals.index, rotation=90)\n", "ax.set_ylabel(\"Number of medals\")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "491f5d0a18d552ec", "metadata": { "collapsed": false }, "source": [ "# Example 4 - Histogram" ] }, { "cell_type": "code", "execution_count": 17, "id": "437cb1d899084847", "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-01-03T22:15:40.033774700Z", "start_time": "2024-01-03T22:15:39.918017400Z" } }, "outputs": [ { "data": { "text/plain": "'\\nfig, ax = plt.subplots()\\n\\n# Plot a histogram of \"Weight\" for mens_rowing\\nax.hist(mens_rowing[\"Weight\"], label=\"Rowing\", histtype=\"step\", bins=5)\\n\\n# Compare to histogram of \"Weight\" for mens_gymnastics\\nax.hist(mens_gymnastics[\"Weight\"], label=\"Gymnastics\", histtype=\"step\", bins=5)\\n\\nax.set_xlabel(\"Weight (kg)\")\\nax.set_ylabel(\"# of observations\")\\n\\n# Add the legend and show the Figure\\nax.legend()\\nplt.show()\\n'" }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\"\"\"\n", "fig, ax = plt.subplots()\n", "\n", "# Plot a histogram of \"Weight\" for mens_rowing\n", "ax.hist(mens_rowing[\"Weight\"], label=\"Rowing\", histtype=\"step\", bins=5)\n", "\n", "# Compare to histogram of \"Weight\" for mens_gymnastics\n", "ax.hist(mens_gymnastics[\"Weight\"], label=\"Gymnastics\", histtype=\"step\", bins=5)\n", "\n", "ax.set_xlabel(\"Weight (kg)\")\n", "ax.set_ylabel(\"# of observations\")\n", "\n", "# Add the legend and show the Figure\n", "ax.legend()\n", "plt.show()\n", "\"\"\"\n" ] }, { "cell_type": "markdown", "id": "ccdc4b35529e28d4", "metadata": { "collapsed": false }, "source": [ "# Example 5 - Boxplot" ] }, { "cell_type": "code", "execution_count": 18, "id": "33541ead456b2794", "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-01-03T22:15:40.085367300Z", "start_time": "2024-01-03T22:15:39.932831700Z" } }, "outputs": [ { "data": { "text/plain": "'\\nfig, ax = plt.subplots()\\n\\n# Add a boxplot for the \"Height\" column in the DataFrames\\nax.boxplot([mens_rowing[\"Height\"], mens_gymnastics[\"Height\"]])\\n\\n# Add x-axis tick labels:\\nax.set_xticklabels([\"Rowing\", \"Gymnastics\"])\\n\\n# Add a y-axis label\\nax.set_ylabel(\"Height (cm)\")\\n\\nplt.show()\\n'" }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\"\"\"\n", "fig, ax = plt.subplots()\n", "\n", "# Add a boxplot for the \"Height\" column in the DataFrames\n", "ax.boxplot([mens_rowing[\"Height\"], mens_gymnastics[\"Height\"]])\n", "\n", "# Add x-axis tick labels:\n", "ax.set_xticklabels([\"Rowing\", \"Gymnastics\"])\n", "\n", "# Add a y-axis label\n", "ax.set_ylabel(\"Height (cm)\")\n", "\n", "plt.show()\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "c231db67696c4f78", "metadata": { "collapsed": false }, "source": [ "# Example 6 - Scatter plots" ] }, { "cell_type": "code", "execution_count": 19, "id": "48ddfc90d8f7d976", "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-01-03T22:15:40.373081100Z", "start_time": "2024-01-03T22:15:39.955034800Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eighties = climate_change[\"1980-01-01\":\"1989-12-31\"]\n", "nineties = climate_change[\"1990-01-01\":\"1999-12-31\"]\n", "fig, ax = plt.subplots()\n", "ax.scatter(eighties[\"co2\"], eighties[\"relative_temp\"], color=\"red\", label=\"eighties\")\n", "ax.scatter(nineties[\"co2\"], nineties[\"relative_temp\"], color=\"blue\", label=\"nineties\")\n", "ax.set_xlabel(\"CO2 (ppm)\")\n", "ax.set_ylabel(\"Relatiive temperature (Celsius)\")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "id": "a299a35d2a25ac97", "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-01-03T22:15:40.662650500Z", "start_time": "2024-01-03T22:15:40.368540300Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(climate_change[\"co2\"], climate_change[\"relative_temp\"], c=climate_change.index)\n", "ax.set_xlabel(\"CO2 (ppm)\")\n", "ax.set_ylabel(\"Relatiive temperature (Celsius)\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "id": "65043296a39a19ba", "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-01-03T22:15:40.947397100Z", "start_time": "2024-01-03T22:15:40.656045Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use(\"tableau-colorblind10\")\n", "fig, ax = plt.subplots()\n", "ax.scatter(climate_change[\"co2\"], climate_change[\"relative_temp\"], c=climate_change.index)\n", "ax.set_xlabel(\"CO2 (ppm)\")\n", "ax.set_ylabel(\"Relatiive temperature (Celsius)\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 5 }