{ "cells": [ { "cell_type": "markdown", "id": "6eef6f4d-dfdf-4e16-bcac-5ba70356672a", "metadata": {}, "source": [ "# Import libraries" ] }, { "cell_type": "code", "execution_count": 25, "id": "adc16d7f-d534-45a6-b507-943069060c31", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "5bfcfe17-df31-4683-b3ab-2b37e957b2df", "metadata": {}, "source": [ "# User input" ] }, { "cell_type": "code", "execution_count": 26, "id": "4325a3e9-4152-41ff-a301-4399d84f6489", "metadata": {}, "outputs": [], "source": [ "year_born = 1987" ] }, { "cell_type": "markdown", "id": "06d5d32f-85c2-4bab-bfcf-4a731d10e1ed", "metadata": {}, "source": [ "# Get the data" ] }, { "cell_type": "code", "execution_count": 27, "id": "63ef2548-e996-4608-9547-ef512ac16963", "metadata": {}, "outputs": [], "source": [ "# The code below fetches the data from the \"Our World in Data\" Github page. \n", "# This is the data behind this graph/table: https://ourworldindata.org/grapher/cumulative-co-emissions\n", "# If the url does not work you can also use the data provided, by uncommenting the line below.\n", "df = pd.read_csv('./data/owid-co2-data.csv', header =0)\n", "# df = pd.read_csv('https://nyc3.digitaloceanspaces.com/owid-public/data/co2/owid-co2-data.csv', header=0)" ] }, { "cell_type": "markdown", "id": "16d9f463-a017-4ac1-8f9c-e8c7c333408b", "metadata": {}, "source": [ "# Process the data" ] }, { "cell_type": "code", "execution_count": 28, "id": "c45399e7-da7d-4c12-a75c-51761a9ac8e9", "metadata": {}, "outputs": [], "source": [ "# Select only data for World\n", "df = df[df['country'] == 'World']\n", "\n", "# Select year and Cumulative CO2\n", "df = df[['year','cumulative_co2']]\n", "\n", "# Turn year to integer\n", "df['year'] = df['year'].astype(int)\n", "\n", "# Subtract from every cumulative value what has been emitted until 1750\n", "df['cumulative_co2']=df['cumulative_co2']-df['cumulative_co2'].iloc[0]\n", "\n", "# For every row:\n", "# 1. Calculate difference between \"cumulative CO2 in year i\" and \"cumulative CO2 in last year\" \n", "# 2. Divide this difference with \"cumulative CO2 in last year\" \n", "\n", "sums = []\n", "\n", "for i in range(len(df)):\n", " share_gen = (df['cumulative_co2'].iloc[-1]-df['cumulative_co2'].iloc[i])/df['cumulative_co2'].iloc[-1]*100\n", " sums.append(share_gen)\n", "\n", "# Add the new column of sums to the original DataFrame\n", "df['share_gen'] = sums\n", "\n", "# Select every fifth row\n", "df = df.iloc[::5]\n", "\n", "# Select data for people who were born in the last 100 years\n", "scope = int(100/5)\n", "df = df.tail(scope).reset_index(drop=True)\n" ] }, { "cell_type": "markdown", "id": "c4522817-24cb-4a71-b49f-501061a2e5f4", "metadata": {}, "source": [ "# Plotting" ] }, { "cell_type": "code", "execution_count": 29, "id": "b690b7ab-388f-4a0f-84cd-bbaceab2f7fb", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a horizontal barplot of year against cumulative_co2\n", "ax = df.plot.barh(x='year', y='share_gen', color = 'silver', width=0.8, linestyle = \"\")\n", "\n", "# Add rasters to the plot\n", "ax.grid(axis='x', linestyle='-', alpha=0.5, color = 'white', zorder=1)\n", "ax.grid(axis='y', linestyle='-', alpha=0.5, color = 'white', zorder=1)\n", "\n", "# Add names to axes\n", "ax.set_ylabel('year of birth')\n", "ax.set_xlabel('percentage')\n", "\n", "# Add title\n", "ax.set_title('Percentage of global CO2 emissions since 1750\\n occurring in your lifetime (last updated: %s)' % df['year'].iloc[-1])\n", "\n", "# Turn off the legend\n", "ax.legend().set_visible(False)\n", "\n", "# Turn on raster\n", "ax.set_xticks(range(0, 101, 10));\n", "\n", "# Round the year born to intervals of 5\n", "year_born_round = int(5 * round(float(year_born)/5))\n", "\n", "# Find index in df of year born\n", "year_born_index = df[df['year'] == year_born_round].index.tolist()[0]\n", "\n", "# Add explainer to top right\n", "props = dict(boxstyle='round', facecolor='lightcoral', alpha=0.5)\n", "ax.text(0.63, 0.975, \"If you were born in %s,\\n%s%% of the total amount \\nof CO2 that has been \\nemitted since 1750, has \\nbeen emitted in your \\nlifetime.\" % \n", "(int(df['year'].iloc[year_born_index].item()), \n", " int(df['share_gen'].iloc[year_born_index].item())), \n", "transform=ax.transAxes, fontsize=10,\n", "verticalalignment='top', bbox=props);\n", "\n", "# Give the right bar a different color\n", "ax.patches[year_born_index].set_facecolor('lightcoral');\n", "\n", "# Draw the vertical line towards the red bar\n", "plt.vlines(x = df['share_gen'].iloc[year_born_index], ymin = -1, ymax = year_born_index, color='lightcoral');\n", "\n", "plt.figtext(0.06, 0.02, 'https://git.pub.solar/misha/share_CO2_generation', fontsize = 7) \n", "plt.figtext(0.97, 0.02, 'Original from https://x.com/neilrkaye', ha='right', fontsize = 7) # \n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] } ], "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": "3.11.2" } }, "nbformat": 4, "nbformat_minor": 5 }