{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploring the Top Incomes Database with Pandas and Matplotlib\n", "\n", "**Author:** [Ramiro Gómez](https://ramiro.org/)\n", "\n", "The [World Top Incomes Database](http://topincomes.g-mond.parisschoolofeconomics.eu/) originated from research by Thomas Piketty on the distribution of top incomes in France in 2001 and has since then gathered information for more than 20 countries generating a large volume of data, intended as a resource for further analysis and research. The database is compiled and maintained by Facundo Alvaredo, Tony Atkinson, Thomas Piketty and Emmanuel Saez.\n", "\n", "The income data being explored in this notebook was downloaded on July 25, 2015. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%load_ext signature\n", "%matplotlib inline\n", "\n", "import itertools\n", "import math\n", "\n", "import pandas as pd\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "plt.style.use('ramiro')\n", "\n", "df = pd.read_excel('csv/top-incomes.xlsx', 1, skiprows=1)\n", "\n", "chartinfo = 'Author: Ramiro Gómez - ramiro.org • Data: World Top Incomes Database - parisschoolofeconomics.eu'\n", "infosize = 13" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring the dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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CountryYearTop 10% income shareTop 10% income share-LADTop 10% income share-married couples & single adultsTop 10% income share-adultsTop 10% income share-tax dataTop 10% income share-IDSTop 5% income shareTop 5% income share-LAD...Top 0.5-0.1% average income-including capital gainsTop 0.1-0.01% average income-including capital gainsP90 income threshold-including capital gainsP95 income threshold-including capital gainsP99 income threshold-including capital gainsP99.5 income threshold-including capital gainsP99.9 income threshold-including capital gainsP99.99 income threshold-including capital gainsPareto-Lorenz coefficientInverted Pareto-Lorenz coefficient
0Argentina1932NaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN1.6592.517
1Argentina1933NaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN1.6742.484
2Argentina1934NaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN1.6522.534
3Argentina1935NaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN1.6552.526
4Argentina1936NaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN1.7232.382
\n", "

5 rows × 412 columns

\n", "
" ], "text/plain": [ " Country Year Top 10% income share Top 10% income share-LAD \\\n", "0 Argentina 1932 NaN NaN \n", "1 Argentina 1933 NaN NaN \n", "2 Argentina 1934 NaN NaN \n", "3 Argentina 1935 NaN NaN \n", "4 Argentina 1936 NaN NaN \n", "\n", " Top 10% income share-married couples & single adults \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "\n", " Top 10% income share-adults Top 10% income share-tax data \\\n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "\n", " Top 10% income share-IDS Top 5% income share Top 5% income share-LAD \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "3 NaN NaN NaN \n", "4 NaN NaN NaN \n", "\n", " ... \\\n", "0 ... \n", "1 ... \n", "2 ... \n", "3 ... \n", "4 ... \n", "\n", " Top 0.5-0.1% average income-including capital gains \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "\n", " Top 0.1-0.01% average income-including capital gains \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "\n", " P90 income threshold-including capital gains \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "\n", " P95 income threshold-including capital gains \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "\n", " P99 income threshold-including capital gains \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "\n", " P99.5 income threshold-including capital gains \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "\n", " P99.9 income threshold-including capital gains \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "\n", " P99.99 income threshold-including capital gains Pareto-Lorenz coefficient \\\n", "0 NaN 1.659 \n", "1 NaN 1.674 \n", "2 NaN 1.652 \n", "3 NaN 1.655 \n", "4 NaN 1.723 \n", "\n", " Inverted Pareto-Lorenz coefficient \n", "0 2.517 \n", "1 2.484 \n", "2 2.534 \n", "3 2.526 \n", "4 2.382 \n", "\n", "[5 rows x 412 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The table has one record per year and country for more than 400 different variables. Coverage for each country and year varies in the top incomes database. To first compare countries in a single year, we have to make sure, that there is sufficient data available.\n", "\n", "So let's find out the most recent year that has at least 15 records in the `Top 1% income share` column. We set column variables, create a new dataframe with the relevant columns, call the `value_counts()` method of the `Year` series, then select only the years with more then 15 records, and sort the result in descending order by year." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2010 16\n", "2009 17\n", "2008 17\n", "2007 17\n", "2006 17\n", "dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "income_col = 'Top 1% income share'\n", "cols = ['Year', 'Country', income_col]\n", "df_top = df[cols].dropna(axis=0, how='any')\n", "\n", "year_counts = df_top.Year.value_counts()\n", "sufficient = year_counts[year_counts > 15]\n", "sufficient.sort_index(ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Income share of the top 1% earners across countries in 2010\n", "\n", "Since 2010 is the most recent year with enough records, it will be used for plotting a country ranking sorted by the income share of the top 1% earners from higher to lower percentages." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ovaupVKlS7Nu3j/v37xMYGJjv++HyUpD9Gxsby48//shHH32k96S0X79+jB49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\nGgUFBVRUVJCVlaW3rjZu3CiVy9ixY7lw4QKpqanS8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "year = 2010\n", "title = 'Income share of the top 1% earners across countries in {}'.format(year)\n", "\n", "df_top_year = df_top[df_top['Year'] == year].sort(columns=[income_col])\n", "\n", "s = df_top_year.set_index('Country')[income_col]\n", "ax = s.plot(\n", " kind='barh',\n", " figsize=(12, 8), \n", " title=title)\n", "ax.tick_params(labelbottom='off')\n", "ax.set_ylabel('', visible=False)\n", "\n", "for i, label in enumerate(s):\n", " ax.annotate(str(label) + '%', (label + .2, i - .15))\n", "\n", "plt.annotate(chartinfo, xy=(0, -1.04), xycoords='axes fraction', fontsize=infosize)\n", "plt.savefig('img/income-share-top1-{}.png'.format(year), bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How the top 1% income share evolved in the past century\n", "\n", "Next let's look at how the income share of the top 1% earners evolved during the past 100 years in all countries where at least one record is available within this period. To show change over time a line chart is often most suitable. Since there are more than 20 countries in the income database each country will be plotted as a separate line chart in a grid of small multiples.\n", "\n", "First we create a pivot table, so that each country is in a separate column and the years are in rows. Then calculate the minimum and maximum years used in the title and to create the x-ticks, set the number of grid columns to 5 and deduce the appropriate number of rows, and set some descriptive text to be displayed at the bottom." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df_pivot = df_top.pivot(*cols)\n", "\n", "num_countries = len(df_pivot.columns)\n", "xmax = max(df_pivot.index)\n", "xmin = xmax - 100\n", "\n", "ncols = 5\n", "nrows = math.ceil(num_countries / ncols)\n", "\n", "title = 'Income share of the top 1% earners in {:d} countries between {:d} and {:d}'.format(num_countries, xmin, xmax)\n", "footer = 'Included are countries with at least one record for the top 1% income share in the given time range.\\n' + chartinfo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To create small multiples we use matplotlib's `subplots` method setting the number of rows and columns according to previous calculations and making sure the x- and y-axes have the same scale in each plot.\n", "\n", "It's worth pointing out that the value range for the x-axes (`xlim`) is set for each chart explicitly since the pivot table also contains rows for years before 1914. These shall not be displayed though, because they do not contain data on the top 1% earners." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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CWtqaNWvw8OFDeHh44O7du8jJyUFaWhrGjRtXpfQICY9ZcQ17WTx79gw9e/aE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\nIYQQQgghhFBZq0jM3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j3N3RfT0tK49957mTNnzm+Otp6LQYMGsWjRIp5++mmGDBnC0aNH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, sharex=True, sharey=True)\n", "fig.suptitle(title, y=1.03, fontsize=20)\n", "fig.set_figwidth(12)\n", "fig.set_figheight(11)\n", "\n", "for idx, coords in enumerate(itertools.product(range(nrows), range(ncols))):\n", " ax = axes[coords[0], coords[1]]\n", " country = df_pivot.columns[idx]\n", " df_pivot[country].plot(\n", " ax=ax,\n", " xlim=(xmin, xmax)\n", " )\n", " \n", " ax.set_title(country, fontsize=15)\n", " ax.set_xlabel('', visible=False)\n", " ax.set_xticks(list(range(xmin, xmax + 1, 25)))\n", " ax.tick_params(pad=10, labelsize=11)\n", " ax.tick_params(labelsize=11)\n", " ax.yaxis.set_major_formatter(\n", " mpl.ticker.FuncFormatter(lambda val, p: '{}%'.format(int(val))))\n", "\n", "\n", "fig.text(0, -.03, footer, fontsize=infosize)\n", "fig.tight_layout()\n", "\n", "plt.savefig('img/income-share-top1-{}-countries-{}-{}.png'.format(num_countries, xmin, xmax), bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that in the displayed period France, Japan and the United States have the best data coverage for this indicator and countries like China, Colombia and Uruguay have very few data points.\n", "\n", "The Netherlands went from an extremely high income share of almost 30% in 1914 to about 6 in 2014. Also in countries like France, Sweden and Japan the income share of the top earners is clearly lower than a hundred years ago. In the US and Canada there is a decreasing trend at the beginning and a steep increase in the more recent past.\n", "\n", "## Evolution of top incomes in the US\n", "\n", "The US having good data coverage and being a very strong economy let's now look at their evolution of the top incomes. We'll create a line chart that shows the average income and the average income including capital gains for the top 0.1% and 1%." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cols = [\n", " 'Top 0.1% average income',\n", " 'Top 0.1% average income-including capital gains', \n", " 'Top 1% average income',\n", " 'Top 1% average income-including capital gains'\n", "]\n", "highlight = 'Top 0.1% average income-including capital gains'\n", "\n", "df_us = df[df['Country'] == 'United States']\n", "df_us.set_index('Year', inplace=True)\n", "\n", "xmax = df_us.index.max()\n", "xmin = xmax - 100\n", "\n", "title = 'Evolution of the top incomes in the US from {} to {}'.format(xmin, xmax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After setting the columns and limiting the dataset to the US, we can simply call the plot method of the `df_us` dataframe for drawing the lines. We could stop there, but we can improve the chart by making the numbers used as y-ticks easier to read, setting an appropriate label for the y-axes, set the legend position and size and add annotation with meta info and the 2 hightest values to add some historical context." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vKLW9wfvPf/6Dh4cHy5Ytk1dV8/b2ZtSoUXTp0qXA8tJ2vDhvg7t3746joyPz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\nSpKUkpLCo48+2uCyc3JyCAwMxMvLizZt2hAaGsq8efOUz+rRowehoaEMGjS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = df_us[cols].plot(figsize=(12, 10), title=title)\n", "\n", "ax.yaxis.set_major_formatter(\n", " mpl.ticker.FuncFormatter(lambda val, p: format(int(val), ',')))\n", "\n", "ax.set_ylabel('Real 2014 US Dollars', fontsize=13)\n", "ax.set_xlabel('', visible=False)\n", "ax.legend(loc=2, prop={'size': 12})\n", "plt.annotate(chartinfo, xy=(0, -1.1), xycoords='axes fraction', fontsize=infosize)\n", "\n", "plt.annotate(\n", " 'Dot-com bust', \n", " xy=(2000, df_us.ix[2000][highlight]),\n", " xytext=(0, 5),\n", " textcoords='offset points',\n", " ha='center',\n", " va='bottom',\n", " size=11)\n", "\n", "plt.annotate(\n", " 'Financial crisis', \n", " xy=(2007, df_us.ix[2007][highlight]),\n", " xytext=(0, 5),\n", " textcoords='offset points',\n", " ha='center',\n", " va='bottom',\n", " size=11)\n", "\n", "plt.savefig('img/income-share-top-us-{}-{}.png'.format(xmin, xmax), bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The average income of top 0.1% earners clearly increased the most over the hundred year period, most dramatically beginning in the mid 1980s. In the past 30 years we see the most extreme fluctuations, for example the steep increase and decline around the dot-com bust in 2000 and the financial crisis of 2007-08.\n", "\n", "Especially, the richest of the rich earn a lot more than the vast majority of people. In the recent past there is a clear trend in the US and also other countries towards more income inequality, which is pretty alarming and bears a lot of potential for future conflicts." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "Author: Ramiro Gómez\n", " • Last edited: July 31, 2015" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%signature" ] } ], "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": "3.3.5" } }, "nbformat": 4, "nbformat_minor": 0 }