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<h1>Capital in the 21st Century: Chapter 0</h1>
<h3>Data provenance</h3>
<p>The data were downloaded as Excel files from: <a href="http://piketty.pse.ens.fr/en/capital21c2">http://piketty.pse.ens.fr/en/capital21c2</a>. </p>
<h3>Loading relevant libraries and data</h3>
<p>This document depends on the <a href="http://cran.r-project.org/web/packages/xlsx/index.html">xlsx</a>, <a href="http://cran.r-project.org/web/packages/reshape2/index.html">reshape2</a>, and <a href="http://cran.r-project.org/web/packages/ggplot2/index.html">googleVis</a> packages.</p>
<pre><code class="r">library(ggplot2)
library(xlsx)
library(reshape2)
tsi1 = read.xlsx("./Piketty2014FiguresTables/Chapter0TablesFigures.xlsx", sheetName = "TSI.1",
rowIndex = 7:107, colIndex = 1:2, header = FALSE)
names(tsi1) = c("year", "top10is")
tsi2 = read.xlsx("./Piketty2014FiguresTables/Chapter0TablesFigures.xlsx", sheetName = "TSI.2",
rowIndex = 6:20, colIndex = 1:4, header = FALSE)
names(tsi2) = c("year", "germany", "france", "britain")
tsi2 = melt(tsi2, id.vars = c("year"))
names(tsi2) = c("year", "Country", "ciratio")
</code></pre>
<h2>Make FI.1</h2>
<p>This code remakes Figure FI.1. </p>
<pre><code class="r">qplot(year, top10is, data = tsi1, geom = c("point", "line"), xlab = "Year",
ylab = "Share of top decile in national income")
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-1"/> </p>
<h2>Make FI.2</h2>
<p>This code remakes Figure FI.2. </p>
<pre><code class="r">ggplot(data = tsi2, aes(x = year, y = ciratio, group = Country, colour = Country)) +
geom_line() + geom_point() + ylab("Market value of private capital (% national income)") +
xlab("Year")
</code></pre>
<p><img 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" 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