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October 16, 2014 05:22
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Piketty and Saez 2003, enhanced fig. 1
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| ## Top incomes data by Piketty and Saez, Sep 2013 update. | |
| ## 2014-10-16 | |
| ## source | |
| # T. Piketty and E. Saez, "Income Inequality in the United States, 1913-1998" | |
| # Quarterly Journal of Economics, 118(1), 2003, 1-39 [ fig. 1, enhanced ] | |
| ## packages | |
| library(ggplot2) | |
| library(reshape2) | |
| library(scales) | |
| library(xlsx) | |
| ## dataset | |
| file = "incomes.csv" | |
| if(!file.exists(file)) { | |
| download.file("http://emlab.berkeley.edu/~saez/TabFig2012prel.xls", file, mode = "wb") | |
| # read XLSX | |
| ps = read.xlsx(file, sheetName = "Table A1", | |
| startRow = 4, endRow = 105, colIndex = 1:7) | |
| # drop first row | |
| ps = ps[ -1, ] | |
| # write CSV | |
| write.csv(ps, file, row.names = FALSE) | |
| } | |
| # read CSV | |
| ps = read.csv(file, stringsAsFactors = FALSE) | |
| # result | |
| str(ps) | |
| ## variables | |
| # names | |
| names(ps) = c("Year", paste0("top ", c(10, 5, 1, 0.5, 0.1, 0.01), "%")) | |
| # reshape | |
| ps = melt(ps, id = "Year", variable = "Fractile") | |
| # subset | |
| ps = na.omit(ps) | |
| # result | |
| head(ps) | |
| tail(ps) | |
| ## plot | |
| qplot(data = ps, x = Year, y = value / 100, linetype = Fractile, geom = "line") + | |
| labs(y = NULL, x = NULL, title = "U.S. Top Income Shares of National Revenue, 1917-2012\n") + | |
| geom_text(data = subset(ps, Year == 2012), aes(x = 2014, label = Fractile, hjust = 0)) + | |
| scale_x_continuous(lim = c(1911, 2031), breaks = seq(1910, 2010, by = 20)) + | |
| scale_y_continuous(labels = percent) + | |
| theme_minimal(12) + | |
| theme(legend.position = "none") | |
| # uncomment to save | |
| # ggsave("piketty_saez.png", width = 11, height = 6.375) | |
| ## have a nice day |
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