Created
September 3, 2018 18:25
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Figure of Cenozoic (last 66 million years) and future global temperatures expected with climate change
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library(ggplot2) | |
library(cowplot) | |
library(latex2exp) | |
#### PALEOTEMPERATURES #### | |
## Data from Hansen: http://www.columbia.edu/~jeh1/mailings/2012/20120508_ClimateSensitivity.pdf | |
## Available here: http://www.columbia.edu/~mhs119/Sensitivity+SL+CO2/Table.txt | |
hansen <- read.table("http://www.columbia.edu/~mhs119/Sensitivity+SL+CO2/Table.txt", | |
header = FALSE, dec = ".", nrows = 17604, skip = 9) | |
hansen <- hansen[, c(3,6)] | |
names(hansen) <- c("MyrBP", "Tabs") | |
hansen$logtime <- log10(hansen$MyrBP) | |
timebreaks <- c(0.001, 0.01, 0.1, 1, 10, 66) # in MyrBP | |
timebreaks.log <- log10(timebreaks) | |
time.labels <- TeX(c("10^{-3}", "10^{-2}", | |
"10^{-1}", "1", "10", "66")) | |
temp <- ggplot(hansen, aes(x = logtime, y = Tabs)) + | |
ylim(9, 30) + | |
labs(x = "Millions of years BP", y = "Temperature (ºC)") + | |
theme(axis.text.x = element_text(size = 10)) + | |
geom_line(colour = "Dark Red") + | |
scale_x_continuous(breaks = timebreaks.log, | |
labels = time.labels, | |
trans = "reverse") | |
epochs.start <- c(0.0117, 2.58, 5.333, 23.03, 33.9, 56, 66) # from geoscale | |
temp.paleo <- temp + | |
geom_vline(xintercept = log10(epochs.start), linetype = "dashed", size = 0.2) + | |
annotate("text", label = c("P", "Eo", "Ol", "Mi", "Pli", "Ple", "Hol"), | |
x = c(1.78, 1.63, 1.44, 1.07, 0.58, -0.7, -2.9), | |
y = 30, size = 3) | |
temp.paleo | |
#### FUTURE ##### | |
## Climate projections (CMIP5 averages from KNMI Climate Explorer) | |
rcp26 <- read.table("http://climexp.knmi.nl/CMIP5/Tglobal/global_tas_Amon_modmean_rcp26_000.dat", | |
skip = 5, col.names = c("year", paste("M", 1:12, sep = ""))) | |
rcp85 <- read.table("http://climexp.knmi.nl/CMIP5/Tglobal/global_tas_Amon_modmean_rcp85_000.dat", | |
skip = 5, col.names = c("year", paste("M", 1:12, sep = ""))) | |
rcp26$tm <- apply(rcp26[, -1], 1, function(x) {mean(x) - 273.15}) # convert K to Celsius | |
rcp85$tm <- apply(rcp85[, -1], 1, function(x) {mean(x) - 273.15}) # convert K to Celsius | |
rcps <- data.frame(year = rcp26$year, rcp26 = rcp26$tm, rcp85 = rcp85$tm) | |
rcps <- rcps[rcps$year > 1999, ] | |
impdates <- c(2000, 2100) | |
temp.futu <- ggplot(rcps, aes(x = year, y = rcp26)) + | |
labs(x = "Year") + | |
theme(axis.text.x = element_text(size = 10)) + | |
geom_line(colour = "Royal Blue 2", size = 2) + | |
scale_x_continuous(breaks = impdates, limits = c(1970, 2130)) + | |
scale_y_continuous(position = "right", limits = c(9, 30)) + | |
theme(axis.title.y = element_blank()) + | |
geom_line(aes(y = rcp85), colour = "Light Salmon 1", size = 2) + | |
annotate("text", label = "RCP2.6", x = 2080, y = 14.4, size = 4, colour = "Royal Blue 2") + | |
annotate("text", label = "RCP8.5", x = 2080, y = 19, size = 4, colour = "Light Salmon 1") | |
#### COMBINED FIGURE #### | |
fig <- plot_grid(temp.paleo, temp.futu, nrow = 1, rel_widths = c(1, 0.2), | |
align = "h") | |
fig | |
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