Created
December 13, 2017 13:24
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A replotting of the recently published NOAA data from the Arctic Report Card 2017
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temp | area | year | |
---|---|---|---|
9.4693 | 1.42096 | 1979 | |
-4.96053 | 1.45932 | 1980 | |
-0.539474 | 1.55808 | 1981 | |
-10.1184 | 1.59164 | 1982 | |
1.27193 | 1.64151 | 1983 | |
-8 | 1.46411 | 1984 | |
2.77632 | 1.58685 | 1985 | |
0.350877 | 1.43055 | 1986 | |
-5.39035 | 1.54466 | 1987 | |
-13.5877 | 1.62808 | 1988 | |
-12.5746 | 1.52452 | 1989 | |
-6.80263 | 1.45932 | 1990 | |
-7.9386 | 1.36247 | 1991 | |
-1.12281 | 1.49767 | 1992 | |
5.17105 | 1.35288 | 1993 | |
-8.52193 | 1.62712 | 1994 | |
3.97368 | 1.31356 | 1995 | |
9.31579 | 1.31164 | 1996 | |
11.0658 | 1.21671 | 1997 | |
14.9956 | 1.18315 | 1998 | |
-0.385965 | 1.57342 | 1999 | |
0.381579 | 1.55137 | 2000 | |
0.903509 | 1.63192 | 2001 | |
6.64474 | 1.36151 | 2002 | |
2.80702 | 1.27041 | 2003 | |
2.31579 | 1.38356 | 2004 | |
-1.12281 | 1.40658 | 2005 | |
6 | 1.25219 | 2006 | |
13.9518 | 1.11123 | 2007 | |
3.91228 | 1.43438 | 2008 | |
0.535088 | 1.34712 | 2009 | |
10.7588 | 1.2637 | 2010 | |
0.0131579 | 1.3174 | 2011 | |
5.84649 | 1.41233 | 2012 | |
7.7193 | 1.34712 | 2013 | |
9.89912 | 1.21959 | 2014 | |
2.96053 | 1.32986 | 2015 | |
13.4912 | 1.11315 | 2016 | |
17.2982 | 1.01918 | 2017 |
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# These data appeared in a graph on climate.gov: http://bit.ly/2AFNBJz. | |
# Paraphrasing from the website: | |
# The data are for each November since 1979 to 2017. | |
# The variable 'area' represents the combined November sea ice | |
# area for the Chukchi and Beaufort Seas, the two sub-basins of | |
# the Arctic Ocean that touch Alaska’s Arctic (northern) coast. | |
# Larger values means more sea ice in the combined basin in square kilometres. | |
# The variable 'temp' is the November temperature (Fahrenheit) at Utqiaġvik, | |
# also known as Barrow (71°17′26″N 156°47′19″W). | |
# The data were digitised using Plot Digitizer | |
# (https://sourceforge.net/projects/plotdigitizer). The variable 'years' was added | |
# manually later. | |
# Read the sea ice data in | |
SeaIce <- readr::read_csv("Desktop/SeaIce.csv") | |
library(ggplot2) | |
library(magrittr) | |
# A plot of the temperature on Barrow over the years. The area of sea ice is | |
# included as a colour (and size) gradient of each point. | |
# A loess curve is added first. | |
p <- SeaIce %>% | |
ggplot(aes(year, temp)) + | |
geom_smooth(method = 'lm') + | |
geom_point(aes(size = area, color = area)) + | |
scale_colour_gradient(low = "Red", high = "Blue", | |
space = "Lab", na.value = "grey50", guide = "colourbar", | |
name = bquote('Sea ice\n(Millions km'^2*")")) + | |
scale_radius(breaks = 7) + | |
xlab("Year") + | |
ylab("Temperature difference") | |
ggsave(file="yearXtemp.svg", plot=p, width=5, height=4) | |
# A plot of the area of sea ice over the years. The temperature difference is | |
# included as a colour gradient of each point. A loess curve is added first. | |
p <- SeaIce %>% | |
ggplot(aes(year, area)) + | |
geom_smooth(method = 'loess') + | |
geom_point(aes(color = temp)) + | |
scale_colour_gradient(low = "Blue", high = "Red", | |
space = "Lab", na.value = "grey50", guide = "colourbar", | |
name = "Temperature") + | |
xlab("Year") + | |
ylab(bquote('Sea ice (Millions km'^2*")")) | |
ggsave(file="yearXarea.svg", plot=p, width=5, height=4) |
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