Created
November 30, 2015 21:01
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#R - UAH data set using #ggplot functions #geom_smooth and #facet_wrap
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## Using UAH satellite data to demonstrate faceting and smoothing | |
library(ggplot2) | |
## There are a bunch of comments at the end of the file, take first | |
## 443 rows (up to Oct 2015) | |
numRow <- 443 | |
url <- "http://vortex.nsstc.uah.edu/data/msu/t2lt/uahncdc_lt_5.6.txt" | |
uah <- read.delim(url, sep = "", nrows = numRow) | |
## Assign month names as a factor | |
uah$Month <- factor( month.abb[ uah$Mo ], levels = month.abb ) | |
## Basic scatter plot grouped by month | |
## http://docs.ggplot2.org/current/geom_point.html | |
## http://docs.ggplot2.org/current/labs.html | |
plot <- ggplot( data = uah, aes(Year, Globe)) + | |
labs(x = "Year", y = "Global Average Temperature Anomaly ('Globe')", | |
title = "University of Alabama in Huntsville\nSatellite Temperature Dataset") + | |
geom_point( aes(color = Month) ) | |
## All months overlaid (kind of messy). Using geom_smooth() to project | |
## the fit to the linear model. Need to lower alpha to prevent | |
## confidence intervals from obscuring each other. | |
## http://docs.ggplot2.org/current/geom_smooth.html | |
allAtOnce <- plot + | |
geom_smooth(method = "lm", formula = y ~ x, alpha = 0.05, | |
aes( color = Month) ) | |
ggsave("AllAtOnce.png", allAtOnce) | |
## Facetted into individual month panels | |
## Turn off the color legend since it's broken out in the facets | |
## http://docs.ggplot2.org/current/facet_wrap.html | |
byMonth <- plot + | |
geom_smooth(method = "lm", formula = y ~ x, aes(color = Month) ) + | |
facet_wrap( ~ Month) + | |
guides(color=FALSE) | |
ggsave("ByMonth.png", byMonth) |
Author
maptracker
commented
Nov 30, 2015
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