# We'll start by creating some nonsense data with dates
df <- data.frame(
date = seq(Sys.Date(), len=100, by="1 day")[sample(100, 50)],
price = runif(50)
)
df <- df[order(df$date), ]
dt <- qplot(date, price, data=df, geom="line") + theme(aspect.ratio = 1/4)
# We can control the format of the labels, and the frequency of
# the major and minor tickmarks. See ?format.Date and ?seq.Date
# for more details.
library(scales) # to access breaks/formatting functions
dt + scale_x_date()
dt + scale_x_date(labels = date_format("%m/%d"))
dt + scale_x_date(labels = date_format("%W"))
dt + scale_x_date(labels = date_format("%W"), breaks = date_breaks("week"))
dt + scale_x_date(breaks = date_breaks("months"),
labels = date_format("%b"))
dt + scale_x_date(breaks = date_breaks("4 weeks"),
labels = date_format("%d-%b"))
# We can use character string for breaks.
# See \\code{\\link{by}} argument in \\code{\\link{seq.Date}}.
dt + scale_x_date(breaks = "2 weeks")
dt + scale_x_date(breaks = "1 month", minor_breaks = "1 week")
# The date scale will attempt to pick sensible defaults for
# major and minor tick marks
qplot(date, price, data=df[1:10,], geom="line")
qplot(date, price, data=df[1:4,], geom="line")
df <- data.frame(
date = seq(Sys.Date(), len=1000, by="1 day"),
price = runif(500)
)
qplot(date, price, data=df, geom="line")
# A real example using economic time series data
qplot(date, psavert, data=economics)
qplot(date, psavert, data=economics, geom="path")
end <- max(economics$date)
last_plot() + scale_x_date(limits = c(as.Date("2000-1-1"), end))
last_plot() + scale_x_date(limits = c(as.Date("2005-1-1"), end))
last_plot() + scale_x_date(limits = c(as.Date("2006-1-1"), end))
# If we want to display multiple series, one for each variable
# it's easiest to first change the data from a "wide" to a "long"
# format:
library(reshape2) # for melt
em <- melt(economics, id = "date")
# Then we can group and facet by the new "variable" variable
qplot(date, value, data = em, geom = "line", group = variable)
qplot(date, value, data = em, geom = "line", group = variable) +
facet_grid(variable ~ ., scale = "free_y")
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