How to plot a sparse (with gaps) line with its segments colored according to some factor in R?

问题

I have a data.frame with time series. There are also NAs in it as well as there is a factor that I'd like to use to highlight different segments of a line.

flow.mndnr <- function(id, start, end) {
  uri <- sprintf("http://maps1.dnr.state.mn.us/cgi-bin/csg.pl?mode=dump_hydro_data_as_csv&site=%s&startdate=%s&enddate=%s", id, start, end)
  dat <- read.csv(url(uri), colClasses=c(Timestamp="Date"))
  rng <- range(dat$Timestamp)
  d <- data.frame(Timestamp=seq(rng[1], rng[2], by='day'))
  merge(d, dat, all.x=TRUE)
}
dat <- flow.mndnr("28062001", as.Date("2002-04-02"), as.Date("2011-10-05"))

I can plot it unconditionally

library(lattice)
xyplot(Discharge..cfs. ~ Timestamp, dat, type='l', cex=0.5, auto.key=TRUE)

But I can't get rid of connecting lines when I try to introduce factor

xyplot(Discharge..cfs. ~ Timestamp, dat, type='l',
    groups=dat$Discharge..cfs..Quality, cex=0.5, auto.key=TRUE)

Same with ggplot2

dat$quality <- dat$Discharge..cfs..Quality
ggplot(dat, aes(x=Timestamp, y=Discharge..cfs.)) +
  geom_path(aes(colour=quality)) + theme(legend.position='bottom')

I tried geom_line with no success. I read in ggplot2 mailing archive that geom_path is the way to go. But it does not quite work for me.

P.S. Why ggplot2 does not like dots in a name so I had to use another one?

回答1:

The problem is with the grouping. You can use the year to skip these jumps. Just do:

dat$grp <- format(dat$Timestamp, "%Y")
ggplot(dat, aes(x=Timestamp, y=Discharge..cfs.)) +
    geom_path(aes(colour = quality, group = grp)) + 
    theme(legend.position='bottom')

You get:

Edit: To answer the comment in detail: As long as you don't know which variable to group by, you can not group properly. If you have some months missing within the year, of course this code will produce jumps. In that case, I suggest doing something like this:

dat$grp <- paste(format(dat$Timestamp, "%Y"), format(dat$Timestamp, "%m"))
ggplot(dat, aes(x=Timestamp, y=Discharge..cfs.)) +
    geom_path(aes(colour = quality, group = grp)) + 
    theme(legend.position='bottom')

You get this:

来源：https://stackoverflow.com/questions/15258656/how-to-plot-a-sparse-with-gaps-line-with-its-segments-colored-according-to-som

标签

ggplot2

lattice