I have a two-dimensional data set that looks like $(t, x)$ where $t$ is a time in seconds when event $X$ happened. $X$ ranges from $[0, 200]$.

I want to visualize the frequency of each $x$ at time $t$ over some time period. I guess this would be a bar graph with $x$-axis being event #, $y$-axis being frequency, and $z$-axis being time, $t$.

Furthermore, I would like to group all events that happen within say a 5 second interval to count towards the same frequency bar on the $y$-axis.

If there is a way to do this with R that would be even better.

My goal is to get a sense how often some event occurs over the course of a day, and when certain events happen a lot or infrequently. If you know of a better way to understand this information, I am all ears.

  • 2
    $\begingroup$ It might help if you showed us some data (invented if necessary) which illustrates your question. $\endgroup$
    – Henry
    May 11 '11 at 20:18
  • $\begingroup$ @Henry that is actually exactly what the data looks like: (1, 3), (1, 4), (2.4, 4), ... where x is time in seconds and the y coordinate is [0,200] $\endgroup$ May 11 '11 at 20:25

The key thing is you "want to visualize the frequency of each X at time t over some time period.". Here is a starter with the straightforward methods. Which method to use will very much depend on how your actual data looks.

# generate data
n <- 10000
mydata <- data.frame(
    Time=rexp(n, 5),

First method - straightforward point plot, using transparency to avoid over-plotting problems

ggplot(mydata, aes(x=Time, y=X)) +

enter image description here

Second method - turn Time into a discrete variable and show box plots

mydata$Time.f <- cut(mydata$Time, breaks=20)
ggplot(mydata, aes(x=Time.f, y=X)) +
    geom_boxplot() +

enter image description here

  • $\begingroup$ I think he wants 5 sec. binning. I also assume his X are integral and hence each X could get its own count over every 5 sec interval. $\endgroup$ Mar 20 '13 at 10:02

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