Skip to content

Instantly share code, notes, and snippets.

@jrauser
Created June 23, 2011 16:55
Show Gist options
  • Star 3 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save jrauser/1042981 to your computer and use it in GitHub Desktop.
Save jrauser/1042981 to your computer and use it in GitHub Desktop.
Look at your data plots
points_per_hour<-2000
layd_raw_transition<-
data.frame(timestamp=factor(c(rep(seq(0,11),points_per_hour),
rep(seq(12,23),points_per_hour))),
latency=c(rgamma(12*points_per_hour,shape=3,scale=60),
rgamma(12*points_per_hour*0.9,shape=2,scale=60),
rgamma(12*points_per_hour*0.1,shape=8,scale=60)),
type=(c(rep("before",12*points_per_hour),
rep("after",12*points_per_hour))))
library(ggplot2)
# A timeseries of boxplots
ggplot(layd_raw_transition,aes(y=latency))+geom_boxplot(aes(x=timestamp,group=timestamp))
# The heatmap
ggplot(layd_raw_transition,aes(timestamp,latency))+stat_bin2d(binwidth=c(1,50))
# A "violin" plot. I wanted this to work but it had a nasty Moire effect.
ggplot(layd_raw_transition,aes(latency))+ geom_ribbon(aes(ymax=..count../2, ymin=-..count../2,), binwidth=40,stat="bin")+facet_wrap(~timestamp,nrow=1)+coord_flip()
# Faceted frequency polygons
ggplot(layd_raw_transition,aes(latency))+geom_freqpoly(binwidth=20)+facet_wrap(~type,ncol=1)
# Boil down into a time series
layd_ts_transition<-ddply(layd_raw_transition,"timestamp", summarize, avg_latency=mean(latency), count=length(latency))
# The timeseries I showed in the preso
ggplot(layd_ts_transition,aes(timestamp,avg_latency))+
geom_line(aes(group=1),size=3,color="#92959c")+
geom_point(size=5,shape=15,colour="#4f4e5f")+
scale_x_discrete(breaks=seq(0,23,4))+
ylim(0,200)+xlab("Time")+ylab("Average Latency (ms)")
# The heatmap chart I showed in the preso
ggplot(layd_raw_transition,aes(timestamp,latency))+stat_bin2d(binwidth=c(1,50))+
geom_line(data=layd_ts_transition,aes(timestamp,avg_latency,group=1),size=3,color="#92959c")+
scale_x_discrete(breaks=seq(0,23,4))+
xlab("Time")+ylab("Average Latency (ms)")
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment