Hi, Try: dat1 <- structure(list(Site = c("Downstream", "Downstream", "Downstream", "Downstream", "Downstream", "Downstream", "Downstream", "Downstream", "Downstream", "Midstream", "Midstream", "Midstream", "Midstream", "Midstream", "Upstream", "Upstream", "Upstream", "Upstream", "Upstream", "Upstream", "Upstream", "Upstream", "Upstream", "Upstream", "Upstream", "Upstream", "Upstream", "Upstream"), Intersex = c("no", "no", "no", "no", "yes", "no", "yes", "no", "no", "yes", "no", "no", "no", "no", "yes", "yes", "yes", "yes", "yes", "no", "no", "yes", "yes", "no", "yes", "no", "yes", "yes")), .Names = c("Site", "Intersex"), class = "data.frame", row.names = c("1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28")) res1 <- aggregate(Intersex~Site,data=dat1,function(x) (table(x)/length(x))*100) ?res1New <- do.call(`data.frame`,res1) #or library(plyr) res2 <- ddply(dat1,.(Site),summarize, Percent=(table(Intersex)/length(Intersex))*100) ? plot(Intersex.yes~as.numeric(Site),data=res1New,xaxt="n",xlab="Site",ylim=c(0,100),type="b") axis(1,at=as.numeric(res1New$Site),levels(res1New$Site)) A.K. Hi I have the following dataset: ?Site Intersex 1 ?Downstream ? ? ? no 2 ?Downstream ? ? ? no 3 ?Downstream ? ? ? no 4 ?Downstream ? ? ? no 5 ?Downstream ? ? ?yes 6 ?Downstream ? ? ? no 7 ?Downstream ? ? ?yes 8 ?Downstream ? ? ? no 9 ?Downstream ? ? ? no 10 ?Midstream ? ? ?yes 11 ?Midstream ? ? ? no 12 ?Midstream ? ? ? no 13 ?Midstream ? ? ? no 14 ?Midstream ? ? ? no 15 ? Upstream ? ? ?yes 16 ? Upstream ? ? ?yes 17 ? Upstream ? ? ?yes 18 ? Upstream ? ? ?yes 19 ? Upstream ? ? ?yes 20 ? Upstream ? ? ? no 21 ? Upstream ? ? ? no 22 ? Upstream ? ? ?yes 23 ? Upstream ? ? ?yes 24 ? Upstream ? ? ? no 25 ? Upstream ? ? ?yes 26 ? Upstream ? ? ? no 27 ? Upstream ? ? ?yes 28 ? Upstream ? ? ?yes I want to group the sites and calculate the percent of "yes" "no" for Intersex. ?Then I want to plot the prevalence of intersex (basically plot the percent of "yes" for each site. ?I'm stumped! ?Thanks