library(ggplot2)
#ggplot2 makes the distribution curve graphs
library(car)
#not sure what car does but I think it works with lattices
library(splitstackshape)
## Loading required package: data.table
#splitstackshape is an easy package that can help you split columns that have delimiters,
#Original CSV file column labelled "Tray" had entries that needed to be split
picsize5=read.csv('ImageJsize4.csv')
#creates dataframe and reads in the CSV file for sizes
picsize6<-concat.split.multiple(picsize5, "Tray", " ")
#splits the Tray column into Tray_1 with Site Number and Tray_2 with Tray number
foys<-subset(picsize6, Date=="2/26/2014"& Site=="Oyster Bay")
#creates a subset data frame for just the size data from February 26th at Oyster Bay
ggplot(foys, aes(x=Length.mm))+geom_density(aes(group=Tray_1, colour=Tray_1, fill=Tray_1),alpha=0.3)
![plot of chunk unnamed-chunk-1 plot of chunk unnamed-chunk-1](data:image/png;base64,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)
#creates distribution graph overlays for all populations in Feb at Oyster Bay. Looks cool.
fman<-subset(picsize6, Date=="2/26/2014"& Site=="Manchester")
ggplot(fman, aes(x=Length.mm))+geom_density(aes(group=Tray_1, colour=Tray_1, fill=Tray_1),alpha=0.3)
![plot of chunk unnamed-chunk-1 plot of chunk 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)
ffid<-subset(picsize6, Date=="2/28/2014"&Site=="Fidalgo")
ggplot(ffid, aes(x=Length.mm))+geom_density(aes(group=Tray_1, colour=Tray_1, fill=Tray_1),alpha=0.3)
![plot of chunk unnamed-chunk-1 plot of chunk 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)
#ffid and fman are just repeating the same subset dataframe command
#and then creating distribution overlay graphs for each site