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Rrrrrr…… now we know what it is but how the heck do you use it?. Andrew Trant PPS Arctic - Labrador Highlands Research Group. First things first. I) get data II) get data organized and formatted III) import data. First things first.
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Rrrrrr……now we know what it is but how the heck do you use it? Andrew Trant PPS Arctic - Labrador Highlands Research Group
First things first I) get dataII) get data organized and formattedIII) import data
First things first I) get dataII) get data organized and formattedIII) import data
First things first I) get data II) get data organized and formattedIII) import data
Importing data into R -open R and save workspace as test.Rdata#make sure you save workspace image-go into data folder and open ‘test.Rdata’ >read.csv(“ReefFishAbundance.csv”)REMEMBER: nothing is saved into the workspace environment unless you assign it a name >fish<-read.csv(“ReefFishAbundance.csv”)
‘R’udimentary Some things to try:>ls() ………………………………Lists objects>names(fish) ………….……….Lists variables>junk<-fish ……..….………..…Rename>summary(fish) ………….…… Descriptive stats>ls()>rm(junk) ……………………... Removes from ls()>rm(list=ls()) …………………. Clears workspacePERMANENTLY
‘R’ows then columns Manipulating data.frame:>fish[1,2] …………...row 1, column 2>fish[1:3,5] …………rows 1,2,3 column 5>fish[1,c(3,5:6)] …….row 1 columns 3,5,6>fish[1,-c(5:6)] …….. row 1 and NOT columns 5,6c = combine
‘R’ussian dolls Subsetting data:>subset(fish,year==1) ……….…….. equal to 1>subset(fish,year!=1) ……………… NOT equal 1>subset(subset(fish,year==2),N>170)
Tables From dataset airquality (preloaded):>airquality #confusing>with(airquality,table(Temp,Month)) #better>with(airquality, table(cut(Temp, quantile(Temp)), Month)) #best#’quantile’ breaks Temp range into 4 equal parts
Mo’R’e Tables >airtable<-with(airquality,table(cut(Temp,quantile(Temp)),Month))>margin.table(airtable)>margin.table(airtable,1) #sum by rows>margin.table(airtable,2) #sum by columns>prop.table(airtable)>prop.table(airtable,1) #prop by row>prop.table(airtable,2) #prop by column>summary(airtable) #Chi-squared test
Conspi’R’ing (or plotting) Low level:plot, hist, barplot….High level:xyplot, dotplot, densityplot, contour, cloudfrom packages, must install ‘LATTICE’examples:>with(fish,plot(N~transect,xlab=“transect #”, ylab=“N”))>bwplot(voice.part ~ height, data=singer, xlab="Height (inches)")>contour
Saving you’R’ plot Plot something example:>bwplot(voice.part ~ height, data=singer, xlab="Height”)Make it the active window (ie. click on it)
You’R’ own function >testplot<-function(){}>fix(testplot)>function(){with(fish,plot(N~transect))}to execute the function:>testplot()to review your function:>testplot
‘R’ecap -Find, organize, import data-Manipulate, subset-Make tables-Generate plots and save plots-Make yer very own function WHAT ELSE IS THERE?
Shutting down I) Save history file example: oct19.History II) Save workspace file example: test.Rdata III) Close the window and save workspace image