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hello everyone my name is Johan and this is the tutorial on removing unwanted variation from high dimensional data and being helped out today ROM yours here and Saturday and Anna and Marie so all of us are running the tutorial today the the general format is going to be for the for the first session the first hour and a half Iamp;#39;m gonna go through some slides and do some demonstrations of the ruv package and then during the second half of the session thatamp;#39;s going to be a lot more hands-on and that will mostly be run by Romney arm reset the day and Anna and and those will work through again youamp;#39;ll work through a bunch of example data sets okay um so for this for this first bit for the first session Iamp;#39;m gonna Iamp;#39;m gonna go through some slides and also introduce a shiny app and the basic structure is gonna be for roughly the first half hour so Iamp;#39;m gonna give just some I wonamp;#39;t go so far as to say theoretical but some some general