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okay so im going to quickly show you how to map ensemble ids to gene symbols only using r so the first thing you need to do is the correct database from bioconductor in this case i have human data so so im downloading the human database if you had mouse data you would just replace this hs with mm but you can search for other organisms on the bioconductor website so i already have it installed but just go ahead and load that in but it looks like i dont have this so you would also download this from bioconductor now we can load this and then lets just convert six to a data frame so well just do an as data frame six so now if we look at six df we just have the differential expression table and a data frame and now we can just call map ids and this is where we point to our database and then our keys are going to be the road names of six df and then our key type is going to be in symbol and what we want in return is going to be [Music] symbol you can also use this method to co