[R] convert columns of dataframe to same factor levels
Duncan Murdoch
murdoch@dunc@n @ending from gm@il@com
Wed Dec 19 12:19:06 CET 2018
On 19/12/2018 5:58 AM, Luigi Marongiu wrote:
> Dear all,
> I have a data frame with character values where each character is a
> level; however, not all columns of the data frame have the same
> characters thus, when generating the data frame with stringsAsFactors
> = TRUE, the levels are different for each column.
> Is there a way to provide a single vector of levels and assign the
> characters so that they match such vector?
> Is there a way to do that not only when setting the data frame but
> also when reading data from a file with read.table()?
>
> For instance, I have:
> column_1 = c("A", "B", "C", "D", "E")
> column_2 = c("B", "B", "C", "E", "E")
> column_3 = c("C", "C", "D", "D", "C")
> my.data <- data.frame(column_1, column_2, column_3, stringsAsFactors = TRUE)
>> str(my.data)
> 'data.frame': 5 obs. of 3 variables:
> $ column_1: Factor w/ 5 levels "A","B","C","D",..: 1 2 3 4 5
> $ column_2: Factor w/ 3 levels "B","C","E": 1 1 2 3 3
> $ column_3: Factor w/ 2 levels "C","D": 1 1 2 2 1
>
> Thank you
>
I don't think read.table() can do it for you automatically. To do it
yourself, you need to get a vector of the levels. If you know this,
just assign it to a variable; if you don't know it, compute it as
thelevels <- unique(unlist(lapply(my.data, levels)))
Then set the levels of each column to thelevels:
my.data.new <- as.data.frame(lapply(my.data, function(x) {levels(x)
<- thelevels; x}))
Duncan Murdoch
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