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Home/ Questions/Q 4563268
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Editorial Team
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Editorial Team
Asked: May 21, 20262026-05-21T18:20:03+00:00 2026-05-21T18:20:03+00:00

Suppose, you have a data.frame like this: x <- data.frame(v1=1:20,v2=1:20,v3=1:20,v4=letters[1:20]) How would you select

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Suppose, you have a data.frame like this:

x <- data.frame(v1=1:20,v2=1:20,v3=1:20,v4=letters[1:20])

How would you select only those columns in x that are numeric?

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  1. Editorial Team
    Editorial Team
    2026-05-21T18:20:04+00:00Added an answer on May 21, 2026 at 6:20 pm

    EDIT: updated to avoid use of ill-advised sapply.

    Since a data frame is a list we can use the list-apply functions:

    nums <- unlist(lapply(x, is.numeric), use.names = FALSE)  
    

    Then standard subsetting

    x[ , nums]
    
    ## don't use sapply, even though it's less code
    ## nums <- sapply(x, is.numeric)
    

    For a more idiomatic modern R I’d now recommend

    x[ , purrr::map_lgl(x, is.numeric)]
    

    Less codey, less reflecting R’s particular quirks, and more straightforward, and robust to use on database-back-ended tibbles:

    dplyr::select_if(x, is.numeric)
    

    Newer versions of dplyr, also support the following syntax:

    x %>% dplyr::select(where(is.numeric))
    
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