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Editorial Team
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Editorial Team
Asked: May 23, 20262026-05-23T19:19:48+00:00 2026-05-23T19:19:48+00:00

I know I can use the plyr and its friends to combine dataframes, and

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I know I can use the plyr and its friends to combine dataframes, and merge as well, but so far I don’t know how to merge two dataframes with multiple columns based on 2 columns?

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  1. Editorial Team
    Editorial Team
    2026-05-23T19:19:49+00:00Added an answer on May 23, 2026 at 7:19 pm

    See the documentation on ?merge, which states:

    By default the data frames are merged on the columns with names they both have, 
     but separate specifications of the columns can be given by by.x and by.y.
    

    This clearly implies that merge will merge data frames based on more than one column. From the final example given in the documentation:

    x <- data.frame(k1=c(NA,NA,3,4,5), k2=c(1,NA,NA,4,5), data=1:5)
    y <- data.frame(k1=c(NA,2,NA,4,5), k2=c(NA,NA,3,4,5), data=1:5)
    merge(x, y, by=c("k1","k2")) # NA's match
    

    This example was meant to demonstrate the use of incomparables, but it illustrates merging using multiple columns as well. You can also specify separate columns in each of x and y using by.x and by.y.

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