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How to combine data frames stored in a list in R?
To combine data frames stored in a list in R, we can use full_join function of dplyr package inside Reduce function.
For Example, if we have a list called LIST that contains some data frames then we can combine those data frames by using the below command −
Reduce(full_join,LIST)
Check out the Example given below to understand the Output of this command.
Example
Following snippet creates a sample data frame −
df1The following dataframe is created
[[1]] x y z 1 2 5 2 2 1 3 0 3 3 7 0 4 6 3 2 5 3 5 3 6 0 10 0 7 3 4 0 8 1 5 1 9 3 3 1 10 1 3 1 [[2]] z a b 1 0 7 3 2 3 8 6 3 2 9 4 4 0 7 3 5 6 14 1 6 1 6 3 7 0 7 2 8 3 7 4 9 2 6 3 10 1 9 3 [[3]] b z c 1 4 6 5 2 5 9 4 3 7 9 4 4 4 10 10 5 3 2 3 6 7 8 7 7 3 4 2 8 5 7 9 9 6 8 7 10 5 10 9To load dplyr package and combine data frames stored in List on the above created data frame, add the following code to the above snippet −
df1Output
If you execute all the above given snippets as a single program, it generates the following Output −
x y z a b c 1 2 5 2 9 4 NA 2 2 5 2 6 3 3 3 1 3 0 7 3 NA 4 1 3 0 7 3 NA 5 1 3 0 7 2 NA 6 3 7 0 7 3 NA 7 3 7 0 7 3 NA 8 3 7 0 7 2 NA 9 6 3 2 9 4 NA 10 6 3 2 6 3 3 11 3 5 3 8 6 NA 12 3 5 3 7 4 NA 13 0 10 0 7 3 NA 14 0 10 0 7 3 NA 15 0 10 0 7 2 NA 16 3 4 0 7 3 NA 17 3 4 0 7 3 NA 18 3 4 0 7 2 NA 19 1 5 1 6 3 NA 20 1 5 1 9 3 NA 21 3 3 1 6 3 NA 22 3 3 1 9 3 NA 23 1 3 1 6 3 NA 24 1 3 1 9 3 NA 25 NA NA 6 14 1 NA 26 NA NA 6 NA 4 5 27 NA NA 9 NA 5 4 28 NA NA 9 NA 7 4 29 NA NA 10 NA 4 10 30 NA NA 8 NA 7 7 31 NA NA 4 NA 3 2 32 NA NA 7 NA 5 9 33 NA NA 8 NA 6 7 34 NA NA 10 NA 5 9
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