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Merge Two Data Frames of Different Lengths in Python
To merge two data frames of different length having same values in all columns but at different positions, we can follow the below steps −
- First of all, create two data frames.
- Then, merge them using merge function with all argument set to FALSE.
Create the data frame
Let's create a data frame as shown below −
> x<-sample(1:5,20,replace=TRUE) > y<-sample(1:5,20,replace=TRUE) > z<-sample(1:5,20,replace=TRUE) > df1<-data.frame(x,y,z) > df1
On executing, the above script generates the below output(this output will vary on your system due to randomization) −
Output
x y z 1 2 3 5 2 3 3 2 3 5 3 1 4 1 2 3 5 1 3 2 6 2 5 4 7 5 5 3 8 1 1 1 9 2 1 2 10 3 4 1 11 2 4 1 12 3 5 1 13 4 3 1 14 3 1 3 15 4 5 2 16 1 3 3 17 4 2 2 18 3 2 3 19 2 4 5 20 3 3 1
Let’s create a data frame df2 as shown below −
> x<-sample(1:5,20,replace=TRUE) > y<-sample(1:5,20,replace=TRUE) > z<-sample(1:5,20,replace=TRUE) > df2<-data.frame(x,y,z) > df2
On executing, the above script generates the below output(this output will vary on your system due to randomization) −
x y z 1 3 3 2 2 3 1 2 3 4 5 5 4 3 2 3 5 1 1 5 6 3 1 4 7 5 5 4 8 4 1 2 9 2 1 1 10 3 1 1 11 2 2 2 12 5 5 1 13 4 3 5 14 1 1 1 15 1 2 1 16 1 3 2 17 4 5 1 18 1 2 4 19 2 4 2 20 5 4 4
Merge the two data frames
Using merge function to merge df1 and df2 −
> DF<-merge(df1,df2,by=c("x","y","z"),all=FALSE) > DF
x y z 1 1 1 1 2 1 3 2 3 3 2 3 4 3 3 2
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