You can use the grep() function in R to find elements in a vector that match a particular pattern.
Often you may want to use the grep() function with OR logic to find elements that match at least one of several different patterns.
You can use the following basic syntax to do so:
#create new data frame that contains rows that match Mavs or Kings in team column
df_new <- df[grep('Mavs|Kings', df$team), ]
This particular example will create a new data frame that contains all rows from the original data frame that contain either the string Mavs or Kings in the team column of the original data frame.
By using the | operator in the grep() function, we are able to perform “OR” logic and match strings that contain one of several potential patterns.
The following example shows how to use this syntax in practice.
Related: R: How to Use grep() to Find Exact Match
Example: How to Use grep() with OR Logic in R
Suppose we create the following data frame in R that contains information about various basketball teams:
#create data frame df <- data.frame(team=c('Mavs', 'Hawks', 'Nets', 'Heat', 'Cavs', 'Mavs2', 'Kings'), points=c(104, 115, 124, 120, 112, 140, 112), status=c('Bad', 'Good', 'Excellent', 'Great', 'Bad', 'Great', 'Bad')) #view data frame df team points status 1 Mavs 104 Bad 2 Hawks 115 Good 3 Nets 124 Excellent 4 Heat 120 Great 5 Cavs 112 Bad 6 Mavs2 140 Great 7 Kings 112 Bad
Suppose that we would like to use the grep() function to extract each row from the data frame that contains either Mavs or Kings in the team column.
We can use the following syntax to do so:
#create new data frame that contains rows that match Mavs or Kings in team column df_new <- df[grep('Mavs|Kings', df$team), ] #view new data frame df_new team points status 1 Mavs 104 Bad 6 Mavs2 140 Great 7 Kings 112 Bad
Notice that the new data frame only contains rows that match the pattern Mavs or Kings in the team column of the original data frame.
Specifically, we can see that the rows with the following values in the team column were matched:
- Mavs
- Mavs2
- Kings
Note that you can use the | operator as many times as you would like to match even more patterns.
For example, we could use the following syntax to match the patterns Mavs, Kings or Heat in the team column:
#create new data frame that contains rows that match one of several patterns df_new <- df[grep('Mavs|Kings|Heat', df$team), ] #view new data frame df_new team points status 1 Mavs 104 Bad 4 Heat 120 Great 6 Mavs2 140 Great 7 Kings 112 Bad
Notice that the new data frame only contains rows that match the pattern Mavs, Kings or Heat in the team column of the original data frame.
Feel free to use the | operator as many times as you would like in the grep() function to match as many potential patterns as you would like.
Additional Resources
The following tutorials explain how to perform other common tasks in R:
How to Concatenate Vector of Strings in R
How to Extract Numbers from Strings in R
How to Remove Spaces from Strings in R
How to Compare Strings in R