If you import a CSV file into R that contains column names with spaces, R will automatically replace the spaces with dots to make the column names have “valid” variable names.
If you would like to import the CSV file and keep the spaces in the column names, you must use the argument check.names=FALSE as follows:
df csv("my_data.csv", check.names=FALSE)
This will import the CSV file into R and keep the spaces in the column names.
The following example shows how to use this syntax in practice.
Example: Import CSV into R with Column Names that Contain Spaces
Suppose we have the following CSV file called basketball.csv:
Notice that there are four column names in the CSV file and two of them contain spaces in the name.
If we use the read.csv() function to import this CSV file, R will automatically replace the spaces with dots:
#import CSV file df csv('basketball_data.csv') #view data frame df team points.scored assists.collected rebounds 1 A 22 10 5 2 B 15 6 5 3 C 33 9 12 4 D 20 14 3 5 E 11 4 3
Notice that dots have replaced the spaces in the two column names with spaces.
If you’d like to import the CSV file and keep the spaces in the column names, you can use the check.names=FALSE argument as follows:
#import CSV file and keep spaces in column names df csv('basketball_data.csv', check.names=FALSE) #view data frame df team points scored assists collected rebounds 1 A 22 10 5 2 B 15 6 5 3 C 33 9 12 4 D 20 14 3 5 E 11 4 3
Notice that the spaces have been kept in the two column names with spaces.
However, you should note that if you attempt to perform any calculations using these column names with spaces that you must surround them in single back-quotes (`) or you’ll receive an error.
For example, if you attempt to calculate the sum of the values in the points scored column without using single back-quotes you will receive an error:
#attempt to calculate sum of points scored column sum(df$points scored) Error: unexpected symbol in "sum(df$points scored"
Instead, you must surround the column name in single back-quotes (`) as follows:
#calculate sum of points scored column sum(df$`points scored`)  101
Notice that we don’t receive an error this time.
The following tutorials explain how to perform other common tasks in R: