You can easily remove dollar signs and commas from data frame columns in R by using gsub() function. This tutorial shows three examples of using this function in practice.
Remove Dollar Signs in R
The following code shows how to remove dollar signs from a particular column in a data frame in R:
#create data frame df1 FALSE) df1 ID sales 1 1 $14.45 2 2 $13.39 3 3 $17.89 4 4 $18.99 5 5 $20.88 #remove dollar signs from sales column df1$sales = as.numeric(gsub("\$", "", df1$sales)) df1 ID sales 1 1 14.45 2 2 13.39 3 3 17.89 4 4 18.99 5 5 20.88
Remove Dollar Signs & Commas in R
The following code shows how to remove both dollar signs and columns from a particular column in a data frame in R:
#create data frame df2 FALSE) df2 ID sales 1 1 $14,000 2 2 $13,300 3 3 $17,890 #remove dollar signs and commas from sales column df2$sales = as.numeric(gsub("[\$,]", "", df2$sales)) df2 ID sales 1 1 14000 2 2 13300 3 3 17890
Note that you can now perform calculations on the sales column since the dollar signs and commas are removed.
For example, we can now calculate the sum of the sales column:
#calculate sum of sales
sum(df2$sales)
[1] 45190
Additional Resources
How to Perform a VLOOKUP (Similar to Excel) in R
How to Extract Year from Date in R
How to Append Rows to a Data Frame in R