Remove all special characters from a string in R?

Qbik picture Qbik · Apr 24, 2012 · Viewed 217.2k times · Source

How to remove all special characters from string in R and replace them with spaces ?

Some special characters to remove are : ~!@#$%^&*(){}_+:"<>?,./;'[]-=

I've tried regex with [:punct:] pattern but it removes only punctuation marks.

Question 2 : And how to remove characters from foreign languages like : â í ü Â á ą ę ś ć ?

Answer : Use [^[:alnum:]] to remove~!@#$%^&*(){}_+:"<>?,./;'[]-= and use [^a-zA-Z0-9] to remove also â í ü Â á ą ę ś ć in regex or regexpr functions.

Answer

Richie Cotton picture Richie Cotton · Apr 24, 2012

You need to use regular expressions to identify the unwanted characters. For the most easily readable code, you want the str_replace_all from the stringr package, though gsub from base R works just as well.

The exact regular expression depends upon what you are trying to do. You could just remove those specific characters that you gave in the question, but it's much easier to remove all punctuation characters.

x <- "a1~!@#$%^&*(){}_+:\"<>?,./;'[]-=" #or whatever
str_replace_all(x, "[[:punct:]]", " ")

(The base R equivalent is gsub("[[:punct:]]", " ", x).)

An alternative is to swap out all non-alphanumeric characters.

str_replace_all(x, "[^[:alnum:]]", " ")

Note that the definition of what constitutes a letter or a number or a punctuatution mark varies slightly depending upon your locale, so you may need to experiment a little to get exactly what you want.