String Substitutions
Modifying existing strings via substitution is a common practice in
programing. To this end, functions like gsub provide a
method to accomplish this. Below is an example where “hey” is replaced
with “ho” transforming a line from the Ramones into Santa Claus leaving
on Christmas Eve.
s = "hey ho, let's go!"
gsub("hey", "ho", s)## [1] "ho ho, let's go!"
Simultaneous Substitutions
gsub only supports one string of matching with one
string of replacement. What this means is while you can match on
multiple conditions, you can only provide one condition of replacement.
Below we construct a regular expression which matches on “hey” or “ho”
and replaces any such matches with “yo”.
s = "hey ho, let's go!"
gsub("hey|ho", "yo", s)## [1] "yo yo, let's go!"
If you wanted to replace “hey” with “get” and “ho” with “ready” you would need two steps.
## [1] "get ready, let's go!"
This sequential process however can result in undesired changes. If we want to swap where “hey” and “ho” are, we can see the process breaks down. Because each change happens in order, “hey” becomes “ho” and then every “ho” becomes “hey”, undoing the first step.
## [1] "hey hey, let's go!"
mgsub
This is where the idea of mgsub comes in.
mgsub is a safe, simultaneous string substitution function.
We pass in a patterns to match as well as replacements and the
replacements are applied simultaneously.
library(mgsub)
s = "hey ho, let's go!"
mgsub::mgsub(string = s, pattern = c("hey", "ho"), replacement = c("ho", "hey"))## [1] "ho hey, let's go!"
Regular Expression Support
mgsub fully supports regular expressions as matching
criteria as well as backreferences in the replacement. Note how the
matching criteria ignores “dopachloride” for replacement but matches
both “Dopazamine” and “dopastriamine” (all fake chemicals despite what
the replace string claims!).
s = "Dopazamine is not the same as dopachloride or dopastriamine, yet is still fake."
pattern = c("[Dd]opa([^ ]*?mine)", "fake")
replacement = c("Meta\\1", "real")
mgsub::mgsub(s, pattern, replacement)## [1] "Metazamine is not the same as dopachloride or Metastriamine, yet is still real."
Furthermore, you can pass through any options from the
gsub family. In the example below you can see fixed string
matching
s = "All my life I chased $money$ and .power. - not love!"
pattern = c("$money$", ".power.", "love")
replacement = c("balloons", "dolphins", "success")
mgsub::mgsub(s, pattern, replacement, fixed = TRUE)## [1] "All my life I chased balloons and dolphins - not success!"
Safe Substitution
This is actually the most compelling feature of mgsub.
Several packages implement a similar type function (also named
mgsub) which do not employ safe substitution -
qdap, bazar and textclean. Here
is a quick overview of what is meant by safety:
- Longer matches are preferred over shorter matches for substitution first
- No placeholders are used so accidental string collisions don’t occur