Regular Expressions
Written by Ferhawn Shaheen (10/2/2020)
Introduction
Regular expressions, or regex, are a way of easily searching for specific strings within text. This is very important when one is working with larger and more complex programs. It consists of several characters that can be used in tandem to enter a specific query. This lesson will cover the basics of regex.
Definition and a Basic Example
Regexing specifically uses patterns with characters and sequences that can yield a specific result throughout the text. The following is a basic example.
The re
module must be imported to use regular expressions generally. A string is then defined followed by the most important statement, which uses re.search()
to specify what is going to be searched for. The first argument in the function is the actual regex string. A simple if-else statement ensues, which works with the results of the re.search()
function.
The regex string ^The.*Spain$
uses metacharacters, which are defined further in the following section.
The
^
means that the start oftxt
must match the regex, and not somewhere in the middle. E.g., the string"This is The Spain"
won't be a match.$
ensures that the end oftxt
must match the regex, and not somewhere else. E.g., the string"The king of Spain is a man"
won't match.The
.
and*
are two different metacharacters..
means that there can be any single character after the charactersT
,h
, ande
. The*
means "zero-or-more" occurrences of any characters. When combined with together in the form.*
, this means that there can be any number of any characters.E.g.,
"TheSpain"
,"TheASpain"
,"TheAAASpain"
, and"TheABCSpain"
all match.
Metacharacters
Metacharacters hold a special meaning when using them. Here is a list of the ones that are used with regex.
Character | Description | Example |
[] | A set of characters | "[a-m]" |
\ | Signals a special sequence (can also be used to escape special characters. Will be covered below) | "\d" |
. | Any character (except newline character) | "he..o" |
^ | Starts with | "^hello" |
$ | Ends with | "world$" |
* | Zero or more occurrences | "aix*" |
+ | One or more occurrences | "aix+" |
{} | Exactly the specified number of occurrences | "al{2}" |
| | Either or | "falls|stays" |
() | Capture and group | "^The(.*)Spain$", captures and returns everything between "The" and "Spain". Use the result of |
Special Sequences
Special sequences are used in tandem with the \
metacharacter. They, like the metacharacters, have specific meanings.
Set | Description | Example |
\A | Returns a match if the specified characters are at the beginning of the string | "\AThe" |
\b | Returns a match where the specified characters are at the beginning or at the end of a word (the "r" in the beginning is making sure that the string is being treated as a "raw string") | r"\bain" r"ain\b" |
\B | Returns a match where the specified characters are present, but NOT at the beginning (or at the end) of a word (the "r" in the beginning is making sure that the string is being treated as a "raw string") | r"\Bain" r"ain\B" |
\d | Returns a match where the string contains digits (numbers from 0-9) | "\d" |
\D | Returns a match where the string DOES NOT contain digits | "\D" |
\s | Returns a match where the string contains a white space character | "\s" |
\S | Returns a match where the string DOES NOT contain a white space character | "\S" |
\w | Returns a match where the string contains any word characters (characters from a to Z, digits from 0-9, and the underscore _ character) | "\w" |
\W | Returns a match where the string DOES NOT contain any word characters | "\W" |
\Z | Returns a match if the specified characters are at the end of the string | "Spain\Z" |
Sets
Sets are a set of characters inside brackets that also denote a specific meaning.
Set | Description |
[arn] | Returns a match where one of the specified characters ( |
[a-n] | Returns a match for any lower case character, alphabetically between |
[^arn] | Returns a match for any character EXCEPT |
[0123] | Returns a match where any of the specified digits ( |
[0-9] | Returns a match for any digit between |
[0-5][0-9] | Returns a match for any two-digit numbers from |
[a-zA-Z] | Returns a match for any character alphabetically between |
Functions to Use
findall()
The findall()
function returns a list of all the items that match the given specifications.
Here is another example. Note that an empty list is returned if a desired item does not exist.
sub()
The sub()
function replaces the matches with a text of choice.
It is worth noting that count
controls the number of substitutions.
Important Note
This lesson contains a lot of material to work with. It is highly advised some time is spent to apply and learn what to do with all of the metacharacters, sequences, and sets. Of course, there is more to look into if one does online research.
This online regex tester is also very helpful when learning regex: https://regex101.com/
Conclusion
This lesson covered the basics of regex. It can be very helpful and useful throughout Python. There is certainly a lot of material to cover and learn, so doing more research and having some time to practice is very helpful.
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