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Python RegEx
A RegEx, or Regular Expression, is a sequence of characters that forms a search pattern.
RegEx can be used to check if a string contains the specified search pattern.
RegEx Module
Python has a built-in package called re
, which can be used to work with Regular Expressions.
Import the re
module:
RegEx in Python
When you have imported the re
module, you can start using regular expressions:
Example
Search the string to see if it starts with "The" and ends with "Spain":
import re
txt = "The rain in Spain"
x = re.search("^The.*Spain$", txt)
RegEx Functions
The re
module offers a set of functions that allows us to search a string for a match:
Function | Description |
---|---|
findall | Returns a list containing all matches |
search | Returns a Match object if there is a match anywhere in the string |
split | Returns a list where the string has been split at each match |
sub | Replaces one or many matches with a string |
Metacharacters
Metacharacters are characters with a special meaning:
Character | Description | Example | Try it |
---|---|---|---|
[] | A set of characters | "[a-m]" | Try it » |
\ | Signals a special sequence (can also be used to escape special characters) | "\d" | Try it » |
. | Any character (except newline character) | "he..o" | Try it » |
^ | Starts with | "^hello" | Try it » |
$ | Ends with | "planet$" | Try it » |
* | Zero or more occurrences | "he.*o" | Try it » |
+ | One or more occurrences | "he.+o" | Try it » |
? | Zero or one occurrences | "he.?o" | Try it » |
{} | Exactly the specified number of occurrences | "he.{2}o" | Try it » |
| | Either or | "falls|stays" | Try it » |
() | Capture and group |
Flags
You can add flags to the pattern when using regular expressions.
Flag | Shorthand | Description | Try it |
---|---|---|---|
re.ASCII | re.A | Returns only ASCII matches | Try it » |
re.DEBUG | Returns debug information | Try it » | |
re.DOTALL | re.S | Makes the . character match all characters (including newline character) | Try it » |
re.IGNORECASE | re.I | Case-insensitive matching | Try it » |
re.MULTILINE | re.M | Returns only matches at the beginning of each line | Try it » |
re.NOFLAG | Specifies that no flag is set for this pattern | ||
re.UNICODE | re.U | Returns Unicode matches. This is default from Python 3. For Python 2: use this flag to return only Unicode matches | Try it » |
re.VERBOSE | re.X | Allows whitespaces and comments inside patterns. Makes the pattern more readable | Try it » |
Special Sequences
A special sequence is a \
followed by one of the characters in the list below, and has a special meaning:
Character | Description | Example | Try it |
---|---|---|---|
\A | Returns a match if the specified characters are at the beginning of the string | "\AThe" | Try it » |
\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" | Try it » Try it » |
\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" | Try it » Try it » |
\d | Returns a match where the string contains digits (numbers from 0-9) | "\d" | Try it » |
\D | Returns a match where the string DOES NOT contain digits | "\D" | Try it » |
\s | Returns a match where the string contains a white space character | "\s" | Try it » |
\S | Returns a match where the string DOES NOT contain a white space character | "\S" | Try it » |
\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" | Try it » |
\W | Returns a match where the string DOES NOT contain any word characters | "\W" | Try it » |
\Z | Returns a match if the specified characters are at the end of the string | "Spain\Z" | Try it » |
Sets
A set is a set of characters inside a pair of square brackets []
with a special meaning:
Set | Description | Try it |
---|---|---|
[arn] | Returns a match where one of the specified characters (a,r, or n) is present | Try it » |
[a-n] | Returns a match for any lower case character, alphabetically betweena and n | Try it » |
[^arn] | Returns a match for any character EXCEPT a,r, and n | Try it » |
[0123] | Returns a match where any of the specified digits (0,1, 2, or 3) are present | Try it » |
[0-9] | Returns a match for any digit between0 and 9 | Try it » |
[0-5][0-9] | Returns a match for any two-digit numbers from 00 and 59 | Try it » |
[a-zA-Z] | Returns a match for any character alphabetically betweena and z, lower case OR upper case | Try it » |
[+] | In sets, +, *,., |,(), $,{}has no special meaning, so [+] means: return a match for any+ character in the string | Try it » |
The findall() Function
The findall()
function returns a list containing all matches.
Example
Print a list of all matches:
import re
txt = "The rain in Spain"
x = re.findall("ai", txt)
print(x)
The list contains the matches in the order they are found.
If no matches are found, an empty list is returned:
Example
Return an empty list if no match was found:
import re
txt = "The rain in Spain"
x = re.findall("Portugal", txt)
print(x)
The search() Function
The search()
function searches the string for a match, and returns a Match object if there is a match.
If there is more than one match, only the first occurrence of the match will be returned:
Example
Search for the first white-space character in the string:
import re
txt = "The rain in Spain"
x = re.search("\s", txt)
print("The first white-space character is located in position:", x.start())
If no matches are found, the value None
is returned:
Example
Make a search that returns no match:
import re
txt = "The rain in Spain"
x = re.search("Portugal", txt)
print(x)
The split() Function
The split()
function returns a list where the string has been split at each match:
Example
Split at each white-space character:
import re
txt = "The rain in Spain"
x = re.split("\s", txt)
print(x)
You can control the number of occurrences by specifying the maxsplit
parameter:
Example
Split the string only at the first occurrence:
import re
txt = "The rain in Spain"
x = re.split("\s", txt, 1)
print(x)
The sub() Function
The sub()
function replaces the matches with the text of your choice:
Example
Replace every white-space character with the number 9:
import re
txt = "The rain in Spain"
x = re.sub("\s", "9", txt)
print(x)
You can control the number of replacements by specifying thecount
parameter:
Example
Replace the first 2 occurrences:
import re
txt = "The rain in Spain"
x = re.sub("\s", "9", txt, 2)
print(x)
Match Object
A Match Object is an object containing information about the search and the result.
Note: If there is no match, the value None
will be returned, instead of the Match Object.
Example
Do a search that will return a Match Object:
import re
txt = "The rain in Spain"
x = re.search("ai", txt)
print(x) #this will print an object
The Match object has properties and methods used to retrieve information about the search, and the result:
.span()
returns a tuple containing the start-, and end positions of the match..string
returns the string passed into the function.group()
returns the part of the string where there was a match
Example
Print the position (start- and end-position) of the first match occurrence.
The regular expression looks for any words that starts with an upper case "S":
import re
txt = "The rain in Spain"
x = re.search(r"\bS\w+", txt)
print(x.span())
Example
Print the string passed into the function:
import re
txt = "The rain in Spain"
x = re.search(r"\bS\w+", txt)
print(x.string)
Example
Print the part of the string where there was a match.
The regular expression looks for any words that starts with an upper case "S":
import re
txt = "The rain in Spain"
x = re.search(r"\bS\w+", txt)
print(x.group())
Note: If there is no match, the value None
will be returned, instead of the Match Object.
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