Table of Contents
RegEx module
RegEx in Python
RegEx Functions
Metacharacters
集合(Set)
findall() 函数
search() 函数
split() 函数
sub() 函数
Match 对象
Home Backend Development Python Tutorial How to use Python's RegEx regular expression

How to use Python's RegEx regular expression

May 19, 2023 pm 08:49 PM
python regex

RegEx or regular expression is a sequence of characters that forms a search pattern.

RegEx can be used to check whether a string contains a specified search pattern.

RegEx module

Python provides a built-in package named re that can be used to process regular expressions.

Import the re module:

import re
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RegEx in Python

After importing the re module, you can start using regular expressions:

Example

Retrieve a string to see if it starts with "China" and ends with "country":

import re

txt = "China is a great country"
x = re.search("^China.*country$", txt)
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Running Example

import re

txt = "China is a great country"
x = re.search("^China.*country$", txt)

if (x):
  print("YES! We have a match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

RegEx Functions

The re module provides a set of functions that allow us to retrieve strings for matching:

How to use Pythons RegEx regular expression

Metacharacters

Metacharacters are characters with special meaning

Characters: [] Description: A set of characters Example: "[a-m]"

import re

str = "The rain in Spain"

#Find all lower case characters alphabetically between "a" and "m":

x = re.findall("[a-m]", str)
print(x)
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How to use Pythons RegEx regular expression

Characters: Description: Indicates special sequences (can also be used to escape special characters) Example: "\d"

import re

str = "That will be 59 dollars"

#Find all digit characters:

x = re.findall("\d", str)
print(x)
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How to use Pythons RegEx regular expression

Characters: . Description: Any character (except newline) Example: "he…o"

import re

str = "hello world"

#Search for a sequence that starts with "he", followed by two (any) characters, and an "o":

x = re.findall("he..o", str)
print(x)
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How to use Pythons RegEx regular expression

Characters: ^ Description: Start with example: "^hello"

import re

str = "hello world"

#Check if the string starts with 'hello':

x = re.findall("^hello", str)
if (x):
  print("Yes, the string starts with 'hello'")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Characters: $ Description: End with example: "world$"

import re

str = "hello world"

#Check if the string ends with 'world':

x = re.findall("world$", str)
if (x):
  print("Yes, the string ends with 'world'")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Characters: * Description: Zero or more occurrences Example: "aix*"

import re

str = "The rain in Spain falls mainly in the plain!"

#Check if the string contains "ai" followed by 0 or more "x" characters:

x = re.findall("aix*", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Characters: Description: One or more occurrences of Example: "aix"

import re

str = "The rain in Spain falls mainly in the plain!"

#Check if the string contains "ai" followed by 1 or more "x" characters:

x = re.findall("aix+", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Characters :{} Description: Exactly specified number of occurrences Example: "al{2}"

import re

str = "The rain in Spain falls mainly in the plain!"

#Check if the string contains "a" followed by exactly two "l" characters:

x = re.findall("al{2}", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Characters: | Description: Both Either example: "falls|stays"

import re

str = "The rain in Spain falls mainly in the plain!"

#Check if the string contains either "falls" or "stays":

x = re.findall("falls|stays", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

##Characters: () Description: Capturing and grouping

special sequences

Special sequences refer to \ followed by a character in the table below, which has special meaning.

Character: \A Description: Returns a match if the specified character is at the beginning of the string Example: "\AThe"

import re

str = "The rain in Spain"

#Check if the string starts with "The":

x = re.findall("\AThe", str)

print(x)

if (x):
  print("Yes, there is a match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Character: \b

Description: Returns matches where the specified character is at the beginning or end of the word

Example: r"\bain"

import re

str = "The rain in Spain"

#Check if "ain" is present at the beginning of a WORD:

x = re.findall(r"\bain", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Example: r"ain\b"

import re

str = "The rain in Spain"

#Check if "ain" is present at the end of a WORD:

x = re.findall(r"ain\b", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Characters: \B

Description: Returns matches where the specified character exists, but is not at the beginning (or end) of the word

Example: r"\Bain"

import re

str = "The rain in Spain"

#Check if "ain" is present, but NOT at the beginning of a word:

x = re.findall(r"\Bain", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Example: r"ain\B"

import re

str = "The rain in Spain"

#Check if "ain" is present, but NOT at the end of a word:

x = re.findall(r"ain\B", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Characters: \d

Description: Returns matches where the string contains numbers (digits 0-9)

Example: "\d"

import re

str = "The rain in Spain"

#Check if the string contains any digits (numbers from 0-9):

x = re.findall("\d", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Character: \D

Description: Returns matches where the string does not contain digits

Example: "\D"

import re

str = "The rain in Spain"

#Return a match at every no-digit character:

x = re.findall("\D", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

Characters: \s

描述:返回字符串包含空白字符的匹配项

示例:“\s”

import re

str = "The rain in Spain"

#Return a match at every white-space character:

x = re.findall("\s", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

字符:\S

描述:返回字符串不包含空白字符的匹配项

示例:“\S”

import re

str = "The rain in Spain"

#Return a match at every NON white-space character:

x = re.findall("\S", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

字符:\w

描述: 返回一个匹配项,其中字符串包含任何单词字符 (从 a 到 Z 的字符,从 0 到 9 的数字和下划线 _ 字符)

示例:“\w”

import re

str = "The rain in Spain"

#Return a match at every word character (characters from a to Z, digits from 0-9, and the underscore _ character):

x = re.findall("\w", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

字符:\W

描述:返回一个匹配项,其中字符串不包含任何单词字符

示例:“\W”

import re

str = "The rain in Spain"

#Return a match at every NON word character (characters NOT between a and Z. Like "!", "?" white-space etc.):

x = re.findall("\W", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

字符:\Z

描述:如果指定的字符位于字符串的末尾,则返回匹配项 。

示例:“Spain\Z”

import re

str = "The rain in Spain"

#Check if the string ends with "Spain":

x = re.findall("Spain\Z", str)

print(x)

if (x):
  print("Yes, there is a match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

集合(Set)

集合(Set)是一对方括号 [] 内的一组字符,具有特殊含义。

字符:[arn]

描述:返回一个匹配项,其中存在指定字符(a,r 或 n)之一

示例

import re

str = "The rain in Spain"

#Check if the string has any a, r, or n characters:

x = re.findall("[arn]", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

字符:[a-n]

描述:返回字母顺序 a 和 n 之间的任意小写字符匹配项

示例

import re

str = "The rain in Spain"

#Check if the string has any characters between a and n:

x = re.findall("[a-n]", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

字符:[^arn]

描述:返回除 a、r 和 n 之外的任意字符的匹配项

示例

import re

str = "The rain in Spain"

#Check if the string has other characters than a, r, or n:

x = re.findall("[^arn]", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

字符:[0123]

描述:返回存在任何指定数字(0、1、2 或 3)的匹配项

示例

import re

str = "The rain in Spain"

#Check if the string has any 0, 1, 2, or 3 digits:

x = re.findall("[0123]", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

字符:[0-9]

描述:返回 0 与 9 之间任意数字的匹配

示例

import re

str = "8 times before 11:45 AM"

#Check if the string has any digits:

x = re.findall("[0-9]", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

字符:[0-5][0-9]

描述:返回介于 0 到 9 之间的任何数字的匹配项

示例

import re

str = "8 times before 11:45 AM"

#Check if the string has any two-digit numbers, from 00 to 59:

x = re.findall("[0-5][0-9]", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

字符:[a-zA-Z]

描述:返回字母顺序 a 和 z 之间的任何字符的匹配,小写或大写

示例

import re

str = "8 times before 11:45 AM"

#Check if the string has any characters from a to z lower case, and A to Z upper case:

x = re.findall("[a-zA-Z]", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

字符:[+]

描述:在集合中,+、*、.、|、()、$、{} 没有特殊含义,因此 [+] 表示:返回字符串中任何 + 字符的匹配项。

示例

import re

str = "8 times before 11:45 AM"

#Check if the string has any + characters:

x = re.findall("[+]", str)

print(x)

if (x):
  print("Yes, there is at least one match!")
else:
  print("No match")
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How to use Pythons RegEx regular expression

findall() 函数

findall() 函数返回包含所有匹配项的列表。

实例

打印所有匹配的列表

import re

str = "China is a great country"
x = re.findall("a", str)
print(x)
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How to use Pythons RegEx regular expression

这个列表以被找到的顺序包含匹配项。

如果未找到匹配项,则返回空列表。

实例

如果未找到匹配,则返回空列表:

import re

str = "China is a great country"
x = re.findall("USA", str)
print(x)
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How to use Pythons RegEx regular expression

search() 函数

search() 函数搜索字符串中的匹配项,如果存在匹配则返回 Match 对象。

如果有多个匹配,则仅返回首个匹配项。

实例

在字符串中搜索第一个空白字符

import re

str = "China is a great country"
x = re.search("\s", str)

print("The first white-space character is located in position:", x.start())
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How to use Pythons RegEx regular expression

如果未找到匹配,则返回值 None:

实例

进行不返回匹配的检索

import re

str = "China is a great country"
x = re.search("USA", str)
print(x)
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How to use Pythons RegEx regular expression

split() 函数

split() 函数返回一个列表,其中字符串在每次匹配时被拆分。

实例

在每个空白字符处进行拆分

import re

str = "China is a great country"
x = re.split("\s", str)
print(x)
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How to use Pythons RegEx regular expression

可以通过指定 maxsplit 参数来控制出现次数:

实例

仅在首次出现时拆分字符串:

import re

str = "China is a great country"
x = re.split("\s", str, 1)
print(x)
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How to use Pythons RegEx regular expression

sub() 函数

sub() 函数把匹配替换为您选择的文本

实例

用数字 9 替换每个空白字符

import re

str = "China is a great country"
x = re.sub("\s", "9", str)
print(x)
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How to use Pythons RegEx regular expression

可以通过指定 count 参数来控制替换次数:

实例

替换前两次出现

import re

str = "China is a great country"
x = re.sub("\s", "9", str, 2)
print(x)
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How to use Pythons RegEx regular expression

Match 对象

Match 对象是包含有关搜索和结果信息的对象。

注释:如果没有匹配,则返回值 None,而不是 Match 对象。

实例

执行会返回 Match 对象的搜索:

import re

str = "China is a great country"
x = re.search("a", str)
print(x) # 将打印一个对象
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How to use Pythons RegEx regular expression

Match 对象提供了用于取回有关搜索及结果信息的属性和方法:

  • span() 返回的元组包含了匹配的开始和结束位置

  • .string 返回传入函数的字符串

  • group() 返回匹配的字符串部分

实例

打印首个匹配出现的位置(开始和结束位置)。

正则表达式查找以大写 “C” 开头的任何单词:

import re

str = "China is a great country"
x = re.search(r"\bC\w+", str)
print(x.span())
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How to use Pythons RegEx regular expression

实例

打印传入函数的字符串

import re

str = "China is a great country"
x = re.search(r"\bC\w+", str)
print(x.string)
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How to use Pythons RegEx regular expression

实例

打印匹配的字符串部分

正则表达式查找以大写 “C” 开头的任何单词:

import re

str = "China is a great country"
x = re.search(r"\bC\w+", str)
print(x.group())
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How to use Pythons RegEx regular expression

注释:如果没有匹配项,则返回值 None,而不是 Match 对象。

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