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.
Python provides a built-in package named re that can be used to process regular expressions.
Import the re module:
import re
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$", txt)
Running Example
import re txt = "China is a great country" x = re.search("^China.*country$", txt) if (x): print("YES! We have a match!") else: print("No match")
The re module provides a set of functions that allow us to retrieve strings for matching:
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)
Run the example
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)
Run the example
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)
Run the example
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")
Run example
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")
Run Example
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")
Run Example
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")
Run the example
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")
Running Example
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")
Running Example
##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")
Character: \bDescription: 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")
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")
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")
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")
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")
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")
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")
运行示例
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")
运行示例
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")
运行示例
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")
运行示例
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")
运行示例
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")
运行示例
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")
运行示例
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")
运行示例
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")
运行示例
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")
运行示例
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")
运行示例
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")
运行示例
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")
运行示例
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)
运行实例
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)
运行实例
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())
运行实例
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)
运行实例
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)
运行实例
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)
运行实例
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)
运行实例
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)
运行实例
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
运行实例
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())
运行实例
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)
运行实例
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())
运行实例
注释:如果没有匹配项,则返回值 None,而不是 Match 对象。
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