Introduction to Regular Expressions in Python
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Contents
Introduction
Regular expressions are sequences of characters that form a search pattern, mainly used for string searching and manipulation. In Python, they are implemented through the built-in 're' module.
Basic Concepts
- Patterns: Specific sequences of characters that represent a search criteria.
- Metacharacters: Special characters that signify broader types of patterns (like '*', '+', '?').
- Character Classes: Represent a set of characters that match any one character from the set (like '\d', '\w', '\s').
Use Cases
- String Parsing: Extracting specific information from text.
- Data Validation: Ensuring formats of data are correct (like emails, phone numbers, passwords).
- Text Preprocessing: Used in natural language processing for tasks like tokenization, cleaning data.
Regular expressions` patterns
Special characters:
. - any charachter, except newline (\n)
^ - start of the string or line
$ - end of the string
\* - the previous charachter repeats 0 or more times =={0,}
\+ - the previous charachter repeats 1 or more times =={1,}
? - the presence of the previous charachter is not necessary =={0,1}
{n, m} - the previous charachter repeats from n till m times
{n} - the previous charachter repeats exactly n times
Range of charachters:
[A-Za-z] - any letter of alphabet in lower- and uppercases
[^0-9] - any charachter, except digits
Metacharachters, which represent a class:
\d - matches digits
\s - matches any whitespace character, like spaces and tabs
\w - matches any word character, which includes letters (both uppercase and lowercase), digits, and underscores
Combinations
[\w\s]+ - The combination [\w\s] matches any word character or space, and the + means one or more occurrences of this combination.
([\w\s]+?) - This is a capture group, which means we are trying to extract whatever matches this pattern.
The ? after the + makes the + "lazy" instead of "greedy". In regular expressions, greedy means matching as much as possible, while lazy means matching as little as possible. So [\w\s]+? will match the shortest sequence of word characters and spaces at the start of the string.
